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Third International Conference Living Machines 2014 Milan Italy July 30

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Armin Duff Nathan F. Lepora Anna Mura

Tony J. Prescott Paul F.M.J. Verschure (Eds.)

Biomimetic and Biohybrid Systems

Third International Conference, Living Machines 2014 Milan, Italy, July 30 – August 1, 2014 Proceedings

LectureNotesinArtificialIntelligence8608

SubseriesofLectureNotesinComputerScience

LNAISeriesEditors

RandyGoebel UniversityofAlberta,Edmonton,Canada

YuzuruTanaka

HokkaidoUniversity,Sapporo,Japan

WolfgangWahlster DFKIandSaarlandUniversity,Saarbrücken,Germany

LNAIFoundingSeriesEditor

JoergSiekmann

DFKIandSaarlandUniversity,Saarbrücken,Germany

ArminDuffNathanF.LeporaAnnaMura TonyJ.PrescottPaulF.M.J.Verschure(Eds.)

Biomimetic andBiohybridSystems

ThirdInternationalConference,LivingMachines2014 Milan,Italy,July30–August1,2014

Proceedings

VolumeEditors

ArminDuff

UniversitatPompeuFabra,Barcelona,Spain

E-mail:armin.duff@upf.edu

NathanF.Lepora

UniversityofBristol,UK

E-mail:n.lepora@bristol.ac.uk

AnnaMura

UniversitatPompeauFabra,Barcelona,Spain

E-mail:anna.mura@upf.edu

TonyJ.Prescott

UniversityofSheffield,UK

E-mail:t.j.prescott@sheffield.ac.uk

PaulF.M.J.Verschure

UniversitatPompeuFabraand CatalanInstitutionforResearchandAdvancedStudies Barcelona,Spain

E-mail:paul.verschure@upf.edu

ISSN0302-9743e-ISSN1611-3349

ISBN978-3-319-09434-2

DOI10.1007/978-3-319-09435-9

e-ISBN978-3-319-09435-9

SpringerChamHeidelbergNewYorkDordrechtLondon

LibraryofCongressControlNumber:2014944068

LNCSSublibrary:SL7–ArtificialIntelligence

©SpringerInternationalPublishingSwitzerland2014

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Preface

TheseproceedingscontainthepaperspresentedatLivingMachines:TheThird InternationalConferenceonBiomimeticandBiohybridSystems,heldinMilan,Italy,July30toAugust1,2014.ThisfollowedthefirstandsecondLiving MachinesconferencesthatwereheldinBarcelona,Spain,inJuly2012andin London,UK,inJuly2013.Theseinternationalconferencesaretargetedatthe intersectionofresearchonnovellife-liketechnologiesbasedonthescientificinvestigationofbiologicalsystems,or biomimetics,andresearchthatseekstointerface biologicalandartificialsystemstocreate biohybrid systems.Theconferenceaim istohighlightthemostexcitinginternationalresearchinbothofthesefields unitedbythemeof“livingmachines.”

LivingMachinespromotestheideathatinordertobuildnoveladvanced artifacts,suchasrobots,weneedtounderstand,notonlymimic,natureandlife andtobasetechnologyonthesamefundamentalprinciples.Thisideaisalso whatdominatedtheinterestandcuriosityofoneofthegreatestgeniusesofthe Renaissance,LeonardoDaVinci,establishingasynergybetweenfundamental knowledgeandengineering:

“Knowingisnotenough;wemustapply.Beingwillingisnotenough;we mustdo.”

Inadmirationofthischampionofknowledgeandcreativity,the2014edition ofLivingMachinestookplaceattheMuseoNazionaledellaScienzaedella TecnologiaLeonardodaVinciinMilan.

Inbetweenscienceandart,Leonardoconsideredboththesedisciplinesinstrumentswithwhichtoexercisethesameobjective,understandingnatureand humans.Indoingsohemasteredengineering,physics,anatomy,drawing,and paintingtoexploretechnicalsolutionssharedbylivingbeingstobuildmachines ofanykind.Besideshisinterestinobservingnatureandlifeforms(forinstance, hestudiedtheanatomyandbehaviorofbirds,intheirnaturalhabitat,inordertobuildhisflyingmachines),Leonardowasalsoagreatintellectualwitha passionforwriting.Leonardo’ssketchesandmanuscriptswereavehicletoadvancehisreasoning,toreportonhisobsessionforunderstanding,aswellasto givemeaningtohisdrawings.Throughhiswritingshearticulatedreflectionson nature,reportsofexperiments,calculations,drawings,plans,discoveries,inventions,andcommentariesonliterature.AsamanoftheRenaissance,Leonardoda Vinciusedinterdisciplinarymethods,writingtreatisesonmechanics,anatomy, cosmology,hydraulic,and earthsciences.Inthissense,hisworkcanbeconsideredasatrueprecursorofthemodernformofbiomimeticsexpressedinthe LivingMachinesconference.

