CARNEGIE MELLON ENGINEERING
SPRING 2021 MAGAZINE
ADVANCES IN WIRELESS
It starts with a vision. At Carnegie Mellon our engineers always push past boundaries to change the world.
CONTENTS F E ATURE 4
DE TE CTIN G WIR E LE S S IN TE RFERENC E
6
S QUE E ZIN G M OR E OUT OF WI REL ESS RE SE ARCH
8
3 D- PR IN TE D H E AR T PR OV IDES NEW T O O L FO R SURGEO NS
10
S H OULD UBE R AN D LY F T BE EL EC T RI FYI NG MO RE VEHI C L ES?
12
CAR - F R E E DAY S LE AD TO CL EA NER AI R
14
E LE CTR IF IE D F UTUR E F OR AV
16
N E W M ATE R IALS F OR BE TTER BAT T ERI ES
17
MAKIN G PR IN TE D ME TALS ST RO NGER
18
CR E ATIN G THE WOR LD’S LARGEST C A T AL YSI S DA T ASET
20
THE POWE R OF LATCHE S
22
A N E W PE R S PE CTIV E IN THE FI GHT AGA I NST C O VI D-19
24
CALCIUM H E LPS BUILD S TRO NG C EL L S
26
S E N S IN G TIR E WE AR
28
CUTTIN G V E H ICLE E M IS S IONS A ND I NSPEC T I O NS VI A Io T
30
PR E DICTIV E PLACE N TAS : AI PRO T EC T S MOTHE R S ’ F UTUR E PR E GN ANC I ES
32
N AN OPAR TICLE S TO IM M UNI ZE PL ANT S A GA I NST H E AT S TR E S S
34
DE P ARTME NT NE WS INSIDE TH E COLLE GE
36
N E W LE ADE R IN MATE R IALS SC I ENC E A ND ENGI NEERI NG
38
N E W PAR TN E R S H IP WITH ARMY RESEARC H L A B
40
MAR C DE GR AE F : BE H IN D THE RESEARC HER
52
CON GR E S S ION AL BR IE F IN G O N FUT URE O F U.S. E LE CTR ICAL GR ID STUDE NT NE WS
EDITOR SHERRY STOKES (DC’07) COPY EDITOR EMILY FORNEY (DC’12) DESIGNER TIM KELLY (A’05, HNZ’14) CONTRIBUTORS •MADISON BREWER •KRISTA BURNS •DANIEL CARROLL •HANNAH DIORIO-TOTH •ADAM DOVE
42
BR IN GIN G TH E LAB TO S TUD ENT S DURI NG A PANDEMI C
•BRUCE GERSON
44
S TUDE N TS CLIM BE D TH E M O UNT AI N T O GET HER
•LISA KULICK
ALUMNI
•TARA MOORE
46
ALUMN I WR ITE BOOKS TO CO MBA T C L I MA T E C HA NGE
48
CON S TR UCTIN G TOM OR R OW’S WO RKPL AC ES
50
R E E LIN G IN CY BE R ATTACKS
•DEANA LORENZO •AKARSH PRABHAKARA •GEORGIA SCHUMACHER •JESSICA SHIRLEY •DANIEL TKACIK
From the
Dean Follow Dean Sanders on Twitter at @SandersCMU
Greetings, Like many of you, this past year I have spent an inordinate
that delivered a congressional briefing in February on “The
amount of time on my laptop. It seems like the entire
Future of Electric Power in the U.S.” (See page 52.) I served
world is relying on smartphones, tablets, computers – all
on this committee with Granger, and this isn’t the first
IoT devices – to work and to connect with people in ways
time I’ve had the pleasure of working with him. We were
we wouldn’t have envisioned a few short years ago. The
members of the previous NASEM committee that focused
pandemic hastened the way for online schooling, doctor
on enhancing the resilience of the U.S. electricity system.
appointments, grocery shopping, you name it. Maybe more
I am proud of the contributions that the College is making
importantly, the internet provided us with the means to
in power grid evolution by advancing technology and
reach out to others and confirm that we are not alone.
informing public policy.
Keeping the internet “reliable, secure, and trustworthy”
Being a conduit for constructive societal change
is a longstanding research goal in Carnegie Mellon College
motivates our work and often brings out the best in us. The
of Engineering, and this issue offers a look into some of
pandemic changed how we live, and it highlighted aspects
our projects. Moreover, we have discovered a way to better
of our lives that could be improved through engineering.
connect to the internet wirelessly by using inexpensive
I believe that our faculty and students who have worked
devices that scan broad bandwidths to avert interference or
and studied through the pandemic will approach future
spectrum pollution. This means less lag time to connect to
work with a deeper sensitivity toward human need. This will
our apps and devices. In other research, we examine ways to
become another strength of a Carnegie Mellon engineer.
meet insatiable wireless demands by squeezing more out of existing frequency bands. The findings from these projects
Sincerely,
and others will cohere together and collectively make it easier to stay connected to one another and the world. Sharing the findings from our work is important if we want to see them realized. Recently, Granger Morgan, professor of engineering and public policy and electrical and computer engineering, chaired a National Academy of
William H. Sanders
Sciences, Engineering, and Medicine (NASEM) committee
Dr. William D. and Nancy W. Strecker Dean, College of Engineering
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FALL 2018 // CARNEGIE MELLON ENGINEERING //
DETECTING WIRELESS INTERFERENCE
RESEARCHERS RECEIVE A $1M NSF GRANT TO INVESTIGATE A SYSTEM THAT ALLOWS DEVICES TO SCAN WIDE BANDWIDTHS TO AVERT INTERFERENCE.
In a time where countless devices are
allows teams of geo-distributed low-power
connected to the internet wirelessly,
devices to quickly and efficiently scan wide
interference is inevitable. Spectrum
bandwidths to avert interference.
pollution in the Internet-of-Things (IoT)
“The core challenge is the low-power and
era is something all users experience—a
simplicity of most IoT devices,” said Swarun
lag in connecting to your favorite app, not
Kumar, assistant professor and principal
being able to sync to a wireless printer, the
investigator. “They are narrowband and
dreaded loading circle when trying to stream
unable to sense and avoid incumbents on
your favorite show. But what if IoT devices
shared spectrum.”
could detect and respect the presence of
The proposal presents a system designed
other devices on a shared spectrum? This
for low-power devices to sense spectrum
would allow for devices and users to have a
at minimal energy and cost, allowing
seamless wireless experience.
these devices to behave as low-cost and
Swarun Kumar, Anthony Rowe, and Robert Iannucci from Carnegie Mellon
distributed spectrum observatories. Much like land and water, radio spectrum
University’s Department of Electrical and
is a shared resource by many stakeholders;
Computer Engineering have been awarded
Wi-Fi routers, cellular companies, AM/
a $1 million National Science Foundation
FM radio stations, television towers, etc.
(NSF) grant to investigate a system that
Companies lease spectrum use under
multi-year contracts. However, a lot of the
and will leverage these connections to
spectrum is not used consistently, leading
deploy Swallow at scale.”
to significant wastage of a costly resource.
The project will be implemented and
What if there was a way to monitor the
evaluated on a large programmable Low-
spectrum and signal when it’s available at
Power Wide-Area Networking testbed in
a given location so that it could be leased
the Carnegie Mellon University campus that
on-the-fly when vacant? This would save
serves large parts of the city of Pittsburgh.
companies money, and increase the speed
This award reflects NSF’s statutory mission
of our devices. However, building such a
and has been deemed worthy of support
spectrum monitoring infrastructure can
through evaluation using the Foundation’s
be costly. It would need to be replicated all
intellectual merit and broader impacts
over the country, and it would need to scan
review criteria.
huge swaths of spectrum, increasing the cost further. Referred to as Swallow, this project explores the use of low-cost and lowpower IoT devices to serve as spectrum monitors that are cheap and can be placed anywhere. Globally, IoT devices are projected to be deployed in tens of billions and be ubiquitous in the coming years. Rather than viewing these as yet another part of the spectrum sharing problem, this project views them as part of the solution in effectively monitoring radio spectrum. The project’s objective, if successful, could pave a new way to manage, monitor, and better exploit spectrum—a valuable national resource—as the world embarks on highspeed wireless beyond 5-G. “The testbed developed through the project will serve as a vehicle for undergraduate and graduate-level projects as well as workshops for K-12 students in the city of Pittsburgh,” said Kumar. “The team has direct experience working with sensor deployments at Carnegie Mellon, the city of Pittsburgh, United States Geological
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Survey (USGS), and local industry partners
SQUEEZING MORE OUT OF WIRELESS Wireless data needs are increasing every day. As users add
transmit and receive in the same time slot but using two
devices, radio spectrum is becoming increasingly scarce.
different frequency bands, known as half duplex. Full duplex
According to the Ericsson Mobility Report 2020, wireless data
has the potential to double the data rate by transmitting and
traffic needs are expected to increase by almost 50% every
receiving on the same frequency band at the same time.
year. Currently, most wireless devices operate on the MHz
“When faced with the question of using higher frequency
frequency. If devices could move to a higher unoccupied
bands and dealing with the associated hardware challenges,
frequency, like GHz or terahertz, it has the potential to offer
we tried to see if we can squeeze out more from the
low latency and high-speed services. This trend is evident
existing frequency bands,” said Swarun Kumar, assistant
from the growth of millimeter-wave technology as part of
professor of electrical and computer engineering and head
5G wireless and initial research in the 6G technologies for
of WiTech Lab. “Full duplex communication, which has been
wireless. However, it comes at the cost of creating much
widely studied in theory and with some promising system
more specialized hardware that can reliably operate at such
implementations over the past decade, emerged as an
high frequencies.
exciting option.”
Researchers in Carnegie Mellon University’s WiTech Lab
While full duplex systems have been implemented
have demonstrated an alternate way to fulfill the traffic
at lower sub-6 GHz frequencies, the researchers have
demands, by squeezing out more from existing frequency
demonstrated the first bidirectional full duplex link at
bands using a technique called full duplex.
millimeter wave frequencies using novel techniques at the
Traditionally, wireless radios either transmit and receive in the same frequency band but in different time slots or
hardware and software domains. “The main challenge in enabling full duplex communication
is that since the radio transmits and receives at the same
high frequency and as a result, a small wavelength, the
time and frequency, the receiver is overwhelmed with
self-reflector can be implemented in a small form factor
interference from transmission from its own transmitter,
which was not possible earlier at lower frequencies,” says
known as self-interference. Hence, to receive and decode
Vaibhav Singh, a Ph.D. student in electrical and computer
any useful signal from the other radio, it needs to remove
engineering and one of the project team members.
the self-interference signal which is almost 10-100 million
The team also designed a custom RF self-interference
times stronger. At millimeter wave frequencies, the problem
cancellation IC at the analog domain and devised new
is exacerbated by the large signal distortions that are
wideband self-interference cancellation techniques that are
inherent to high bandwidth and high frequency operation,”
robust to high-frequency signal distortions at the
said Kumar.
digital domain.
Due to the high self-interference signal power that
“The most exciting part of the project was getting to learn
needed to be cancelled, the team broke down the
about all the three parts of the wireless radio chain: the
cancellation into three stages, each contributing partially to
antenna, analog and digital, from experts in their respective
achieve the required cancellation. At the antenna domain,
fields,” said Singh.
they used a self-reflector, a tiny strip of metal placed in front of the radio antenna, to reflect a negative copy of the
The project and paper, Millimeter-wave Full Duplex Radios,
transmit signal into the receiver.
authored by Vaibhav Singh, Susnata Mondal, Akshay Gadre, Milind Srivastava, Jeyanandh Paramesh, and Swarun Kumar was presented at the virtual ACM MobiCom Conference. PA GE 0 7
“The best thing about the self-reflector is that it is unique to the millimeter-wave context. Because of its
RESEARCH
3D-PRINTED HEART PROVIDES NEW TOOL FOR SURGEONS THE FEINBERG RESEARCH TEAM. ADAM FEIN BERG ( RIGH T) .
