2019 Swanson School Summary of Faculty Research

Page 91

ELECTRICAL & COMPUTER ENGINEERING

Jun Yang, PhD

1140 Benedum Hall | 3700 O’Hara Street | Pittsburgh, PA 15261

Professsor Computer Engineering Program

P: 412-624-9088 juy9@pitt.edu

Emerging Non-volatile Memory Technologies Data centers in the U.S. consume well over 100 billion kilowatt hours of energy yearly, according to U.S. Department of Energy. One of the most power hungry parts of data centers has traditionally been the processor. With technology scaling and applications’ growing demand for more memory, the majority of power consumption of data centers is shifting from the processor to main memory. Today’s memory technology cannot keep pace with this change and is reaching its limit in power consumption and density at data-center scales.

This project aims to solve the energy problem posed by memory. Rather than relying solely on DRAM, our approach integrates emerging non-volatile memories, e.g. Phase Change Memory, Spin-Torque-Transfer Magnetic RAM, to construct a high-capacity and energy-efficient memory system. The research is ambitious with fundamental and applied contributions in the design and development of energy-efficient computer servers. The fundamental research includes: a new integrated memory architecture that manages hybrid memory resources; novel techniques for energy, performance, endurance and fault tolerant management; and a new hybrid main memory controller. The applied contributions are our tools that we develop including simulation and analytic models and actual software/emulated hardware system.

Nanophotonic Interconnection Network Electrical on-chip networks are hitting great challenges in power, latency and bandwidth density with technology scaling. Such challenges are especially pronounced in the era of multi-core computing where high bandwidth, low power, and low-latency global transmission are required. For those reasons, and recent breakthroughs in nanophotonic devices, optical interconnection is again considered as a potential on-chip network for future

many-core microprocessors. However, there are still fundamental limitations in nanophotonic networks that hinder their success in competing with their electrical counterpart. This project aims at future optical Networks-on-Chip, and target the bandwidth, performance, power/energy, and reliability, all being fundamental problem of on-chip optics. We use complementary solutions, joining devicelevel innovations, architectural novelties

and operating system originalities into a systematic framework. The objective is to make on-chip nanophotonics a more practical and applicable technology for future many-core microporcessors.

Power and Thermal Management for Future Microprocessors Many mobile embedded systems are designed to be small and compact to favor portability. As the user demand expands for more powerful, versatile, and integrated solutions, the designers endeavor to pack more and more devices into the small embedded form factors thanks to the technology advancement. In parallel with this trend, the microprocessor technology has evolved into an era of integrating multiple cores in one die, a.k.a. chip multiprocessor or CMP, to support concurrent execution of multiple applications. The recent promotion of the 3D stacking technology (stack multiple die vertically) further enables smaller chip

footprints and packaging at a higher transistor density. As can be foreseen, the marriage of the future embedded systems and future microprocessors brings forth concerns in increased power density which renders the thermal management a key challenge for embedded processors. This project recognizes the incessant power and thermal challenges and the limitations of the current approaches, and promotes a new suite of solutions at a higher level that address the drawbacks of existing solutions. It is important to raise the power and thermal awareness to a high level, such as the embedded operating system, where application thermal behavior are more

DEPARTMENT OF ELECTRICAL AND COMPUTER ENGINEERING

explicit. The proposed techniques leverage the natural discrepancies in the power and thermal behavior among different application threads, and allocate, migrate, or schedule them among different cores. The goal is to minimize power consumption and thermal violations through proactive thread management at a high level.