Thedevelopmentoffuturereal-worldtechnologieswilldependstronglyon ourunderstandingandharnessingoftheprinciplesunderlyinglivingsystems andtheflowofcommunicationsignalsbetweenlivingandartificialsystems.In

Fig.1. WordcloudofthemostfrequenttermsappearinginthecontributionstoLiving Machines2014

thiscontext,researchareaspresentedat thethirdeditionoftheLivingMachines conferenceincludedbrain-basedsystems, activesensing,softrobotics,learning, memory,controlarchitectures,self-regulation,movementandlocomotion,sensorysystems,andperception(Fig.1).

Biomimetics:Past,Present,andFuture

AswasalreadycleartodaVinci500yearsago,natureisagoodsourcefor findingsolutionstotechnologicalproblemsasitcontinuallyreinventsitselfto solvechallengesinthenaturalworld.Nature’simprovementshaveevolvedover hundredsofmillionsofyearsinplantsandanimalsresultinginthemyriadof naturaldesignsolutionsaroundus.Nevertheless,althoughengineersareable tobuildincrediblerobotswithsomeoftheattributesandabilitiesofanimals (includinghumans),westillfallshortofreproducingthedexterityandadaptabilityofanimalperception,cognition,consciousness,andaction.Progresshere maydependonadvancesinthereverse-engineeringofnaturalcontrolsystems implementedbybiologicalbrains.InthissenseLivingMachinesmovesbeyond mere“inspiration”totheunderstandingofprinciples.TheLivingMachinesconferenceanticipatesafutureinwhichtherewillbemanyartificialdeviceswith abilitiesbasedonbiomimeticsolutions,andbiohybridsystemsthatcombine syntheticandnaturalcomponents.The2014conferencereportsonarangeof suchsystemsfromflyingmicrodevices,basedoninsects,toroboticmanipulatorsmodeledonthehumanhand,tofish-likeswimmingrobots.Suchsystemsare expectedtohavearoleinoursociety,economy,andwayoflifeinyearstocome. andtheLivingMachinesconferencealsoseekstoanticipateandunderstandthe impactsofthesetechnologiesbeforetheyhappen.

TheLivingMachinesConferenceinMilan

Themainconference,July30toAugust1,2014,tooktheformofathreedaysingle-trackprogramincluding18oral,10posterspotlights,and40poster presentationsandsixplenarylecturesfromleadinginternationalresearchersin biomimeticandbiohybridsystems:MandyamSrinivasan,QueenslandBrainInstitute,Australia:“Insect-inspiredcognitionandvision”;AndrewSchwartz,UniversityofMinnesota,Pittsburgh,USA:“NeuralControlofProsthetics”;Sarah Bergbreiter,UniversityofMaryland,USA:“Microrobotics”;DarwinCaldwell, ItalianInstituteofTechnology,Genova,Italy:“LeggedLocomotionandRevise”; RicardSole,UniversitatPompeuFabra,Barcelona,Spain:“EvolutionofComplexNetworks”;MinoruAsada,OsakaUniversity,Japan:“CognitiveandAffectiveDevelopmentalRobotics.”Theprogramalsoincludedaninvitedtalkon “BiomimeticsinDesign”byFrancoLodatotheCreativeDirectorofVSNMobil.Sessionthemesincluded:softrobotics,neuromechanicsystems,locomotion, biohybridsystems,biomimeticsystems,activesensing,andsocialrobotics.

TheconferencewascomplementedwithadayofworkshopsonJuly29around thethemes:EmbodiedInteractionandInternalModels(VolkerDurrandPaolo Arena);TheRobotSelf(TonyPrescottandPaulVerschure);EmergentSocial BehavioursinBio-hybridSystems(Jos´eHalloy,ThomasSchmickl,andStuart Wilson);andBiomimeticsinDesign(PinoTroguandFrancoLodato).

Themainmeeting,togetherwithaposteranddemosessionandreception, washostedattheMuseoNazionaledellaScienzaedellaTecnologiaLeonardoda Vinci,Milan,Italy.Thiswonderfulmuseumholdsthegreatestcollectioninthe worldofmachinemodelsbasedonthedesignsanddrawingsofLeonardodaVinci anditisthelargestscienceandtechnologymuseuminItaly.Thisvenue,with itsoutstandingcollectionsofnaturalandhuman-madetechnologiesprovidedan idealsettingtohostthethird LivingMachinesconference.