Surgeons will soon have a powerful new tool for planning and practice with the creation of a 3D bioprinted model of the human heart. Adam Feinberg and his team have created the first full-size 3D bioprinted human heart model using their Freeform Reversible Embedding of Suspended Hydrogels (FRESH) technique. The model, created from MRI data using a specially built 3D printer, realistically mimics the elasticity of cardiac tissue and sutures. This milestone represents the culmination of two years of research, holding both immediate promise for surgeons and clinicians, as well as long term implications for the future of bioengineered organ research. The FRESH technique of 3D bioprinting was invented in Feinberg’s lab to fill the demand for 3D printed soft polymers, which lack the rigidity to stand unsupported as in a normal print. FRESH 3D printing uses a needle to inject
“We can now build a model that not only allows for
bioink into a bath of soft hydrogel, which supports the
visual planning, but allows for physical practice,” says
object as it prints. Once finished, a simple application of
Feinberg. “The surgeon can manipulate it and have it
heat causes the hydrogel to melt away, leaving only the 3D
actually respond like real tissue, so that when they get into
bioprinted object.
the operating site they’ve got an additional layer of realistic
While Feinberg, a professor of biomedical and materials science and engineering, has proven both the versatility
practice in that setting.” This paper represents another important marker on the
and the fidelity of the FRESH technique, the major obstacle
long path to bioengineering a functional human organ. Soft,
to achieving this milestone was printing a human heart at
biocompatible scaffolds like that created by Feinberg’s group
full scale. This necessitated the building of a new 3D printer
may one day provide the structure onto which cells adhere
custom made to hold a gel support bath large enough to
and form an organ system, placing biomedicine one step
print at the desired size, as well as minor software changes
closer to the ability to repair or replace full human organs.
to maintain the speed and fidelity of the print. Major hospitals often have facilities for 3D printing
“While major hurdles still exist in bioprinting a full-sized functional human heart, we are proud to help establish
models of a patient’s body to help surgeons educate patients
its foundational groundwork using the FRESH platform
and plan for the actual procedure; however, these tissues
while showing immediate applications for realistic surgical
and organs can only be modeled in hard plastic or rubber.
simulation,” added Eman Mirdamadi, lead author on the
Feinberg’s team’s heart is made from a soft, natural polymer
publication.
called alginate, giving it properties similar to real cardiac
Published in ACS Biomaterials Science and Engineering, the
tissue. For surgeons, this enables the creation of models
paper was co-authored by Feinberg’s students Joshua W.
that can be cut, sutured, and manipulated in ways similar to
Tashman, Daniel J. Shiwarski, Rachelle N. Palchesko, and
a real heart. Feinberg’s immediate goal is to begin working
former student Eman Mirdamadi.
with surgeons and clinicians to fine tune their technique and
OPPOSITE PAGE: 3-D PRINT ED HEART HAS APPLICATIONS FOR SURGICAL SIMULATIONS
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ensure it’s ready for the hospital setting.
SHOULD UBER AND LYFT BE ELECTRIFYING MORE VEHICLES? Jeremy Michalek and his Ph.D. student Matthew Bruchon have published a study investigating what vehicle electrification would look like in a world where ridesourcing companies like Uber and Lyft were held responsible for the air pollution and carbon emissions created by their business. Ridesourcing has changed the way people travel, affecting air emissions in the process. Researchers like those at the Center for Air, Climate and Energy Solutions (CACES) have quantified the negative health effects of airborne particulates created by cars in rates of cardiovascular and respiratory disease, and they’re also the largest source of
vehicles have a higher cost in initial capital, their lower
greenhouse gases in the U.S. With public sector fleets such
operating costs and cleaner environmental profile are well-
as the U.S. Postal Service and many private companies
suited for high use-intensity scenarios like ridesourcing.
moving to shrink their footprint, the researchers asked what
To their credit, companies like Uber have already
would happen if ridesourcing companies were charged for
acknowledged the need to electrify the U.S. automotive fleet.
the costs resulting from the emissions their business creates.
Uber and Lyft have pledged to shift to 100% electric vehicles
“Air pollution is a classic case where free markets fail,”
by 2030, and the ridesourcing firms have initiated programs
says Michalek, professor of engineering and public policy
like Uber Green, which allows users to request a hybrid or
and mechanical engineering. “I get the benefit of driving my
electric vehicle and rewards drivers with an extra $0.50 from
car, but the cost of the air pollution it creates is shared with
a $1 rider surcharge. The company is also testing programs
everyone in my region. The conventional way to efficiently
in major cities to allow Uber drivers to rent EVs.
correct for this failure is to charge the polluter for the cost
However, the rate of electrification motivated by private
its pollution imposes on society so that it has an incentive to
interests today cannot compare to the rate that they might
reduce pollution when it is cost effective to do so. We wanted
achieve were ridesourcing companies forced to factor in the
to see the effects of such a policy for ridesourcing fleets like
public costs of increased emissions. Michalek and Bruchon
Uber and Lyft.”
found that with an emissions-based incentive toward
To do so, they first estimated the societal impact of
electrification, ridesourcing companies would likely cut their
emitted greenhouse gasses and conventional pollutants
emissions by amounts ranging from 10 percent in New York
in terms of higher medical costs and premature deaths in
to 22 percent in Los Angeles. In LA alone, they estimate that
surrounding communities, as well as the broader economic
this represents a reduction of about $29 million per year in
and environmental costs. With these numbers in hand, the
health and environmental costs.
team created a model that envisioned how ridesourcing
While good work is being done by both public and private
companies might act were they forced to internalize these
interests to push for electrification, greater public awareness
public costs via an emissions-based fee.
and stable policy are still needed to internalize the public
Perhaps unsurprisingly, they found that when companies
costs created by private vehicles, including ridesourcing.
like Uber and Lyft are charged for the cost of polluting, they
Doing so will provide greater incentive to eliminate the
find ways to pollute less, including shifting from traditional
harmful externalities for our community and environment,
conventional vehicles to cleaner hybrid electric vehicles
and create a cleaner, more efficient vehicle fleet.
(HEVs) and battery electric vehicles (BEVs). While electrified
B O B ( MECH E ’ 5 3 ) & MAR TY DU SHAW ( MM ’53)
“ M Y B U T T O N S PO P O F F MY SHI R T W I T H PR I D E B E CA USE I S E E C A R N EG I E ME LLO N M A K I N G A D I F F E R E NCE AC R OS S T HE W O R LD . ” - B OB D U S HA W Bob and Marty’s relationship started at Carnegie Tech and took them around the world. Their careers (Bob in manufacturing and Marty in the medical field) and Bob’s commitment to the ROTC brought them everywhere from Ohio to the UK. After serving in the Army, Bob spent over 34 years working for The Timken Company. Marty left Carnegie Tech to earn her nursing and doctorate degrees, eventually working at the Centers for Disease Control until she retired. They generously chose to give back to their alma mater by creating a gift that pays them income now and will later create a scholarship to support students in the College of Engineering, specifically those who study robotics.
GIVE STRATEGICALLY, SUPPORT GENEROUSLY Learn how easy it is to achieve your philanthropic vision
Contact the Office of Gift Planning today at 412.268.5346 or mickkoster@andrew.cmu.edu.
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through a planned gift by visiting giftplanning.cmu.edu.
CAR-FREE DAYS LEAD TO CLEANER AIR
Every other Sunday in Kigali, Rwanda,
Carl Malings, as well as collaborators at
instead of driving to shops or public parks,
the University of Rwanda. Subramanian
people walk or ride bicycles. Instead of
led the development of RAMP monitors in
sitting in traffic, they gather together in
partnership with a local start-up, SenSevere.
green spaces to participate in organized
“The World Health Organization
sports. Established in 2016 by the Kigali city
estimates that in 2016, ambient air
council, these car-free days are designed
pollution caused about three thousand
to promote the health of Kigali citizens by
deaths in Rwanda,” the team writes in the
encouraging physical activity and a sense
paper. “However, such estimates can be
of community. But in addition to physical
uncertain because exposure is inferred
activity, these car-free days are having a
from satellite estimates. There has been
positive effect on public health.
no long-term ground-based monitoring in
Using real-time affordable multi-
major cities like Kigali to validate estimated
pollutant (RAMP) monitors, a team led by R.
exposures. This lack of monitoring due to
Subramanian of the Center for Atmospheric
resource limitations also hampers scientific
Particle Studies (CAPS) and Paulina Jaramillo
understanding of the sources contributing
of Engineering and Public Policy (EPP) has
to air pollution in these countries, which
shown that these car-free days appear to
is essential to formulating effective
reduce ambient air pollution, particularly
environmental management policies.”
fine particulate mass (PM2.5) and black
To fill in this gap in air quality data, the
carbon (BC), both of which are associated
team deployed their RAMP monitors around
with premature human mortality and
Kigali. Through their measurements, the
other negative health effects. The team
team found that from March 2017 to July
also included Department of Engineering
2018, the average ambient PM2.5 in Kigali
and Public Policy Department Head
was significantly higher than the World
Peter Adams, Department of Mechanical
Health Organization’s recommended targets,
Engineering Department Head Allen
and the average BC was comparable to mid-
Robinson, EPP doctoral student Nathan
sized urban areas in India and China, and
Williams, and CAPS postdoctoral researcher
significantly higher than similar-sized cities in
developed countries.
Subramanian adds, “Due to the high cost
Certain observed fluctuations in
of traditional air-quality monitoring, there
measurements suggest that morning
is a significant infrastructure gap in many
peaks are associated with rush-hour traffic
parts of the world, including many African
related air pollution, while late evening
countries. Low-cost sensors can fill in that
peaks can be attributed to both traffic and
gap as part of a cost-saving hybrid network
domestic biofuel use, suggesting that traffic
that includes traditional (but expensive)
restrictions could go a long way toward
reference-grade monitoring. Following our
improving the air quality in Kigali. And
study, the Government of Rwanda set up
indeed, these car-free days do appear to
their own hybrid air-quality monitoring
reduce both PM2.5 and BC by 10 – 12 and 1
network including the RAMPs. Our success
micrograms per cubic meter respectively,
in Rwanda was facilitated by Carnegie
though according to the team, this requires
Mellon Africa, CMU faculty discretionary
further investigation.
funding, and College of Engineering
“While these car-free days do appear to
support. It has led to the creation of the
moderately reduce certain air pollutants,”
new AfriqAir network, expanding our efforts
says Jaramillo, “there is still a long way
to several other cities in Africa. We look
to go. These lower-cost monitors can
forward to working with local partners and
play an important role in the continued
governments to improve air quality and
monitoring essential to track the
reduce premature mortality across Africa,
effectiveness of pollution-control policies
and welcome philanthropic support for
recently implemented in Rwanda and other
these efforts.”
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countries in Africa.”
ELECTRIFIED FUTURE FOR AV Autonomous vehicles come at a cost: increased energy
from automation technology and the smoother driving of
use. Some suggest that these increased power needs are
computer control.
significant enough to drastically reduce vehicle range,
While they did find a decrease in driving range, it wasn’t
eliminating the possibility of electric autonomous vehicles.
significant enough to eliminate the possibility of electric-
Instead, these analysts claim autonomous vehicles must be
powered autonomous vehicles. It was, however, greater in
gas-electric hybrids. In a paper recently published in Nature
cars that used protruding sensors that increased drag.