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Wei Xiong, PhD, D.Eng

37min
pages 127-146

Jörg M.K. Wiezorek, PhD

2min
page 126

Guofeng Wang, PhD

2min
page 125

Jeffrey Vipperman, PhD

2min
page 124

Albert C. To, PhD

1min
page 123

Inanc Senocak, PhD

1min
page 121

Patrick Smolinski, PhD

1min
page 122

Jung-Kun Lee, PhD

3min
page 117

Ian Nettleship, PhD

2min
page 119

David Schmidt, PhD

2min
page 120

Scott X. Mao, PhD

2min
page 118

Tevis D. B. Jacobs, PhD

1min
page 116

Katherine Hornbostel, PhD

1min
page 115

Daniel G. Cole, PhD, PE

2min
page 114

William W. Clark, PhD

2min
page 113

Heng Ban, PhD, PE

2min
page 110

Minking K. Chyu, PhD

2min
page 112

Markus Chmielus, PhD

1min
page 111

M. Ravi Shankar, PhD

2min
pages 106-108

Jayant Rajgopal, PhD

2min
page 105

Paul W. Leu, PhD

1min
page 102

Lisa M. Maillart, PhD

2min
page 103

Amin Rahimian, PhD

1min
page 104

Youngjae Chun, PhD

3min
page 98

Renee M. Clark, PhD

2min
page 99

Joel M. Haight, PhD, P.E., CIH, CSP

2min
page 100

Daniel R. Jiang, PhD

1min
page 101

Karen M. Bursic, PhD

1min
page 97

Mary Besterfield-Sacre, PhD

2min
page 96

Mostafa Bedewy, PhD

1min
page 95

Minhee Yun, PhD

2min
pages 92-94

Gregory F. Reed, PhD

3min
page 88

Feng Xiong, PhD

2min
page 90

Jun Yang, PhD

3min
page 91

Guangyong Li, PhD

2min
page 86

Inhee Lee, PhD

2min
page 85

Hong Koo Kim, PhD

2min
page 83

Alexis Kwasinski, PhD

2min
page 84

Alex K. Jones, PhD

3min
page 82

Alan D. George, PhD, FIEEE

2min
page 79

Masoud Barati, PhD

2min
page 78

Brandon M. Grainger, PhD

2min
page 80

Mai Abdelhakim, PhD

1min
page 77

Radisav Vidic, PhD

2min
pages 75-76

Piervincenzo Rizzo, PhD

2min
page 73

Aleksandar Stevanovic, PhD, P.E., FASCE

2min
page 74

Carla Ng, PhD

2min
page 72

Lei Fang, PhD

3min
page 65

Alessandro Fascetti, PhD

2min
page 66

Sarah Haig, PhD

2min
page 68

Xu Liang, PhD

2min
page 70

Jeen-Shang Lin, PhD, P.E

2min
page 71

Andrew P. Bunger, PhD

2min
page 64

Melissa Bilec, PhD

2min
page 63

Judith C. Yang, PhD

2min
pages 60-62

Götz Veser, PhD

2min
page 58

Jason E. Shoemaker, PhD

1min
page 56

Tagbo Niepa, PhD

2min
page 54

Christopher E. Wilmer, PhD

1min
page 59

Sachin S. Velankar, PhD

2min
page 57

Giannis Mpourmpakis, PhD

2min
page 53

Badie Morsi, PhD

3min
page 52

James R. McKone, PhD

1min
page 51

Steve R. Little, PhD

2min
page 50

J. Karl Johnson, PhD

2min
page 47

John A. Keith, PhD

2min
page 48

Susan Fullerton, PhD

2min
page 46

Lei Li, PhD

1min
page 49

Robert M. Enick, PhD

2min
page 45

Eric J. Beckman, PhD

2min
page 44

David A. Vorp, PhD

2min
page 37

Jonathan Vande Geest, PhD

1min
page 36

Justin S. Weinbaum, PhD

1min
page 38

Ipsita Banerjee, PhD

2min
page 43

George Stetten, MD, PhD

2min
page 34

Savio L-Y. Woo, PhD, D.Sc., D.Eng

2min
page 39

Gelsy Torres-Oviedo, PhD

3min
page 35

Ioannis Zervantonakis, PhD

2min
pages 40-42

Mark Redfern, PhD

2min
page 29

Spandan Maiti, PhD

2min
page 28

Partha Roy, PhD

2min
page 30

Sanjeev G. Shroff, PhD

2min
page 33

Warren C. Ruder, PhD

1min
page 31

Joseph Thomas Samosky, PhD

2min
page 32

Patrick J. Loughlin, PhD

2min
page 27

Prashant N. Kumta, PhD

2min
page 26

Mangesh Kulkarni, PhD

1min
page 25

Takashi “TK” Kozai, PhD

2min
page 24

Alan D. Hirschman, PhD

1min
page 21

Tamer S. Ibrahim, PhD

5min
page 22

Mark Gartner, PhD

1min
page 20

Bistra Iordanova, PhD

1min
page 23

Richard E. Debski, PhD

1min
page 17

Neeraj J. Gandhi, PhD

2min
page 19

William Federspiel, PhD

2min
page 18

Lance A. Davidson, PhD

2min
page 16

Aaron Batista, PhD

4min
page 9

Rakié Cham, PhD

2min
page 13

Bryan N. Brown, PhD

1min
page 12

Tracy Cui, PhD

2min
page 14

Kurt E. Beschorner, PhD

2min
page 10

Moni Kanchan Datta, PhD

2min
page 15

Harvey Borovetz, PhD

1min
page 11

Steven Abramowitch, PhD

2min
page 8
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