WewishtothankthemanypeoplethatwereinvolvedinmakingLM2014possible.TonyPrescottandPaulVerschure co-chairedandco-plannedthemeeting, withArminDuffchairingtheProgram Committeeandeditingtheproceedings volume.AnnaMurawasresponsibleforthe overallorganizationoftheconference anditscommunication.TheworkshopprogramwaschairedbyBarbaraMazzolaiandAnnaMura.NathanLeporacontributedtotheconferenceprogramand communication,CarmeBuisanandPedroOmedas,fromUPF,Barcelona,Silvia MattifromIITMilan,andSamanthaJohnsonfromtheUniversityofSheffield providedadministrativesupportincludingregistration,booking,andfinancing. AdditionalguidanceandsupportwereprovidedbyRobertoCingolani,Giorgio Metta,andtheLivingMachinesInternationalAdvisoryBoard.Wewouldlike tothankartistBehadadRezazadehforthedesignoftheLM2014logoand SytseWierengawithAnnaMuraforthewebgraphics.Wewouldalsoliketo thanktheauthorsandspeakerswhocontributedtheirwork,andthemembersof theinternationalProgramCommitteefortheirdetailedandconsideratereviews. Wearegratefultothesixkeynotespeakerswhosharedwithustheirvisionof thefutureofLivingMachines.

Finally,wewishtothankthesponsorsofLM2014:TheConvergenceScience NetworkforBiomimeticsandNeurotechnology(CSNII)(ICT-601167),which isfundedbytheEuropeanUnion’sFramework7(FP7)programintheareaof FutureEmergingTechnologies(FET),theUniversityofSheffield,theUniversity PompeuFabrainBarcelona,andtheInstituci´oCatalanadeRecercaiEstudis Avan¸cats(ICREA).Wearegratefulfortheadditionalsupportprovidedbythe ItalianInstituteofTechnology(IIT). TheLivingMachinesreceptionattheconferencevenue’sSaladelleColonnefeaturingauniqueexhibitionofLeonardoda Vinci’smachineswassupportedbytheTaylor&Francisgroup,publishersofthe journal ConnectionScience.

July2014ArminDuff

NathanF.Lepora

PaulF.M.J.Verschure

Organization

Committees

ConferenceChairs

TonyPrescottUniversityofSheffield,Sheffield,UK

PaulVerschureUniversitatPompeuFabraandCatalan InstitutionforResearchandAdvanced Studies,Barcelona,Spain

ProgramChair

ArminDuffUniversitatPompeuFabra,Barcelona,Spain

Communication,Organization,andMedia

AnnaMuraUniversitatPompeuFabra,Barcelona,Spain

Communication

NathanLeporaUniversityofBristol,Bristol,UK

LocalOrganizers

RobertoCingolani

GiorgioMetta

BarbaraMazzolai

ProgramCommittee

AndrewAdamatzky

RobertAllen

SeanAnderson

JosephAyers

YosephBar-Cohen

LuciaBeccai

Fr´ed´ericBoyer

DieterBraun

FedericoCarpi

HillelChiel

ErisChinellato

AndersChristensen

FrederikClaeyssens

HolkCruse

MarkCutkosky

DaniloDeRossi

AngelDelPobil

PeterDominey

St´ephaneDoncieux

MarcoDorigo

VolkerD ¨ urr

MatEvans

XOrganization

BenoˆıtGirard

MicheleGiugliano

PaulGraham

RoderichGross

KohHosoda

IoannisIeropoulos

AukeIjspeert

HolgerKrapp

CeciliaLaschi

NathanLepora

AriannaMenciassi

BenMitchinson

MartinNawrot

StefanoNolfi

ThomasNowotny

JiroOkada

EnricoPagello

TimPearce

InternationalSteeringCommittee

IainAnderson

JosephAyers

Ralph-EtienneCummings

MarkCutkosky

KenjiDoya

ArminDuff

JoseHalloy

KohHosoda

AukeIjspeert

GiacomoIndiveri

MartinPearson

GiovanniPezzulo

AndrewPhilippides

AndrewPickering

TonyPipe

TonyPrescott

RogerQuinn

FerdinandoRodriguezyBaena

SylvainSaighi

ThomasSchmickl

ReikoTanaka

PabloVarona

EleniVasilaki

StefanoVassanelli

PaulVerschure

StuartWilson

HartmutWitte

MaarjaKruusmaa

DavidLane

NathanLepora

BarbaraMazzolai

AnnaMura

TonyPrescott

BarryTrimmer

StefanoVassanelli

PaulVerschure

TableofContents

FullPapers

MonolithicDesignandFabricationofa2-DOFBio-InspiredLeg Transmission .................................................... 1