Energy, Carnegie Mellon researchers Aniruddh Mohan,
“We find that design choices with respect to energy-
Shashank Sripad, Parth Vaishnav, and Venkat Viswanathan
efficiency of computing hardware and aerodynamic design
determined that electric power can supply enough energy
of sensors will decide if the two revolutions of electric and
for an autonomous vehicle without a significant decrease
autonomy are in-sync,” said Viswanathan, an associate
in range.
professor in mechanical engineering.
Two revolutions are happening side-by-side in the
Next, researchers will investigate how drivers view
automotive industry: the transition to electric power and
the decreased range. While consumers value longer
the rise of autonomous vehicles. Self-driving cars may use
driving ranges, they may also value the luxury of not
more energy than people-driven cars to power sensors and
having to drive.
computers for safe navigation. On the other hand, they
“Future work must assess whether this loss in range is
drive more smoothly than humans do, which would reduce
significant that consumer preferences will be impacted,”
energy use.
said Vaishnav, an assistant research professor in
An overall increase in energy usage would reduce driving
engineering and public policy.
range, requiring more frequent charging and causing faster battery degradation. Since many fear electric vehicles have
Aniruddh Mohan and Shashank Sripad are Ph.D. candidates
a shorter range than gas cars, some believe an electric
in the Departments of Engineering and Public Policy and
autonomous vehicle cannot exist. This concern motivated
Mechanical Engineering, respectively, and at Carnegie Mellon
the team to investigate the effects automation has on
University. Viswanathan and Vaishnav are also part of the
vehicle range.
Scott Institute for Energy Innovation at CMU. The project
“We want to know if automation will affect the range so
was funded by the National Science Foundation, the U.S.
much that we cannot have electric and automated vehicles
Department of Transportation, and CMU’s Block Center for
together in one car,” said Sripad, a Ph.D. candidate in
Technology and Society.
mechanical engineering. “We wanted to quantify the tradeoffs between the two.” Using a vehicle dynamics-based model, Mohan and Sripad estimated the energy demands of self-driving cars to discover how much power is needed for safe autonomous driving. They took into account any extra drag
A P ERSP ECTI VE O N TH E P RO P U L SI O N SO U RCE F O R A U TO NO MO U S VEH I CL ES “Autonomous vehicle technology (AV) is essentially orthogonal to electric or fuel cell propulsion. In other words, AV technology can be applied to all kinds of propulsion. That being said, AV sensors and computers must be powered by the source of propulsion energy—the engine on a gasoline vehicle, the battery on an electric vehicle (EV), etc. In the internal combustion case, mileage will be negatively impacted. In EVs and fuel cells, the range will be adversely influenced. Different techniques could be applied to minimize the impact of the additional energy draw based on the source, but these techniques must not compromise the safety of
RAJ RAJKUMAR THE GEORGE WESTINGHOUSE PROFESSOR OF ELECTRICAL AND COMPUTER ENGINEERING DIR ECTOR, METRO21 SMART CITIES INSTITUTE
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the AV technology itself.”
NEW MATERIALS FOR BETTER BATTERIES In the quest for safer and longer-lasting batteries for electric
engineering at Carnegie Mellon.
cars, trucks, and planes, researchers are exploring a new
“Batteries with increased energy density are critical to
class of materials to suppress the formation of dendrites.
enable mass electrification of transportation. Lithium metal
Dendrites are the destructive by-products of the cycle of
anodes offer a promising approach to improve the energy
charging and discharging lithium ion batteries. These tiny
density of batteries, but dendrite formation plagues the
deposits form between the battery’s anode and cathode,
safety and cycle life of lithium metal anodes,” said Zeeshan
building up over time. Inevitably, they diminish battery
Ahmad, the lead author on the paper.
life. More problematic is their risk of causing the battery to
The findings build on the research team’s previous work
burst into flames. In the quest for safer and longer-lasting
on dendrite suppression using solid electrolytes. Although
batteries—especially for electric cars, trucks, and planes—
solid electrolytes provide superior dendrite suppression,
researchers continue to explore methods to suppress the
they have slower lithium ion conductivities and cannot
formation of dendrites.
be integrated easily into the current lithium ion batteries.
Researchers at Carnegie Mellon University have found that liquid crystals can be used as electrolytes with lithium metal anodes in batteries to suppress dendrite growth.
Liquids, on the other hand, have faster conductivity but cannot suppress dendrites. The liquid crystal materials lie somewhere in between
Liquid crystals represent a new class of materials that have
because they possess some orientational order but no
properties that are different from conventional liquids
positional order like solids. They are easily integrated
and solids. The dendrite suppression happens due to
into current lithium ion batteries, are safer, and offer
the tendency of liquid crystal molecules to line up in an
spontaneous dendrite suppression.
ordered arrangement.
Liquid crystals do have a disadvantage: their stability is
In findings published in the Proceedings of the National
currently not as good as that in current liquid electrolytes.
Academy of Sciences, the research team proposed various
The next step in this line of research is to further examine
design criteria for selecting liquid crystals as battery
liquid crystalline materials so that they can satisfy all design
electrolytes that can enable well-functioning lithium metal
criteria for future batteries.
batteries. “This comprehensive set of molecular level design rules
Ahmad completed his Ph.D. in mechanical engineering in 2020 and is now a postdoctoral research scholar at the
will pave the way towards the realization of this new class
University of Chicago. Zijian Hong, an additional author of the
of electrolytes for practical lithium metal batteries,” said
paper, completed his postdoctoral research at Carnegie Mellon
Venkat Viswanathan, associate professor of mechanical
and is now a faculty member at Zhejiang University.
MAKING PRINTED METALS STRONGER Laser powder bed fusion is a dominant additive
“You can think of the boundary as a speed limit, except
manufacturing technology that has yet to reach its
it is the opposite of driving a car. In this case, it gets more
potential. The problem facing industry is that tiny bubbles
dangerous as you go slower. If you’re below the speed
or pores sometimes form during the printing process, and
limit, then you are almost certainly generating a defect,”
these pores create weak spots in finished products.
adds Rollett.
When a slow-speed, high-power laser is melting metal
At a broader scale, by proving the existence of well-
powder during the 3D printing of a part, a keyhole-shaped
defined keyhole porosity boundaries and demonstrating
cavity in the melt pool can result. Pores, i.e. defects, form
the ability to reproduce them, science can offer a more
at the bottom of the keyhole. New research published in
secure basis for predicting and improving printing
Science reveals how the pores are generated and become
processes. Rollett, who is the faculty co-director of Carnegie
defects trapped in solidifying metal.
Mellon’s Next Manufacturing Center, thinks that the
“The real practical value of this research is that we can be precise about controlling the machines to avoid this problem,” says Anthony Rollett, a professor of materials science and engineering and a lead co-author of the paper. Building on previous research that quantified the keyhole phenomenon, the research team used extremely
findings from this research will quickly find their way into how companies operate their 3D printers. The research team includes co-lead author Tao Sun, University of Virginia; Cang Zhao, Tsinghua University, China; Niranjan D. Parab and Kamel Fezzaa, Argonne National Laboratory; Xuxiao Li and Wenda Tan, University of Utah.
bright high-energy x-ray imagining to watch instabilities of the keyhole. Pores form during fluctuations of the keyhole,
Funding sources include the Department of Energy, the
and it changes its shape: the keyhole tip morphs into a “J”
Department of Defense, the National Aeronautics and Space
shape and pinches off. This unstable behavior generates
Administration (NASA) University Leadership Initiative program,
acoustic waves in the liquid metal that force the pores away
the National Science Foundation, and startup funds from the
from the keyhole so that they survive long enough to get
Department of Mechanical Engineering at Tsinghua University
trapped in the resolidifying metal. The team is the first to
and the University of Virginia.
focus on this behavior and identify what is happening. “When you have a deep keyhole, the walls oscillate strongly,” explains Rollett. “Occasionally, the oscillations are strong enough at the bottom of the keyhole that they pinch off, leaving a large bubble behind. Sometimes this bubble never reconnects to the main keyhole. It collapses and generates an acoustic shock wave. This pushes the remaining pores away from the keyhole.” It’s important to note that keyholes themselves are not flaws; they increase the efficiency of the laser. Using synchrotron x-ray equipment at Argonne National Laboratories, the only facility in the United States where the researchers could run these experiments, they noted that there is a well-defined boundary between stable versus unstable keyholes. “As long as you stay out of the danger zone [too hot, too slow], the risk of leaving defects behind is quite small,” says Rollett. Fluctuations in the keyhole’s depth increase strongly with side of the boundary.
PA GE 1 7
decreasing scan speed and laser power on the unstable
CREATING THE WORLD’S LARGEST CATALYSIS DATASET IMPROVING RENEWABLE ENERGY STORAGE THE OPEN CATALYST DATASET IS AN OPEN SOURCE DATABASE CONTAINING MOLECULAR DATA ON MORE THAN 1.3 MILLION ELECTROCATALYST RELAXATIONS
For decades, the push toward renewable
and solar can’t provide constant energy due
energy sources like solar and wind has
to the variable nature of their generation, we
necessitated the development of countless
have to figure out how to store that energy
technologies. From generation techniques,
for later use. One of the most promising
to power grid infrastructure and storage
ways we can do this is by converting that
methods, renewable power development
energy into other fuels, like hydrogen or
requires innovation from all angles. Today,
ethanol, through chemical means. But
thanks to the tireless work of researchers
doing so requires highly efficient, effective
and engineers all over the world, methods
catalysts to do that chemical conversion—
for generating renewable energy have come
and the discovery and creation of these new
a long way. But there are still major barriers
catalysis comes with a whole host of its own
to the full implementation of renewables
problems.”
into the power grid. Now, Zack Ulissi has teamed up with
Current methods for converting renewable energy into other fuels requires
Facebook AI Research (FAIR) to break
catalysts that are often incredibly expensive
down one of these barriers. Combining
and fairly inefficient, such as platinum. In
the expertise in machine learning, dataset
order to reduce the cost and increase the
development, and computing power of FAIR
efficiency of these processes, new catalysts
with Ulissi’s years of prior research using
will have to be discovered and implemented.
machine learning techniques for novel
But discovering new catalysts is an arduous
catalyst discovery, the team is empowering
and costly undertaking. Catalytic surfaces
researchers around the world to join in the
are made using a combination of several
effort through the Open Catalyst Project, an
elements known to be effective for these
open effort to produce datasets and models
purposes. There are 55 of these elements in
designed to help researchers discover new
the current dataset alone, with nearly 10,000
catalysts for renewable energy storage.
possible combinations. Add to that the fact
“The adoption of renewable energy
that different ratios and configurations of
sources into the national power grid will
these elements also have an effect, and the
require us to answer many questions and
possibilities expand into the billions.
solve many problems, such as the problem
The Open Catalyst Project was created to
of intermittency,” says Ulissi, an assistant
facilitate the rapid exploration of all these
professor of chemical engineering. “As wind
billions of possibilities. As the first step in
the project, Ulissi, along with Facebook AI
effort to move the field of catalysis forward.
research scientist Larry Zitnick and others at
The hope is that as more researchers
FAIR, have created the Open Catalyst 2020
begin to utilize the dataset for their own
(OC20) dataset, an open source database
electrocatalysis research, the more quickly
containing molecular data on more than 1.3
the research community as a whole will be
million electrocatalyst relaxations across
able to find solutions that will usher in the
chemistry and catalysts—the largest dataset
widespread adoption of renewable energy
of its kind in the world. It’s essentially a
sources. Additionally, further use will lead
catalogue of data on molecules known
to the continued refinement of the data
to be important for renewable energy
and resultant modeling tools. For instance,
applications, which will allow machine
while generating calculations for the OC20
learning algorithms to quickly test millions
data set currently take anywhere between
of possible combinations, and eventually
12 hours and three days to execute, the
discover more efficient and inexpensive
ultimate goal is to accelerate the process
electrocatalysts.
until they take mere seconds.
“This project represents a turning
“We hope that the Open Catalyst Project
point in the adoption of AI in the catalysis
and release of the accompanying datasets
community,” says Ulissi. “It will enable
and models will inspire researchers in the
approaches to electrocatalyst discovery
broader community, whether interested
across a much broader set of new materials
primarily in AI or catalysis,” the team writes.
and chemistry. This new collaboration
“This problem presents an interesting
between the machine learning community
opportunity for AI research, both because
and catalysis researchers ensures that
of the complexity of the systems involved
models built on the OC20 data set will
and the accuracy required. And for catalysis
address the most common day-to-day
researchers, we hope the Open Catalyst
challenges in catalysis.”
Dataset helps jumpstart efforts that were
While Ulissi has been working for many
previously hindered by lack of compute.”
machine learning algorithms to help
The team has also earned funding from
accelerate the field of electrocatalysis,
Carnegie Mellon’s Kavčić-Moura Endowment
the Open Catalyst Project represents the
Fund.
largest effort to date to mobilize a global
PA GE 1 9
years on the development of unique
SOURCE: ANTWEB. SPECIMEN CODE 0746790 WWW.ANTWEB.ORG. CALIFORNIA ACADEMY OF SCIENCE PHOTOGRAPHER MICHELE ESPOSITO.
DRACULA ANTS USE SPRING-LATCH SYSTEMS FOR SOME OF THE FASTEST RECORDED STRIKES IN NATURE.
THE POWER OF LATCHES Spring-powered latch mechanisms have been around for
To find this result, the team analyzed latch systems using
a long time—Leonardo da Vinci’s cam hammer is one early
mathematical models, physical models, engineered systems,
example. Compressed springs store large amounts of
and Dracula ants in biology. When the latch was quickly
potential energy, and latches are used to contain the energy
released, the projectile was launched at a higher speed,
before releasing it all at once. In fact, the fastest organisms in
like an instantaneous latch. The opposite was true when
nature are powered by springs, not muscles. Dracula ants use
the latch was slowly released, and it behaved like a delayed
spring-latch systems for some of the fastest recorded strikes
latch. The team was able to find a threshold unlatching
in nature, froghoppers use them for some of the highest
speed, above which the latch acts like an instantaneous latch
jumps, and some fungi even use them to eject spores.
and below which acts like a delayed latch. With these results,
“In the past, latches were assumed to be really simple things,” said Sarah Bergbreiter, professor of mechanical engineering. “They were either compressing the spring and holding it in place, or they were just gone.” Bergbreiter and her team of Carnegie Mellon University
unlatching speed can be varied to achieve the desired projectile velocity. “It comes down to how fast you move it out of the way. If I move it out of the way super-fast, the system hasn’t even had time to react, like an instantaneous latch,” Bergbreiter
researchers teamed up with other universities to publish a
said. “If I move it out of the way really slowly, then I get only
paper describing how latches can be far more complex than
a tiny amount of energy out in the end. And then there’s the
previously thought.
whole swath in between.”
In general, latch mechanisms can be either instantaneous
The ability to control launch velocity has many exciting
or delayed. Instantaneous latches release the energy as fast
implications. Jumping robots could vary the latch release
as possible, but delayed latches have more control over the
speed to have more control over the distance of their
amount of energy that is released and when that happens.
jumps. Biologists can use these results to look for biological
Instantaneous latches tend to have straight edges, while
latches. And researchers have a new language to talk about
delayed latches tend to have round edges. Some latches can
latch mechanisms.
even behave like either instantaneous or delayed latches, depending on how fast they are pulled out of the way. “In this paper, we’re looking at the complexity of the unlocking process and how that can ultimately affect the performance of the system,” Bergbreiter said. When designing, engineers tend to use a straight edge
When conducting this research, CMU engineers teamed up with physicists and biologists for a wholistic analysis of latch mechanisms. “The entire project is very interdisciplinary,” Bergbreiter said. “Working with this group of people has helped me explore some of these more fundamental questions.”
latch in their design to create an instantaneous latch. In biology, however, straight edges are not found. This forced
The paper was published in the Journal of the Royal Society
the question: why do these super-fast organisms have round
Interface in 2020. CMU mechanical engineering Ph.D. students
latches that engineers would avoid?
Sathvik Divi and Xiaotian Ma and postdoctoral researcher Ryan
The rounded edges found in biological latches can be
St. Pierre were also authors of the study. Additional authors
thought of as part of a circle with a known radius. If the
include Mark Ilton from Harvey Mudd College, Babak Eslami
radius of the latch is big enough, the team found that the
from Widener University, and S. N. Patek from Duke University.
latch can display either instantaneous or delayed latch
PA GE 2 1
properties.
A NEW PERSPECTIVE IN THE FIGHT AGAINST COVID-19 Carnegie Mellon University Assistant Professor of Chemical Engineering and Biomedical Engineering Elizabeth Wayne has received funding from the National Science Foundation through their Rapid Response Research (RAPID) program to study an often-ignored cellular factor in the mortality rate of SARS-CoV-2 induced disease, COVID-19. Much of the current research on COVID-19 has focused on cells found in the nasal passages, cell linings of vessels, and the gastrointestinal tract, as these are the cells most susceptible to SARS-CoV-2 virus infection and replication. The thought is that to fight the virus, you have to target the cells that help it spread, and in doing so, stop it from proliferating in the body. But Wayne is taking a different approach, by studying a previously overlooked cell type: one that plays a major role in the body’s innate immune system. “Monocytes and macrophages are members of your innate immune system,” says Wayne. “Their main job is to maintain balance in the body. For instance, when an injury
MONOCYTES
or infection occurs, monocytes go to the tissue and start the process of cleaning the tissue. Then, when the injury or infection is taken care of, they switch their response to a healing phenotype. However, when these cells aren’t able to switch their inflammatory response, the body experiences an imbalance that can lead to uncontrolled inflammation. “Think of it like driving in a car. In a healthy person, these
innate immune systems to secrete elevated levels of
cells have the ability to speed up and slow down. When
cytokines, the cells responsible for causing the inflammatory
you press on the brakes, the car stops—or in this case, the
immune response that helps to combat the condition.
inflammatory immune response resolves itself. But what if
While the COVID-19 causing agent SARS-CoV-2 doesn’t
when you pressed on the brakes, the car sped up instead?
use monocytes to help it multiply in the patient’s body, it is
This kind of disrupted wound healing is a hallmark of
able to alter their function, and essentially turn their “turn
disease, and that’s exactly what we’re seeing with COVID-19.”
off” function into a “speed up” function. This means that
According to Wayne, monocytes could be key in understanding why COVID-19 is so deadly to some, but not others. Clinical studies have shown that more than 70% of
instead of reducing inflammation in the lungs, they make the inflammation worse, leading to increased lung damage. “We need to better understand why people with
people who are dying of the virus also suffer from a pre-
preexisting conditions are more susceptible to mortality
existing condition such as diabetes (30%), hypertension
due to COVID-19,” says Wayne. “Our findings might also
(74%), or cardiovascular issues (24%).1 These pre-existing
help us understand why people who seemingly don’t have
conditions on their own can cause the cells of these patients’
preexisting conditions are also dying of COVID-19. Just
because someone hasn’t been diagnosed with a preexisting
COVID-19 mortality could change the way we approach
condition, doesn’t mean their immune system isn’t already
treatment for a number of different viruses.
irregular. There are people who are prehypertensive, who might develop it in five or ten years.” Knowing how these cells affect the deadly potential of this
“Since many viruses target cell surface receptors that regulate immune response, this research could in the future have a huge impact on how we treat viruses of all
virus will help doctors and researchers predict whether the
kinds, including things like Zika and Ebola. In particular,
virus will become deadly for certain patients, and use that
it could help doctors decide whether to treat patients
information to make decisions on how best to treat them.
with preexisting drugs, or whether new drugs need to be
For instance, in the discussion around COVID-19, there has
developed.”
been some conflicting information around whether or not existing drugs could be effective in treating the virus. This
1
research could help answer those questions.
based on available data on March 24th, 2020
Characteristics of COVID-19 patients dying in Italy Report
In fact, it is Wayne’s hope that furthering the scientific
PA GE 2 3
understanding of how monocyte function correlates with
CALCIUM HELPS BUILD STRONG CELLS Every time you flex your bicep or stretch your calf muscle, you put your cells under stress. Every move we make
proper cell function, or in extreme cases, cancer. “Our colleagues who research materials science are
throughout the day causes our cells to stretch and deform.
often trying to find materials that are force-responsive,”
But this cellular deformation can be dangerous, and
says Dahl. “But here we’ve found actively responding
could potentially lead to permanent damage to the DNA
materials inside of living cells. Not only is there the quick
in our cells, and even cancer. So how is it that we’re able
response using calcium, but there’s also the longer-term
to keep our bodies moving without constantly destroying
response that cells use to withstand persistent, high-
our cells? Thanks to a new study by Carnegie Mellon
amplitude stretch, by changing the epigenetics of the
University Chemical Engineering Professor Kris Noel Dahl,
cell. This has exciting implications for how cells respond
and Associate Professor Sara Wickström of the University
genetically, as well as how tissues respond mechanically.”
of Helsinki, we now know that the answer lies in a humble mineral we consume every day. “Basically, every time we flex a muscle, we’re risking DNA
“This entire research project is truly a testament to the collaborative spirit here at Carnegie Mellon,” says Dahl. “The project was conceived during a conference in Singapore,
damage that could lead to cancer,” says Dahl. “Or we would
where Professor Wickström and I met. We gathered the
be, that is, if it weren’t for the calcium in our cells.”
data using a microscope in Finland, and analyzed it here
Their paper published in Cell marks the first time that
at Carnegie Mellon using algorithms we developed in
researchers have definitively shown how cells maintain their
Pittsburgh. This is a truly global collaboration, the kind that
structural integrity despite the strain of mechanical forces.
the culture of CMU really encourages.”
“As cells stretch and compress through the course of
Next, the researchers will use this new understanding
our daily activities,” says Dahl, “they have to rearrange their
of how cells respond to stretch to consider what happens
internal structures to compensate. Our study found that
to cells during the aging process. As we age, our cells
they are able to do this through the use of calcium. It’s kind
and tissues don’t deform as well as they used to, and the
of like when you’re tying a bow in a ribbon. When you have
consequences of this reduced deformation can lead to an
to shift your hands, you ask someone to put their finger on
increased risk of cell damage. The question is, do cells not
the knot to hold it in place and make sure it doesn’t come
deform as well because they are stiffer, resulting in cellular
apart. For our cells, that ‘finger’ is calcium.”
dysfunction? Or does cell dysfunction lead to reduced
In particular, calcium is essential in protecting the
deformation? The next step will involve studying cellular
nucleus of the cell and the DNA it contains. When
deformation at different points throughout the aging
mechanical stretch acts on the cell, it deforms the nucleus,
process, to determine if it’s possible to interrupt this cellular
putting the DNA inside at risk. Healthy cells are able to
stiffening, and improve cell function during as we age.
counteract this deformation using a calcium-dependent nuclear softening, which allows the nucleus to stretch without breaking. But failure to mount this response can
PA GE 2 5
result in DNA damage, which can lead to cell death, loss of
SENSING TIRE WEAR
Has your car ever lost traction with the
emits radio waves at the tire to measure
road during inclement weather? When car
wear. This technology is similar to the
tires wear out, they pose a huge safety
radar used in air traffic control towers and
threat to vehicles and drivers. Although the
aircrafts.
lifespan of a tire depends on many factors,
They presented their work at ACM
like the type of vehicle, driver habits, road
MobiSys 2020, winning Best Paper
conditions, and tire brand, drivers are
Honorable Mention and the Best Demo
encouraged to change their tires when the
awards.
tread wears out.