DanielM.Aukes, ¨ OnurOzcan,andRobertJ.Wood

OptimizationoftheAnticipatoryReflexesofaComputationalModel oftheCerebellum 11 SantiagoBrandi,IvanHerreros,andPaulF.M.J.Verschure

EvolvingOptimalSwimminginDifferentFluids:AStudyInspiredby batoid Fishes .................................................... 23 VitoCacucciolo,FrancescoCorucci,MatteoCianchetti,and CeciliaLaschi

BipedalWalkingofanOctopus-InspiredRobot ...................... 35 MarcelloCalisti,FrancescoCorucci,AndreaArienti,and CeciliaLaschi

ActionSelectionwithinShortTimeWindows 47 HolkCruseandMalteSchilling

ModellingLeggedRobotMulti-BodyDynamicsUsingHierarchical VirtualPrototypeDesign ......................................... 59 MariapaolaD’Imperio,FerdinandoCannella,FeiChen, DanieleCatelani,ClaudioSemini,andDarwinG.Caldwell

HowCockroachesEmployWall-FollowingforExploration ............. 72 KathrynA.Daltorio,BrianT.Mirletz,AndreaSterenstein, JuiChunCheng,AdamWatson,MalavikaKesavan, JohnA.Bender,RoyE.Ritzmann,andRogerD.Quinn

MachinesLearning-TowardsaNewSyntheticAutobiographical Memory 84 MathewH.Evans,CharlesW.Fox,andTonyJ.Prescott

APhase-ShiftingDouble-Wheg-ModuleforRealizationofWheg-Driven Robots ......................................................... 97 MaxFremerey,SebastianK¨ohring,OmarNassar, ManuelSch¨one,KarlWeinmeister,FelixBecker, GoranS. –Dordevi´c,andHartmutWitte

DesignPrinciplesforCooperativeRobotswithUncertainty-Awareand Resource-WiseAdaptiveBehavior 108

CarlosGarc´ıa-Saura,FranciscodeBorjaRodr´ıguez,and PabloVarona

Insect-InspiredTactileContourSamplingUsingVibration-Based RoboticAntennae 118 ThierryHoinville,NalinHarischandra,Andr´eF.Krause,and VolkerDurr

APredictiveModelforClosed-LoopCollisionAvoidanceina Fly-RoboticInterface ............................................. 130 JiaqiV.HuangandHolgerG.Krapp

NeuromechanicalSimulationofanInter-legControllerforTetrapod Coordination 142

AlexanderHunt,ManuelaSchmidt,MartinFischer,and RogerD.Quinn

AMinimumAttentionControlLawforBallCatching ................. 154 CheongjaeJang,Jee-eunLee,SoheeLee,andFrankC.Park

SimulatedNeuralDynamicsProducesAdaptiveSteppingandStable TransitionsinaRoboticLeg 166

MatthewA.Klein,NicholasS.Szczecinski,RoyE.Ritzmann,and RogerD.Quinn

BlendinginwiththeShoal:RoboticFishSwarmsforInvestigating StrategiesofGroupFormationinGuppies 178 TimLandgraf,HaiNguyen,JosephSchroer,AngelikaSzengel, RomainJ.G.Cl´ement,DavidBierbach,andJensKrause

CapturingStochasticInsectMovementswithLiquidStateMachines .... 190 AlexanderLonsberry,KathrynDaltorio,andRogerD.Quinn

AcquisitionofSynergisticMotorResponsesthroughCerebellar LearninginaRoboticPosturalTask 202 GiovanniMaffei,MartiSanchez-Fibla,IvanHerreros,and PaulF.M.J.Verschure

I-CLIPSBrain:AHybridCognitiveSystemforSocialRobots .......... 213 DanieleMazzei,LorenzoCominelli,NicoleLazzeri, AbolfazlZaraki,andDaniloDeRossi

ChangeofNetworkDynamicsinaNeuro-roboticSystem .............. 225 IreneNava,JacopoTessadori,andMichelaChiappalone

EnhancedLocomotionofaSphericalRobotBasedontheSea-urchin Characteristics

JorgeOcampo-Jim´enez,AngelicaMu˜noz-Mel´endez,and GustavoRodr´ıguez-G´omez

DesignofaControlArchitectureforHabitLearninginRobots

238

249 ErwanRenaudo,BenoˆıtGirard,RajaChatila,andMehdiKhamassi

DynamicModelofaJet-PropelledSoftRobotInspiredbytheOctopus Mantle .........................................................