“Millimeter wave radars are common in
It was during a visit to Bridgestone
vehicles today,” said Prabhakara. “It’s used
Americas Technical Center in Akron, Ohio
for collision avoidance, cruise control, and
that researchers from Carnegie Mellon
other such features. Our system repurposes
University, Akarsh Prabhakara, Vaibhav
these radars for tire wear sensing.”
Singh, Swarun Kumar, and Anthony Rowe,
The radar data is processed using a
came across this interesting problem: How
technique called Inverse Synthetic Aperture
can we measure and monitor tire wear?
Radar. This technique exploits the natural
Today, every car has tire pressure sensors.
rotation of the tire and boosts the resolution
But what if they also had tire wear sensors?
of commodity radars to be able to measure
This would increase safety on the road, save
millimeter changes in tire wear. This
drivers money, and ultimately, save lives.
technology also includes special metallic
“Wear measurement today is either done
structures stuck in the groove serving as
manually with a coin, or using full resolution
markers and ensuring that the radar still
laser scans,” said Prabhakara, Ph.D. student
receives important reflections even when
in electrical and computer engineering.
dust, snow, or similar debris accumulates in
“Neither of these techniques provide a
the grooves. In addition to tire wear sensing,
convenient solution to mount on a car and
their system also tackles another important
to deal with different kinds of debris that
problem—detecting and localizing harmful,
may stick in the tire over time. Designing a
foreign objects, like nails.
wear sensor is challenging.” They started working on this problem
“This technology provides a sensing infrastructure which can measure tire wear
in October 2018 in collaboration with
accurately, without embedding any sort of
Bridgestone. After experimenting with
electronics in the tire and being resilient to
different technologies, their solution uses
debris,” said Prabhakara. “Our ultimate goal
a radar device mounted in the tire well that
is to save lives.”
A RADAR DEVICE MOUNTED IN THE TIRE WELL THAT EMITS RADIO WAVES AT THE
PA GE 2 7
TIRE TO MEASURE WEAR.
CUTTING VEHICLE EMISSIONS AND INSPECTIONS VIA IoT Across the U.S., there has been some criticism of the cost
Fischbeck published their recent study in IEEE Transactions
and efficacy of emissions inspection and maintenance (I/M)
on Intelligent Transportation Systems.
programs administered at the state and county level. In
Their new method entails sending data directly from
response, Engineering and Public Policy (EPP) Ph.D. student
the vehicle to a cloud server managed by the state or
Prithvi Acharya and his advisor, Civil and Environmental
county within which the driver lives, eliminating the need
Engineering Scott Matthews, teamed up with EPP’s Paul
for them to come in for regular inspections. Instead, the
Fischbeck. They have created a new method for identifying
data would be run through machine learning algorithms
over-emitting vehicles using remote data transmission
that identify trends in the data and codes prevalent among
and machine learning that would be both less expensive
over-emitting vehicles. This means that most drivers would
and more effective than
never need to report to an
current I/M programs.
inspection site unless their
Most states in America
vehicle’s data indicates that
require passenger vehicles
it’s likely over-emitting,
to undergo periodic
at which point they could
emissions inspections to
be contacted to come in
preserve air quality by
for further inspection and
ensuring that a vehicle’s
maintenance.
exhaust emissions do not
Not only has the team’s
exceed standards set at
work shown that a significant
the time the vehicle was
amount of time and cost
manufactured. What some
could be saved through
may not know is that the
smarter emissions inspecting
metrics through which
programs, but their study
emissions are gauged
has also shown how these
nowadays are usually
methods are more effective.
measured by the car itself
Their model for identifying
through on-board diagnostics (OBD) systems that process
vehicles likely to be over-emitting was 24 percent more
all of the vehicle’s data. Effectively, these emissions tests
accurate than current OBD systems. This makes it cheaper,
are checking whether a vehicle’s “check engine light” is on.
less demanding, and more efficient at reducing vehicle
While over-emitting identified by this system is 87 percent
emissions.
likely to be true, it also has a 50 percent false pass rate of
This study could have major implications for leaders
over-emitters when compared to tailpipe testing of actual
and residents within the 31 states and countless counties
emissions.
across the U.S. where I/M programs are currently in place.
With cars as smart devices increasingly becoming
As these initiatives face criticism from proponents of
integrated into the Internet of Things (IoT), there’s no
both environmental deregulation and fiscal austerity, this
longer any reason for state and county administrations to
team has presented a novel system that promises both
force drivers to come in for regular I/M checkups when all
significant reductions to cost and demonstrably improved
the necessary data is stored on their vehicle’s OBD. In an
effectiveness in reducing vehicle emissions. Their study
attempt to eliminate these unnecessary costs and improve
may well redefine the testing paradigm for how vehicle
the effectiveness of I/M programs, Acharya, Matthews, and
emissions are regulated and reduced in America.
@CMUEngineering
PREDICTIVE PLACENTAS: AI PROTECTS MOTHERS’ FUTURE PREGNANCIES After a baby is born, doctors sometimes
slide, only one diseased vessel is needed to
examine the placenta—the organ that
indicate risk.
links the mother to the baby—for features
“Pathologists train for years to be able
that indicate health risks in any future
to find disease in these images, but there
pregnancies. Unfortunately, this is a time-
are so many pregnancies going through the
consuming process that must be done by a
hospital system that they don’t have time to
specialist, so most placentas go unexamined
inspect every placenta,” former CMU Ph.D.
after the birth. A team of researchers from
student Daniel Clymer said. “Our algorithm
Carnegie Mellon University (CMU) and the
helps pathologists know which images they
University of Pittsburgh Medical Center
should focus on by scanning an image,
(UPMC) developed a machine learning
locating blood vessels, and finding patterns
approach to examine placenta slides so more
of the blood vessels that identify decidual
women can be informed of their health risks.
vasculopathy.”
One reason placentas are examined is to
Machine learning works by “training”
look for a type of blood vessel lesions called
the computer to recognize certain features
decidual vasculopathy (DV). These indicate
in data files. In this case, the data file is an
the mother is at risk for pre-eclampsia—a
image of a thin slice of a placenta sample.
complication that can be fatal to the mother
Researchers show the computer various
and the baby—in any future pregnancies.
images and indicate whether the placenta is
Once detected, pre-eclampsia can be
diseased or healthy. After sufficient training,
treated, so there is considerable benefit
the computer is able to identify diseased
from identifying at-risk mothers before
lesions on its own.
symptoms appear. However, while there are hundreds of blood vessels in a single
It is quite difficult for a computer to simply look at a large picture and classify it,
so the team introduced a novel approach
“This is a beautiful collaboration between
where the computer follows a series of steps
engineering and medicine as each brings
to make the task more manageable. First,
expertise to the table that, when combined,
the computer detects all blood vessels in
creates novel findings that can help so
an image. Each blood vessel can then be
many people,” said Jonathan Cagan and
considered individually, creating smaller
Philip LeDuc, professors of mechanical
data packets for analysis. The computer
engineering at CMU.
will then access each blood vessel and
“As healthcare increasingly embraces the
determine if it should be deemed diseased
role of artificial intelligence, it is important
or healthy. At this stage, the algorithm also
that doctors partner early on with computer
considers features of the pregnancy, such
scientists and engineers so that we can
as gestational age, birth weight, and any
design and develop the right tools for the
conditions the mother might have. If there
job to positively impact patient outcomes,”
are any diseased blood vessels, then the
said Dr. Liron Pantanowitz, formerly the
picture—and therefore the placenta—is
vice chair for pathology informatics at
marked as diseased.
UPMC. “This partnership between CMU and
“This algorithm isn’t going to replace a pathologist anytime soon,” Clymer said.
MACHINE LEARNING CAN PROVIDE FEEDBACK ABOUT WHICH CASES WOULD BENEFIT FROM IN-DEPTH PATHOLOGICAL INSPECTION, LIKE THIS SAMPLE REVEALING A DECIDUAL ARTERIOLE AFFECTED BY EARLY STAGE DECIDUAL VASCULOPATHY.
UPMC is a perfect example of what can be accomplished when this happens.”
“The goal here is that this type of algorithm
might be able to help speed up the process
The paper, titled “Decidual Vasculopathy
by flagging regions of the image where the
Identification in Whole Slide Images Using
pathologist should take a closer look.”
Multi-Resolution Hierarchical Convolutional
This technology can decrease healthcare
Neural Networks,” was published in The
costs, allowing a majority of mothers and
American Journal of Pathology. This work
infants to have access to a microscopic
was partially funded by the Center for Machine
placenta examination. The UPMC team
Learning and Health at Carnegie Mellon
provided the de-identified placenta images
University through the Pittsburgh Health Data
for training the algorithm; it would have been
Alliance as well as the Office of Naval Research.
difficult to conduct this research without them. This kind of partnership is common at CMU. One of its most valuable assets as a research university is the level of collaboration
PA GE 3 1
that happens in almost every field.
NANOPARTICLES TO IMMUNIZE PLANTS AGAINST HEAT STRESS
Greg Lowry and his team are creating nanoparticles (NP) and
industry will only grow. Tilton and Lowry’s star polymers will
NP coatings that will revolutionize the agricultural industry.
lie dormant in plants until heat waves hit, at which point
Already, his research has demonstrated that NPs that are
they will activate to release antimicrobial agents like CV to
coated with the right polymers can be applied to plant leaves
give the plant the added boost they need to survive these
with 99 percent uptake—orders of magnitude more efficient
high-stress periods. They’re now looking at inserting other
than current agrochemical delivery methods. Their NP’s are
therapeutics into plants that could not only help them fight
also able to target specific plant structures with pinpoint
off dangerous pathogens during periods of heat stress, but
accuracy.
could actually mitigate the heat stress itself by stimulating
Now, as the next step in the emerging field he’s coined “plant therapeutics,” Lowry, a professor of civil and
photosynthesis within. “Polymers with qualitatively similar characteristics have
environmental engineering, and Bob Tilton, a professor
been investigated for use as drug delivery vehicles for
of chemical engineering are working to “immunize”
medical therapies,” says Tilton. “Of course, the conditions
plants against some of the greatest stress factors in
under which drug delivery vehicles and agrochemical
agriculture: drought and extreme heat. In their paper in
vehicles must work, and the types of physical and chemical
ACS Nano, they’ve detailed the first ever demonstration of a
signals that can be exploited for stimulus-responsive release
temperature-programmed release of a model antimicrobial
of the active agents, are quite different. The key was to
agent within a plant.
design the right chemical properties into our vehicles to suit
“Prolonged high temperatures can induce stress in crop plants,” says Tilton. “Our materials are designed so they can
the crop protection applications.” As the climate changes, arable land shrinks, and
bind heat stress relief agents and release them inside the
populations continue to grow, maximizing the efficacy of
plant on demand when it becomes very hot.”
agriculture has never been more crucial. The high absorption
The NPs are a new type of star polymer. Each NP contains
rates and array of applications for plant protection and
a model antimicrobial agent known as crystal violet (CV).
nourishment offered by plant therapeutics may well be
The team sprayed the NPs onto tomato leaves, observing
the key to offsetting these monumental forces. As Lowry
similarly high absorption rates to those in Lowry’s prior
and peers outlined in a recent article in Nature Food,
research, which then circulated throughout the entire
agricultural nanotechnology is on the cusp of moving from
plant over the next three days. The programmed release
the engineer’s lab into the farmer’s plot. However, the field
properties then became active once temperatures within
still requires greater investment and effort to push testing
the plant reached 35-40 degrees Celsius, causing the NPs to
into the field scale to demonstrate the efficacy and economic
release their cargo of CV throughout the plant’s interior.
viability of revolutionary technology like the team’s NPs.