261 FedericoRenda,FredericBoyer,andCeciliaLaschi

HippocampalBasedModelRevealstheDistinctRolesofDentateGyrus andCA3duringRoboticSpatialNavigation

273 DiogoSantosPata,AlexEscuredo,St´ephaneLall´ee,and PaulF.M.J.Verschure

TrajectoryControlStrategyforAnthropomorphicRoboticFinger ......

284 ShouheiShirafuji,ShuheiIkemoto,andKohHosoda

NeuromechanicalMantisModelReplicatesAnimalPosturesvia BiologicalNeuralModels ..........................................

296 NicholasS.Szczecinski,JoshuaP.Martin,RoyE.Ritzmann,and RogerD.Quinn

ANaturalMovementDatabaseforManagement,Documentation, Visualization,MiningandModelingofLocomotionExperiments

308 LeslieM.Theunissen,MichaelHertrich,CordWiljes,EduardZell, ChristianBehler,Andr´eF.Krause,HolgerH.Bekemeier, PhilippCimiano,MarioBotsch,andVolkerDurr

BenchmarkingHuman-LikePostureandLocomotionofHumanoid Robots:APreliminaryScheme ....................................

320 DiegoTorricelli,RahmanS.M.Mizanoor,JoseGonzalez, VittorioLippi,GeorgHettich,LorenzAsslaender,MaartenWeckx, BramVanderborght,StrahinjaDosen,MassimoSartori,JieZhao, SteffenSch¨utz,QiLiu,ThomasMergner,DirkLefeber, DarioFarina,KarstenBerns,andJoseLouisPons

TheInfluenceofBehavioralComplexityonRobotPerception 332 VasilikiVouloutsi,KlaudiaGrechuta,St´ephaneLall´ee,and PaulF.M.J.Verschure

DesignandControlofaTunableComplianceActuator ...............

344 VictoriaWebster,RonaldLeibach,AlexanderHunt, RichardBachmann,andRogerD.Quinn

AnExperimentalEye-TrackingStudyfortheDesignofa Context-DependentSocialRobotBlinkingModel

356 AbolfazlZaraki,MaryamBanitalebiDehkordi,DanieleMazzei,and DaniloDeRossi

ExtendedAbstracts

MotorLearningandBodySizewithinanInsectBrainComputational Model ..........................................................

PaoloArena,LucaPatan´e,andRolandStrauss

EffectsofGazeSynchronizationinHuman-RobotInteraction ..........

StavroulaBampatzia,VasilikiVouloutsi,KlaudiaGrechuta, St´ephaneLall´ee,andPaulF.M.J.Verschure

IndividualDifferencesandBiohybridSocieties

EmilyC.CollinsandTonyJ.Prescott

ProgrammingLivingMachines:TheCaseStudyof EscherichiaColi

JoleCostanza,LucaZammataro,andGiuseppeNicosia

ForceContributionofSingleLegJointsinaWalkingHexapod

ChrisJ.DallmannandJosefSchmitz

HighResolutionTactileSensorsforCurvedRoboticFingertips

383 AlinDrimus,VinceJankovics,MatijaGorsic,and StefanM´at´efi-Tempfli

AdhesiveStressDistributionMeasurementonaGecko

EricV.Eason,ElliotW.Hawkes,MarcWindheim, DavidL.Christensen,ThomasLibby,andMarkR.Cutkosky

DesignofanArticulationMechanismforanInfant-likeVocalRobot “Lingua” 389 NobutsunaEndo,TomohiroKojima,YukiSasamoto, HisashiIshihara,TakatoHorii,andMinoruAsada

OptimisingRobotPersonalitiesforSymbioticInteraction

392 SamuelFernando,EmilyC.Collins,ArminDuff,RogerK.Moore, PaulF.M.J.Verschure,andTonyJ.Prescott

ABio-inspiredWingDriverfortheStudyofInsect-ScaleFlight Aerodynamics ...................................................

NickGravish,StaceyCombes,andRobertJ.Wood

CharacterizingtheSubstrateContactofCarpalVibrissaeofRats duringLocomotion

ThomasHelbig,DanjaVoges,SandraNiederschuh, ManuelaSchmidt,andHartmutWitte

Self-organizationofaJointofCardiomyocyte-DrivenRobot

402 NaokiInoue,MasahiroShimizu,andKohHosoda

DevelopmentofanInsectSizeMicroJumpingRobot

405 Je-SungKohandKyu-jinCho

SoilMechanicalImpedanceDiscriminationbyaSoftTactileSensorfor aBioinspiredRoboticRoot ....................................... 408 ChiaraLucarotti,MassimoTotaro,LucieViry,LuciaBeccai,and BarbaraMazzolai

Fetusoid35:ARobotResearchPlatformforNeuralDevelopmentof BothFetusesandPretermInfantsandforDevelopmentalCare 411 HirokiMori,DaiiAkutsu,andMinoruAsada

HighSpeedSwitched,Multi-channelDriveforHighVoltageDielectric ActuationofaBiomimeticSensoryArray 414 MartinJ.PearsonandTareqAssaf

ACombinedCPG-StretchReflexStudyonaMusculoskeletal PneumaticQuadruped ............................................ 417 AndreRosendo,XiangxiaoLiu,ShogoNakatsu, MasahiroShimizu,andKohHosoda

SwimmingLocomotionof XenopusLaevis Robot ..................... 420 RyoSakai,MasahiroShimizu,HitoshiAonuma,andKohHosoda EmpathyinHumanoidRobots

423 MarinaSard`aGou,VasilikiVouloutsi,KlaudiaGrechuta, St´ephaneLall´ee,andPaulF.M.J.Verschure

HECTOR,ABio-InspiredandCompliantHexapodRobot ............

427 AxelSchneider,JanPaskarbeit,MalteSchilling,andJosefSchmitz

GestureRecognitionUsingTemporalPopulationCodinganda ConceptualSpace ................................................

430 JanNiklasSchneider,St´ephaneLall´ee,andPaulF.M.J.Verschure

RovingRobotsGainfromanOrientationAlgorithmofFruitFliesand PredictaFlyDecision-MakingAlgorithm

433 RolandStrauss,StefanieFlethe,Jos´eAntonioVillacorta, ValeriA.Makarov,ManuelG.Velarde,LucaPatan´e,and PaoloArena

TheSielegansProject–TheChallengesandProspectsofEmulating Caenorhabditiselegans

AxelBlau,FrankCallaly,SeamusCawley,AedanCoffey, AlessandroDeMauro,GorkaEpelde,LorenzoFerrara,FinnKrewer, CarloLiberale,PedroMachado,GregoryMaclair, Thomas-MartinMcGinnity,FearghalMorgan,AndoniMujika, AlessandroPetrushin,GautierRobin,andJohnWade

HirokiUrashimaandStuartP.Wilson

ANovelBio-inspiredTactileTumourDetectionConceptforCapsule Endoscopy ......................................................

BenjaminWinstone,ChrisMelhuish,SanjaDogramadzi, TonyPipe,andMarkCallaway

Electro-communicatingDummyFishInitiateGroupBehaviorinthe WeaklyElectricFish

MartinWorm,TimLandgraf,HaiNguyen,and GerhardvonderEmde

TomoyukiYamamotoandHiroshiIshiguro AuthorIndex

IndividualDifferencesandBiohybridSocieties ....................... EmilyC.CollinsandTonyJ.Prescott Erratum

MonolithicDesignandFabricationofa2-DOF Bio-InspiredLegTransmission

SchoolofEngineeringandAppliedSciences

WyssInstituteforBiologicallyInspiredEngineering HarvardUniversity,CambridgeMA

Abstract. Wepresentthedesignofanewtwodegree-of-freedomtransmissionintendedformicro/meso-scalecrawlingrobotswhichiscompatiblebothwithlaminatemanufacturingtechniquesandmonolithic, “pop-up”assemblymethods.Thisisenabledthroughanewdesignsuite called“popupCAD”,acomputer-aideddesigntoolwhichanticipates laminatemanufacturingmethodswithasuiteofoperationswhichsimplifytheexistingdesignworkflow.Thedesignhasbeenprototypedat threetimestheanticpatedscaletobetterunderstandtheassemblyand motionkinematics,andsimulatedtoestablishthebasicrelationships betweentheactuatorandend-effectortransmissionratios.

1Introduction

Theadventofnewlaminate-manufacturingtechniquessuchasPrinted-Circuit MEMS(PC-MEMS)[9,10],SmartCompositeMicro-structures(SCM)[6,11], andLaminaEmergentMechanisms(LEM)[4,8]hasenabledthedevelopment ofanewclassofmillimeter-scaledevices.Thesemanufacturingtechniquesusea relativelysmallsetofoperationssuchascutting,lamination,andfoldingtocreateavarietyofmechanicalcomponents,suchashinges,structuralelements,and springs.Thesedevicesaretypicallydesignedthroughtheselectiveremovalof materialacrossneighboringmateriallayerstocreateplanarmechanisms.Byusingmultiplematerialsinthelaminate,themechanicalpropertiesofthesedevices canbetunedforeachcomponent.Highly specializeddevicescanbedeveloped throughtheiterativeuseoftheseoperations,anddiscretecomponentscanbe addedthroughouttheprocess.Usinglasercutterstocreate precisealignment geometry,highlycomplexkinematicscanalsobecreatedbetweenhingedrigid bodiesandutilizedbothforstructuresandmechanisms.