Drought and extreme heat can kill plants, as well as making them highly susceptible to both biotic and abiotic threats. As global warming continues to increase the length and severity of heat waves, the difficulties for the agricultural
CONTROL IMAGES OF THE LEAF SURFACE (A), STOMATA AND EPIDERMIS CELLS (B) , AND STOMATAL CAVITY AND THE MESOPHYLL CELLS (C).
LACK OF COLOR INDICATES COMPLETE ABSORPTION. SPECTRAL ANGLE MAPPING TEST INDICATING REMAINING
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NPS IN RED.
DEPARTMENT NEWS
BIOMEDICAL ENGINEERING
A National Institutes of Healthfunded study explores how neurons in the brain prepare and maintain a state of attention. Matt Smith led the project in collaboration with Byron Yu. “We’re interested in covert attention, meaning the ability to pay attention to things you’re not looking at,” says Smith. Virtually every major neurological disorder affects a person’s attention. Understanding how states of attention are managed may reveal how these conditions affect the brain.
CYLAB
ELECTRICAL & COMPUTER ENGINEERING
Carnegie Mellon has partnered with
Maysam Chamanzar and his team
the Cybersecurity Manufacturing
invented an optical platform
Innovation Institute (CyManII),
that will likely become the new
a $111 million public-private
standard in optical biointerfaces.
partnership funded by the U.S.
He’s labeled this field of optical
Department of Energy. CMU’s
technology “Parylene photonics,”
CyLab will bolster CyManII’s goals
in a paper in Nature Microsystems
of improving the security of the
and Nanoengineering. This work
manufacturing industry’s Internet-
could mark a new chapter in
connected automation systems
the development of optical
(Industrial IoT) and help secure
biointerfaces, similar to what
supply chains.
silicon photonics enabled in optical communications.
INTEGRATED INNOVATION INSTITUTE
MATERIALS SCIENCE & ENGINEERING
Eric Hager and Chanson Kuo,
Partnering with the University of
students in the Master of Integrated
Utah and the Los Alamos National
Innovation for Products & Services
Laboratory, Carnegie Mellon
program, teamed with CMU Tepper
University was named an awardee
School students to win first place in
in America Makes and the Air
the Kellogg Design Challenge. More
Force Research Laboratory’s
than 100 student teams competed
additive manufacturing (AM)
in the challenge hosted by North
challenge titled “Micro-scale
Western University’s Kellogg School
Structure-to-Properties.” Tony
of Management and sponsored
Rollett represented CMU on this
by Exelon. Exelon prompted
project. The team improved the
participants to consider how the
accuracy of model predictions for
energy company could engage with
metal AM, using INCONEL® nickel-
customers to reduce consumption
chromium alloy 625.
during peak-demand times.
CHEMICAL ENGINEERING
CIVIL & ENVIRONMENTAL ENGINEERING
A new Master’s in Biotechnology
Xuesong (Pine) Liu was honored
and Pharmaceutical Engineering
by the International Facilities
program prepares students to
Management Association as a 40
succeed in the pharmaceutical
under 40 finalist. The program
industry. The program is a joint
recognizes Liu’s contribution
effort between the Departments
and work at the intersection of
of Chemical Engineering and
information technology, facilities
Biological Sciences. Students will
management, and artificial
bring biopharmaceutical design to
intelligence.
industrial scales and use synthetic biology tools to engineer cells to treat diseases.
ENGINEERING & PUBLIC POLICY
INFORMATION NETWORKING INSTITUTE
Uber and Lyft increase average vehicle
Samantha Allen (‘15) is
ownership in urban areas. In a study
the incoming chair of the
published in iScience, Jeremey Michalek
Information Networking
led the team that showed that on
Institute Alumni Leadership
average, transportation network
Council. As the Executive
company (TNC) entry into an urban
Director of The Cyber Security
area increases per-capita vehicle
Intellects, she is dedicated to
registrations by 0.7%, compared to
inspiring the next generation of
what they would have been otherwise.
cybersecurity professionals. In
Future research will estimate
2020, she received the Women
environmental and traffic implications
of Color Technology Rising Star
of the shift toward TNCs.
Award for her STEM outreach activities.
MECHANICAL ENGINEERING
To better predict a material’s properties using artificial intelligence, Amir Barati Farimani trained an algorithm with data about the chemical makeup of materials— in particular, information about the role electrons play in determining properties. This algorithm is proving better than other leading ones. “The essence is to prove that it’s predicting for different kinds of every industry can use it,” says Barati Farimani.
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materials with high accuracy—then
INSIDE THE COLLEGE
NEW LEADER IN MATERIALS SCIENCE AND ENGINEERING
E
lizabeth Dickey, a leading researcher in the field of materials science and engineering, has been named head of the Department of Materials Science and Engineering (MSE) at Carnegie Mellon University effective January 2021. Dickey succeeds
Greg Rohrer, the W.W. Mullins Professor of MSE. Rohrer, who has served as the department’s head since 2005, has returned to CMU’s faculty. Dickey joined the CMU community after spending 10 years at North Carolina State University (NCSU). In 2011, she joined as a professor of materials science and engineering before advancing to her most recent positions, Associate Department Head and Distinguished Professor in the NCSU’s Department of MSE. With more than 150 peer-reviewed research publications that have collected nearly 20,000 citations, Dickey has focused her research to understand functionality of material systems in which the physical properties of materials—such as their mechanical, electrical, and thermal properties—are governed by interfaces within the materials—such as the interface between grains in polycrystalline materials. Her work has applications in industries ranging from energy storage and management to energy harvesting. “Elizabeth is a stellar researcher in her own right, but also has demonstrated leadership skills both academically and as a leader of large research facilities,” said Bill Sanders, Dean of Carnegie Mellon’s College of Engineering. Prior to her tenure at NCSU, Dickey spent nine years at Pennsylvania State University, where she served as associate director of the Materials Research Institute, a multidisciplinary research center that supported more than 200 faculty and their students, and as director of the Materials Characterization Laboratory, a state-of-the-art analytical facility that facilitates research and education for the development of the next generation of materials
30 member companies and laboratories from the US, Europe, and Asia, including start-ups to billion-dollar global companies. She is a Fellow of the American Ceramic Society and of the Microscopy Society of America. Her successes have earned her the Richard M. Fulrath Award from the American Ceramic Society, the Northwestern University Early Career Achievement Award for Alumni in MSE, a Presidential Early Career Award for Scientists and Engineers (PECASE) and induction into the World Academy of Ceramics. Dickey received her Ph.D. in MSE from Northwestern University and her B.S. in Materials Engineering from the University of Kentucky.
science researchers. Dickey brought the model of the Materials Characterization Laboratory to NCSU to help transition the NCSU Analytical Instrumentation Facility through a reorganization in 2011. After joining NCSU, she also founded the Center for Dielectrics and Piezoelectrics, an NSF Industry/University Cooperative Research Center in collaboration with Penn State University and the University
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of Sheffield. The center has grown to approximately
NEW PARTNERSHIP WITH ARMY RESEARCH LAB
Carnegie Mellon University (CMU) and the U.S. Army Combat
microstructures that can be linked to defects or potential
Capabilities Development Command’s Army Research
weaknesses in the additive manufacturing build process;
Laboratory (ARL) have entered into a five-year program that
and establish datasets to enable real-time part verification.
will total $25 million to support machine learning-enabled
By building expertise into the system, non-expert users
additive manufacturing to enhance the expeditionary
will be able to reliably produce parts where and when they
manufacturing capability of the Army.
are needed. The ability to print parts at the point-of-need
The program, led by CMU’s College of Engineering, will
in forward-deployed scenarios is increasingly important
address two main challenges facing additive manufacturing:
to the Department of Defense, particularly in the ability to
1) scaling up methods to enable part production
replace aging parts for which operational logistics have been
while maintaining quality, and 2) improving additive
disrupted or are no longer available.
manufacturing equipment’s ease of use, which will enable
“The College of Engineering at Carnegie Mellon University
scaled out manufacturing processes in varied locations by
has been strategically investing in this area under the
non-expert users. Current additive manufacturing processes
umbrella of the Next Manufacturing Center for several
require expert knowledge in materials, design, process
years as part of the College’s moonshot initiative, aiming to
optimization, and post-processing methods, which creates
enable multi-disciplinary teams of researchers to lead high-
barriers to adoption.
impact research centers,” said Burcu Akinci, associate dean
Developing solutions to these problems via expeditionary
for research for the College of Engineering, director of the
manufacturing will permit the Army to manufacture parts
Engineering Research Accelerator, and professor of civil and
quickly and reliably at the point-of-need. Additionally, the
environmental engineering.
ability to source various manufacturing materials from
The Next Manufacturing Center, led by Executive Director
forward-deployed locations will further enhance mission
Sandra DeVincent Wolf and Faculty Co-Directors Jack
effectiveness and versatility. Overall, this collaborative
Beuth and Anthony Rollett, is one of the world’s leading
agreement has the potential to increase mission readiness
research centers for additive manufacturing research and
and resiliency across many military platforms and equipment.
education. The center leverages knowledge from across
CMU and ARL researchers will focus on leveraging
disciplines to work collaboratively to advance additive
computer vision to analyze and characterize additive
manufacturing research and widespread adoption of
manufacturing powders and their potential impact on
additive manufacturing technology. The center has an
design; develop and train machine learning algorithms
engaged on-campus community that includes nearly 100
to detect and classify critical material compositions and
faculty, postdocs, students, and staff, and is strengthened by
its diverse set of consortium members and nearly 100 yearly interactions across industry, government, and academia. In addition to research, the first year of the agreement
The core principle investigators for this program are: Jack Beuth, professor of mechanical engineering; Anthony Rollett, professor of materials science and engineering; Elizabeth
includes funds to support the purchase of equipment that
Holm, professor of materials science and engineering; L.
will enable these research efforts in CMU’s new additive
Burak Kara, professor of mechanical engineering; Amir Barati
manufacturing lab at Mill 19 at Hazelwood Green, which is
Faramani, assistant professor of mechanical engineering;
part of CMU’s Manufacturing Futures Initiative.
Barnabas Poczos, associate professor and co-director of the
“The cooperative agreement is the culmination of years of
Ph.D. program in the Machine Learning Department; and
strategic relationships between Carnegie Mellon University
Aarti Singh, associate professor of machine learning. Many
and ARL,” says William Sanders, dean of the College of
other faculty across CMU, in both the College of Engineering
Engineering at Carnegie Mellon University. “The project and
and School of Computer Science, will also be involved as
Mill 19 lab have also benefited from strong support from
additional projects are pursued under this program.
the Pennsylvania Congressional Delegation, state and local
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leaders, and Pittsburgh’s generous foundation community.”
BEHIND THE RESEARCHER: GUITARIST AND MATERIALS SCIENTIST MARC DE GRAEF
Marc De Graef, a professor of materials science and engineering, is best known for his work in materials characterizations. He uses electron microscopes and quantum mechanics to model various characterization techniques. In addition to being an accomplished materials scientist, however, De Graef is also a talented guitar player. De Graef first started playing guitar in high school after learning that half of his class already knew how to play. He would listen to cassette tapes of Harry Sacksioni, a Dutch guitarist, and play along until he perfected the song. By his senior year, he joined a local bluegrass band that played on the streets of Antwerp, Belgium. De Graef found that he liked “finger picking,” where the musician plucks individual strings instead of strumming them all together. In college at the University of Antwerp, De Graef played at open mic nights. In graduate school, he would open for a Greek musician at bars on Friday nights, and the musician taught him more about guitar. He has been playing at Pittsburgh open mic nights for the last three or four years. De Graef finally got a chance to combine his research and music after reading a paper by Norman D. Cook from Japan’s Kansai University. De Graef realized he could create a better plot by modeling the data a different way, so he sent these new plots to Cook. When Cook replied enthusiastically, they began collaborating on this project. De Graef was interested in the way mathematics relates to music, particularly in harmonies and chords. He now teaches a class at the University of Antwerp every other summer where he gives a presentation on the relationship between math and music. When he retires, De Graef says he’ll be happy to spend more time on music and woodworking. Still, he’ll always be
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a scientist at heart.
STUDENT NEWS
BRINGING THE LAB TO STUDENTS DURING A PANDEMIC
More than 500 electrical and computer
lab courses, including the large Introduction
engineering students studying remotely
to Electrical and Computer Engineering
last fall had all the materials and tools they
class for nearly 150 first-year students,
needed for their core lab courses, thanks to
and Electronic Devices and Analog Circuits
a team effort that delivered on time to 12
for more than 90 students. Both of these
countries on five continents.
courses have multiple lab assignments
“We never expected to become a logistics shipping powerhouse,” said Megan Oliver, manager of the Academic Services Center
throughout the semester, and in one case a single week’s lab required 23 different items. “We had three weeks to purchase it all,
for the Electrical and Computer Engineering
put them together and ship them or get
Department. “It was unlike anything we’ve
them ready for pickup,” Oliver said.
ever had to do.” Oliver and lab technician Quinn Hagerty
Hagerty said once inventories were set in August, it took him about a week and a half
led the massive undertaking along with
to order the bulk of the items he needed for
service center coordinators Lyz Prelich-
the kits—from resistors and capacitors, to
Knight and Valeria McCrary; facilities
wire cutters and jumper wires, to breakout
coordinator Andrew Bolla; Kimmy Nguyen
boards and breadboards. Some items he
and Charissa Murray of the ECE department
knew would be used he ordered in mid-July
head’s office; administrative coordinator
to avoid any stocking issues.
Chloë Mattingly; and a host of student teaching assistants and helpers. Hagerty worked with instructors
With ECE’s loading dock closed due to the pandemic, Hagerty received the purchased materials at his home garage
and teaching assistants last summer to
and transported them to campus—it took
determine the materials needed for nine
him seven trips in his Chevy Traverse.
He set up assembly lines for the different lab kits in various rooms in
It was nice to see people in person, and we
Hamerschlag Hall.
were excited for the students to get the kits
rooms,” Oliver said. “Lab kits were being made in one room, toolboxes in
we put together.” Two hundred lab kits were shipped via
another. We also had to assemble the shipping boxes themselves, and we
UPS and about 300 kits were assembled in
staged them in another area.” Oliver said while the work grew tedious at
tote bags for pickup at an outdoor tent on
times, it was fun.
Frew Street near Hamerschlag Drive. Oliver
“It was the first time back on campus for many of us,” she said. “We came in every day for two straight weeks and just plugged away and got it done.
managed the student lists for shipping and pickup. Students signed up for pickup times to avoid too many students being there at once. “Getting all the boxes to first-year students in 18-100, the Introduction to Electrical and Computer Engineering course, was a big moment for us. We filled two UPS trucks,” she said. Oliver said she has received positive feedback from students and professors. “People came together and answered the call at the last minute when we realized the scope of what we had to do,” she said. “This was the ultimate test of collaboration and teamwork.”
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“We were wearing masks and we were spread out and using different
STUDENTS CLIMBED THE MOUNTAIN TOGETHER Carnegie Mellon Silicon Valley’s proximity to the tech
from Silicon Valley. The convenience of everything being
industry has long attracted students. They become
virtual lent itself well to bringing in top speakers who
entrenched in the Bay Area’s innovation culture, and
graciously gave their time to support CMU students,” says
networking is an integral part of their education experience.
Schachar. The fall speaker lineup included: Dan Rosensweig,
When the pandemic forced the campus to operate remotely,
president and CEO of Chegg Inc.; Chenxi Wang, founder and
the Student Affairs team asked themselves how could they
general partner of Rain Capital; Michael Brown, director
provide students with professional and social opportunities
of the Defense Innovation Unit at the U.S. Department of
to keep them engaged, and they conceived a virtual
Defense; Matt Rogers, founder of Incite.org and co-founder
immersion program called Fall Summit 2020.
of Nest; Alvy Ray Smith, co-founder of Pixar and Altamira;
“We took inventory of how we operate under normal circumstances,” says Lauren Schachar, assistant dean of
and Sophie Alcorn, founder of Alcorn Immigration Law. The third leg of the program was the career component,
student affairs. “We leverage strong connections to the
and alumni were tapped to speak at workshops. Sticking to
amazing alumni in the Bay Area. We have a community-
the Summit theme, the Student Affairs team injected wit into
oriented spirit at the Silicon Valley campus, and we’re able
the sessions with topics like “trekking through negotiation
to do niche programming. We also provide opportunities for
conversations” or “grab a compass and learn how to navigate
students to engage with Silicon Valley companies and with
your career.”
one another.”
“We invited Pittsburgh students to attend the speaker
The Student Affairs team pondered on how they could
series and career workshops. We were motivated to make
preserve these aspects of the student experience, which
this a CMU community effort while still providing a unique
was no easy feat considering in-person restrictions. Their
Silicon Valley experience,” she says.
brainstorming kept circling back to the idea of a summit.
“The Student Affairs team developed resiliency in that
“Summit is a concept used for a lot of conferences. But
we had to learn what works for students in this reimagined
we were thinking of summit in the context of 2020 being a
way. When students weren’t participating our team reached
challenging year for the students, their families, faculty,
out to them individually to help them connect with other
and staff. We were all in this process
students if they weren’t finding what they wanted at Summit
of climbing a metaphorical mountain
events. It wasn’t lost on us that students were struggling
together,” says Schachar.
in ways other than social isolation. Some needed help
“When we designed Fall Summit 2020,
navigating healthcare options and other issues. So, in that
we considered the components of our
way, we focused on individual relationships to provide an
programming from a remote-only lens,” says
ethos of care, which is core to our work in student affairs,”
Schachar.
adds Schachar.
The first step was to get students on
However, many students did participate in Summit 2020
board with the plan. The administrators
and their feedback indicated that they understood how
launched the Summit Social Guide
CMU-SV was creating meaningful, memorable and extremely
program, and student leaders served as
valuable experiences for them.
Summit guides by steering classmates toward communitybuilding activities. “We created a system where students received a virtual badge for event participation. They collected badges throughout the semester, and there was a prize at the end,” says Schachar. After introducing the concept to the students, the Summit Speaker Series commenced. “Through a collaborative effort with CMU-SV faculty, we had very distinguished speakers
“Summit 2020 was a virtual all-access pass to the Silicon Valley experience in that it was designed to connect, motivate and inspire students, and we think that is what it accomplished,” concludes Schachar.
MA N UJ A GOK UL A N S TU D EN T I N T HE IN TE G R A TE D IN N O V A TI O N INST I T UT E
P U J I E W A NG STU DENT I N EL ECTRI CA L A ND CO MP U TER ENGI NEERI NG
The Summit Speaker Series had a diverse mix of guest
The Fall Summit helped me stay connected to CMU-SV
speakers who were prolific experts having made a mark in
by giving me the opportunity to become a Peer Career
their respective fields. It was interesting to learn about their
Consultant. I held drop-in advising sessions, and I
career paths. Some of them always knew what they wanted
connected with so many new talented people that I was
while some explored different things that led them to find
able to listen to and learn from. We may become colleagues
their passion in their current profession. As someone who
in the future, so getting to know them and staying
enjoys the big picture view, I was drawn to these sessions
connected matters. Also, as a person who speaks English
as I was getting condensed insights on life lessons, skills,
as a second language, I learned several new words and
attitude, behaviors and decisions that these speakers had
phrases to make my language sharp. I really appreciated
used to guide their journeys.
this experience.
For me, Dan Rosensweig stands out because of his practical tips and approach. When asked what career advice he would give students, he said “Find what you really want to do—find an industry, find a company, find a boss and then say ‘yes.’ The rest all can be figured from there.” I loved his closing remarks that there were no failures in life; it’s only when we don’t give something we aspire another shot
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that we choose to fail.
ALUMNI NEWS
ALUMNI WRITE BOOKS TO COMBAT CLIMATE CHANGE
of smart, scientifically minded animals from around the globe, who keep watch over the planet. In the first book in the series, the Earth Defenders discover that the weather is changing, which is negatively impacting their homes. Working together, they learn that the cause of the weather change is a humanoid named Earl, who has wrapped carbon blankets around the Earth—just one of a number of climate problems Earl causes over the course of the series. Throughout the series, however, Earl is never depicted as a bad guy. Instead, he is meant to represent humankind
Climate scientists have long known the reality of climate
in general, a common engineer, inventing things and
change. Yet there are still many people in the world who
discovering their unintended consequences. But when he
either have no idea how climate change works, or don’t
learns that he has been hurting others with his inventions,
believe that it’s really happening. While there are a number
he is remorseful, and clumsily tries to fix it. Together with
of reasons for this, many scientists recognize that a big part
the help of the Earth Defenders, Earl—and by extension, the
of the problem lies in the way that we communicate science.
children reading—learn about the many causes of climate
Much of the public discourse that exists around climate
change, and what humans can do to develop solutions.
change is either too technical to be useful to a broader audience, or too negative to motivate people to action. A pair of Carnegie Mellon Chemical Engineering alumni
“We chose to write the books for the kids aged nine to 13,” says Yanyo, “because we feel that it’s important to reach children at an early age about these subjects, and to
are out to change this, with their new book series The
encourage them to not only develop a sense of curiosity
Adventures of the Earth Defenders. Alex Bertuccio (Ph.D. ’17)
for the world around them, but also to feel comfortable
and Lynn Yanyo (BS ’81) have come together, combining
learning through experimentation.”
their entrepreneurial spirit with their passion for the
Bertuccio and Yanyo first met when at Carnegie Mellon in
environment and chemical engineering expertise in the
2017, when Yanyo came back as an alum to give a seminar
hopes of creating positive, real-world change.
to the ChemE department on entrepreneurship. Afterward,
“Our simple, easy to understand book series,” says
she offered to meet with anyone interested in starting a
Bertuccio, “uses scientifically accurate language to
business, and Bertuccio, who had been enthralled by the
encourage kids to explore and discover the science in daily
seminar, took her up on it. The two sat down for coffee the
life, test ideas without fear, develop solutions as a team,
next day, and began to discuss a shared passion of theirs—
and learn from experimentation. The comic book format
reversing the effects of climate change. This discussion led
engages with early readers through middle school with role
to Tree4All, an organization that sells hearty tree saplings
models for all ages.”
to encourage kids to plant trees, with the goal of removing
The Adventures of the Earth Defenders introduces a team
carbon from the atmosphere.