Throughthesenewmanufacturingtechniques,avarietyofnewdeviceshave beenrealized,fromflyingmicro-robots inspiredbybees[10]tocrawlingrobots

ThismaterialisbaseduponworksupportedbytheNationalScienceFoundation (grantnumbersEFRI-1240383andCCF-1138967)andtheWyssInstituteforBiologicallyInspiredEngineering.Anyopinions,findings,andconclusionsorrecommendationsexpressedinthismaterialarethoseoftheauthorsanddonotnecessarily reflecttheviewsoftheNationalScienceFoundation.

A.Duffetal.(eds.):LivingMachines2014,LNAI8608,pp.1–10,2014. c SpringerInternationalPublishingSwitzerland2014

Fig.1. Prototypetransmissionin(a)flattenedand(b)assembledconfigurations [2,3,7].Inaddition,[9]demonstratesmonolithicassemblytechniquesforfaster, moreprecisemanufacturingwithadevice called“Mobee”.Forallthepotentialof thisconcept,however,onlythisdevicehasusedmonolithic“pop-up”fabrication techniques.Thisisdueinparttothelackofdesignsoftwarewhichencapsulates laminatedesignandmanufacturingrules;consequentlytheadditionofassembly scaffoldsaddstoomuchcomplexitytotheaveragedesign.Toworkaroundsuch complexities,designerssplitdevicesintosimplerparts,ultimatelyrelyingon manualassemblyandlockingoperationswhichrequiredexterityandexpertise. Thus,manufacturingremainsslowanderror-prone.

Inordertofacilitatethetransitionfrommanualmanufacturingofdiscrete componentstomoreautomated,monolithicfabricationofentirerobots,we presentpreliminaryworkonabio-inspired,twodegree-of-freedomtransmission tobeusedinthelegofacrawlingrobot,whichiscompatiblewiththeconcepts ofPC-MEMSmanufacturingandmonolithic,“pop-up”assembly.Thisdesignis composedentirelyofelementswhichbeginflatandpre-assembledinalaminate, andbyactuatingandlockingasingledegreeoffreedom,arepositionedintotheir assembledstate.

2DeviceOverview

Themotionofcockroachandcentipedelegsinroboticsystemsisoftenapproximatedasatwo-degree-of-freedom system(liftingthefootupanddown, andswingingthefootforwardandbackward).Wehavepreviouslybuiltrobots inspiredfromtheseorganismsusingPC-MEMSfabricationmethodswithmanual[5]orpopupassemblytechniques[3]thatcanachievetwo-degree-of-freedom legmotion.

ThedeviceshowninFigure2aconsistsofmanyindividuallinkagesconnected throughhingesontwosub-laminatelayers.Theselinkagesarearrangedaround foursphericallinkages:twosix-barrotationallinkages(6R)andtwofour-bar

(a)
(b)

Origin

Fig.2. Thefulllegdesignisshowninin(a).Linksoftheupper6Rsphericalmechanism aretranslucent.Referenceframesforthethreelinkagesonthebottomsublaminate areshownin(b).

rotationallinkages(4R).Bothlinkagesstartintheirflattenedstate,butrotate inthree-dimensionalspaceaboutonepointwhenactuated.

Incombiningtheinputandoutputstagesofsuchlinkagesinvariousways, interestingkinematicpropertiescanb eexploited.Forexample,theoutputstage ofthe6RsphericallinkageusedinFigure1hasthepropertiesofaspherical joint,withthreedegreesoffreedominrotation.Twogroundedsphericallinkages whoseoutputstagesarerigidlyconnected,however,aremoreconstrainedintheir motion,actingasasingledegree-of-freedomrotationalhinge.Similarly,four-bar linkagesexhibitonlyasingledegreeoffreedombetweeninputandoutputstages, yetcanimparthighlynonlinearmotionrelationshipsbetweenthetwo.Yetall thesedevicesstartflatandarethuscompatiblewithPC-MEMSmanufacturing processes,makingthemidealbuildingblocksforpop-upcompatibledesigns.

Inthisdesign,theconnectionoftheseelementarybuildingblocksmimics structuresseeninbiology.Multipledegreesoffreedomcanbeseeninthehumanhipjoint,forexample,whereball-and-socketmechanismsinthebonesand cartilegeprovidesmoothrotationacrossawiderangeofangles.Yetthemotionofjointssuchasthisisrarelyconstrainedbyasinglemechanismbutare complementedbyaredundantsetofmusclesandtendonswhichrouteacross andbetweenjoints,guiding,supportingandrestrictingmotion.Inthisway,the legmechanism,withitsredundant-yet-constrainedsixbarlinkgages,provides amore-limiteddegreeofmotionthaneachsubcomponentindependentlywould capableofdelivering–andinawaywhichisinherentlymoremanufactuable. Parallelstothisconceptareprevalentinbiologicalsystemsaswell,wherethe capabilitiesoftheintegratedsystemaregreaterthanthesumofitsparts.