The Earth Defenders grew out of this entrepreneurial venture. Originally, the book began as an eight-panel comic, meant to help explain to kids the importance of planting trees and how it can help combat climate change. But the stories quickly grew into their own business, as Bertuccio and Yanyo saw the power they could have in teaching the next generation how to undo the mistakes of the past. “The first book made us think about how we can show kids and their parents that humans are capable of undoing the damage they’ve caused,” says Yanyo. “That led to the second book. Meanwhile, we loved having Earl tinker around with everyday engineering problems and learn about problem solving, and testing ideas and physics. We want to help both young readers and their parents get comfortable with the idea of failing as a way to identify problems, and learn and develop solutions.” Now, The Adventure of the Earth Defenders have gone on three different adventures, with a fourth on the way this year, and The Calamities of Earl is its own growing series, with Earl exploring common, everyday items and helping kids understand how they work. “While at CMU, I learned to be a much more effective communicator, both in presenting, and in writing,” says Bertuccio. “We were both inspired to write these books because we love science and engineering, and we want to help other people understand what we know, so they can appreciate the world the way we do. We also hope that these books will reach a wide range of children from all different backgrounds, races, and genders, and encourage them to explore and pursue careers in STEM.” All of The Adventures of the Earth Defenders, as well as The
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Calamities of Earl, can be found on Etsy.
HARVEY BECKHAM
CONSTRUCTING TOMORROW’S WORKPLACES As Carnegie Mellon alum Harvey Beckham, P.E. (CE and EPP
Professional engineers were rarely involved outside MEP
’90), left his office in March of 2020, everyone around him
design, and, too often, the crucial early planning needed for
was also departing. His colleagues were preparing to work
success was neglected.
from home in response to COVID-19, but Beckham was
Here, Beckham found an excellent opportunity that
preparing for something more. Before the pandemic began,
perfectly aligned with his experience and passion, and soon
he had decided to launch his own business, GPS Partners,
GPS Partners (short for Great Project Solutions) was born.
offering conception-to-completion project advising services
GPS began as a professionally based workspace planning
in commercial real estate construction and design. “I was
firm, offering PE expertise to start and with future growth
going home like everybody else, but I was going out to a new
plans to include design professionals.
job, a new adventure, a new everything,” he says. After 30 years in the field, Beckham was ready to strike out on his own.
Even as the start of his business aligned with the start of a pandemic, Beckham has found that the skills he developed at CMU and honed over his career have positioned him
He started his engineering career in 1990 in building
well to meet his clients’ needs. In particular, organizations
repair and restoration, lacing up his boots every day to
have a renewed focus on indoor air quality (IAQ) and fluid
work at job sites across Washington, DC. Within a mere six
mechanics (air flow)—topics that were at the heart of
months, however, Beckham replaced his boots with loafers
Beckham’s civil and environmental engineering classes.
as he transitioned into project management. It was an area
“I lean on that knowledge heavily when talking with
he’d first found a passion for at CMU, fondly recalling time
clients. I’m not a pandemic specialist, but because I
spent working closely with CEE professors like Tung Au
understand airflow and concentrations of pollutants and
and Dave Dzombak. “Starting civil engineering and finding
microns, I can read the CDC reports and synthesize the
project management and really getting into engineering
takeaways,” he says.
economics, I loved it,” he says. “It felt like home.” As Beckham progressed in his career, he went on to
Looking to the future, Beckham sees workplaces evolving in other substantial ways using lessons learned from recent
earn an MBA and excel across various companies, focusing
months. “Any company designing or redeveloping a space
on interior and workspace construction. By 2001, he had
will not only keep COVID and IAQ in mind but also be asking
managed projects that included developing a 200-acre
what has been beneficial and what has been detrimental in
corporate campus for MCI WorldCom, converting a historic
how employees have been working,” he says. “The result is
row home into an office for the Embassy of the Republic of
not going to be the same workplace.”
Botswana, and developing cutting-edge medical research
As Beckham continues to grow GPS Partners to help
laboratories for the National Institute of Health. Before
clients adapt their workspace to meet these changing needs,
starting GPS Partners, he served as Senior Vice President for
he has found support and camaraderie from fellow alumni
a prominent real estate services firm.
who have offered invaluable insights and shared their
In every role, Beckham has had a front-row seat to
experiences running a business. “I have a strong personal
changes in the workplace. “Planning a workspace went from
network of friends from school who are very accomplished
paint and carpet to something that’s much more technical to
in their careers and have so much to offer,” he says. “Since I
put together,” says Beckham.
have started my business, I have absolutely seen the power
Yet, he had seen a growing gap between the expertise needed for modern interior projects and the way most
of the CMU network and my incredible CMU friendships, and I am proud to be a Carnegie Mellon graduate.”
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interior workspace construction was designed and managed.
to avoid falling victim to hackers and scammers. PhishMe expanded its product portfolio to provide a more holistic approach to workplace cybersecurity. In 2018, PhishMe was bought by private equity giant BlackRock for $400 million and has since rebranded itself as Cofense. Belani stayed on as CEO of the company, which now serves nearly half of the Fortune 100 and close to 400 Fortune 1000 companies. As a leader in information security, Belani has since appeared on CNBC, CNN, BBC, and in Forbes magazine, as well as received numerous honors, including 2017 EY Entrepreneur of the Year and Washington Business Journal’s “40 Under 40” list. “I would be lying if I said I anticipated where I am today, professionally, 15 years ago,” he said. “I feel very fortunate to have, in some ways, surpassed my own expectations.” Belani received a bachelor’s degree in computer engineering from Thadomal Shahani Engineering College (University of Mumbai) and attended the INI at Carnegie Mellon University, where he earned his M.S. in Information Networking (MSIN). “My experience at INI was life-changing,” he said. “It taught me the meaning of hard work. If there’s ROHYT BELANI
one thing I learned at Carnegie Mellon University, it was the fact that sleep is not necessary for survival!”
REELING IN CYBER ATTACKS No one understands phishing better than Rohyt Belani. While working on the frontlines of information security for Fortune 500 companies, he noticed a troubling phenomenon: more than 90 percent of these attacks started with an employee acting on an email. “Hackers do a lot of online research [on their human targets],” Belani explained during a segment on CNBC. “So that when they do draft an email, it’s quite contextually appropriate, and makes it really hard to decipher good from bad.” As a security consultant in the early 2000s, Belani realized that something needed to be done to better address phishing attacks targeting personnel. “While the catalysis of these attacks was human susceptibility, no one was, at the time, doing anything to better condition humans to be more resilient—at least not in a way that was measurable,” he said. This lack of human-focused solutions was what drove Belani and co-founder Aaron Higbee to launch PhishMe in 2008, focused on arming employees with training and tools
In 2002, with just eight weeks shy of graduation and the US economy in recession, Belani was looking for a job when he ran into one—literally—in the halls of Heinz College. “I met this gentleman who was the founder of a security company and an adjunct professor at Carnegie
Mellon,” Belani told Sramana Mitra’s One Million Blog. Belani described himself at the time as being “unshaven, in flip-flops, with bloodshot eyes, having spent the previous night coding”—in other words, he was not prepared to be interviewed. But after talking for 45 minutes, the man made him an offer he couldn’t refuse: “he actually offered me a job at his company.” He worked at that company—Foundstone—for two and a half years as a consultant and “ethical hacker,” tasked with breaking into enterprise networks in order to assess security weak points. The experience gave him the credentials to teach the Hacking Exposed class at Carnegie Mellon from 2006 to 2010. Foundstone was acquired by McAfee in 2004. By that time, Belani was receiving lucrative offers from major tech firms, but he decided to join Mandiant, a fledgling startup based in Virginia that specialized in cyber forensics. As Managing Director, he took on the role of setting up their New York City office. Although Belani left Mandiant in 2007 to start his own company, he celebrated Mandiant’s $1 billion acquisition by FireEye in 2013. Despite his many career highlights, he is still humbled by the experience. “Most people only see the highs of successful entrepreneurs, but there are a lot of scars that go unnoticed. From having the door slammed shut on you in early sales situations or by investors, to protecting your company’s intellectual property–there is no dearth of challenges,” he said. “At the same time,” he added, “the adrenaline rush of starting a company and being fortunate enough to see it be successful is an unparalleled feeling in one’s professional life.” Now, as the CEO of Cofense—the company he cofounded a decade ago as PhishMe—Belani looks forward to continue working with the world’s leading companies to “stop phishing attacks in their tracks.” “To experience these organizations’ faith in us, especially in a domain as crucial as cybersecurity, is unique and most fulfilling, and something I am most proud of,” he said. “I feel honored that we are able to serve this mission globally every day.” His advice for current INI students is that there is no single path to becoming an entrepreneur. “One can be entrepreneurial in many ways—working at a large company, a startup, or starting a company.” What’s most important, he emphasized, is “the spirit to challenge the norm, and the grit to get up repeatedly after being knocked down in an effort
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to solve unique challenges.”
Morgan and Sanders were both members of the previous NASEM committee on enhancing the resilience of the U.S. electricity system. They provided recommendations, underscored in this newest brief, to assess and prepare
CONGRESSIONAL BRIEFING ON FUTURE OF U.S. ELECTRICAL GRID
against “plausible large-area, long-duration grid disruptions that could have major economic, social, and other adverse consequences.” The committee’s final report was informed by workshops on cybersecurity and planning models, as well as numerous briefings and webinars. Morgan, who chaired the study, and his fellow authors laid out likely ways in which the U.S. power grid may evolve. They emphasized safe and secure operations as the core priority in grid evolution, and noted the need to balance additional considerations for affordability and equity, sustainability and clean power, and
Granger Morgan, professor of engineering and public policy and electrical and computer engineering, chaired a
reliability and resistance. They also created 40 recommendations to Congress,
briefing by a National Academy of Sciences, Engineering,
DOE, state entities, and other federal and private institutions
and Medicine (NASEM) committee as they delivered a
operating within or around the energy sector. This list of
congressional briefing on “The Future of Electric Power
suggestions offers the most informed perspective for how
in the U.S.,” followed by a public webinar. The committee
the U.S. may continue providing safe and secure power and
also included William Sanders, dean of the College of
avert future crises, with particular consideration toward the
Engineering.
social, economic, and environmental impact of the decisions
Many vital services and utilities in the U.S. are dependent on electrical power. Current events, such as the crisis in
being made. “Electric power is essential to the welfare of all Americans,
Texas, have shown the disastrous effects of prolonged mass
and is increasingly dependent on other infrastructures,”
power disruptions; however, the challenges to the future of
said Morgan, leading into the webinar. “…We can identify
our electric grid go well beyond this most recent example.
drivers of future change, but how they’re going to manifest
The committee was brought together by NASEM in
is uncertain, and it will be different in different parts of the
response to a Department of Energy (DOE) request to
country. An environment that promotes technical, economic,
evaluate the medium- and long-term evolution of the electric
and regulatory innovation is essential to ensuring that our
grid. In particular, the committee was asked to consider:
future electricity system serves America’s needs and that the U.S. positions itself as an international leader.”
• Technologies – for generation, storage, power
During the webinar, other members of the panel
electronics, sensing and measuring, controls systems,
lent their expert outlook, touching on topics such as
cybersecurity, and loads;
systems architectures, equitable accessability, resiliency &
• Planning and operations – evolution of current practices in response to changing generation, technologies, and end use; • Business models – cost and benefits to modernization; potential changes to oversight and market operations; • Grid architectures – technical and jurisdictional challenges to implementation.
redundancy, research & development, and more. Sanders discussed future grid development from a cybersecurity perspective. “The power system is becoming increasingly vulnerable to both physical and cyber disruptions,” Sanders said, “It’s inherent complexity demands a system-centric rather than a component-centric approach to cybersecurity and cyber resiliency.”
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