3CADDesign,Fabrication,andMaterials

TheinitialdesignofthedeviceiscarriedoutinSolidworksinordertotestthedesignconceptandperforminitialkinematicsimulations.However,theSolidworks designonlyincludesbasicsketchesofthelayers,andnotdetaileddrawingsoffeatures.TheactualdesignusedforfabricationisdoneusinganewComputerAided DesignandManufacturing(CAD/CAM)applicationcalledpopupCAD[1].TraditionalCAD/CAMsoftware,suchasSolidworks,doesnothaveanybuilt-in toolstohelpwithunconventionalmanufacturingmethodssuchasPC-MEMS orSCM.Ontheotherhand,popupCADisspecificallydesignedforlayer-based manufacturingmethods.Thesoftwareautomaticallygeneratescutfilesusing PC-MEMSandPop-UpMEMSdesignandfabricationrules.Italsohasseveral operationsspecifictolayer-baseddesignandfabricationmethods(e.g.generatingsupportstructuresaroundfeatures).Inordertotakeadvantageofthese softwarefeatures,wehaveimportedtheSolidworkssketchesintopopupCADas guidelines,completedthedesignbyaddingthenecessaryPC-MEMSfeatures suchashingesandsupportweb,andgeneratedthecutfilesinpopupCAD.An exampleinitialcutfileandthefinalcutfileusedtofabricatethedeviceisshown inFigure3.

ThedeviceisfabricatedusingSCM[6,11]andPop-UpManufacturing/Assemblymethods[9,10],outlinedinFigure4.Duetothekinematicloopsinthe mechanism,thedevicecannotfitonasinglelinkagesublaminate.Thereforethe completedevicerequirestwolinkagesublaminates.Eachlinkagesublaminate consistsoffivelayers:twooutercardboardlayersforrigidlinks,apolyimide (Kapton)layerthatformsthejoints,andtwoadhesivelayersmadeofdouble sidedacrylictapethatbondthesefunctionallayers.Inordertogeneratethetwo linkagesublaminatesneededforthedevice,weneed11layers:fivelayersper linkagesublaminateandalayerofadhesivethatconnectsthetwolinkagesublaminates.Thelinkagesublaminatelayersarefirstbulkmicro-machinedindividuallyusingaCO2laser(UniversalLaserSystems,PL3.50)andalayupisformed usingpinalignment.Rigidlinkscanbeformedbyretainingstiffmateriallayers; likewise,hingesaredefinedbyregionswherethestiff cardboardisremovedand polyimideisretained,allowingneighboringstiffregionstomoverelativetoeach other.Tobondthetwosublaminatestogether,anadhesivelayerisdefinedby theintersectinggeometriesbetweenneighboringsublaminates,formingislands

(a)FirstPassCuts
(b)SecondPassCuts
Fig.3. FirstandSecondPassCuts

ofmaterialwhichmustbeselectivelyaddedduringthestackingprocedure;a negativeofthispatternisthuscutfrompolyimidefilmandusedasamaskto selectivelysprayadhesive(3MHi-Strength90SprayAdhesive)intherequired pattern.ThecutfilesfortheseallthesegeometriesareautomaticallygeneratedbypopupCAD,whichisabletoaccountforanymaterialwhichbecomes obscuredafterlamination.

4Kinematics

Fourkinematicloopsdeterminethetransmissioncharacteristicsbetweenthe actuatorsandtheleg.Thetwo6Rsphericallinkagesestablishonekinematicloop each,andthetwo4Rsphericallinkagesdefinetwoadditionalkinematicloops. Oneofthesix-barlinkagesisshowninFigure2b.Frames

and D2 belongingtothislinkagecanbeusedtogeneratethekinematicloop equations,whicharegeneratedbyaligningthebasisvectorsofframes D1 and D2 usingtheequations

Fig.4. TheDeviceFabricationProcess.
Table1. Denavit-HartenbergParameters

0= x1 x2 1(1)

0= y1 · y2 1(2)

0= z1 z2 1, (3)

where x1 ,y1 ,z1 and x2 ,y2 ,z2 representtheorthonormalbasisvectorsforframes D1 and D2 ,respectively.Thesethreeequationsestablisharelationshipbetween thesixstatevariables qa1 ,qb1 ,qc1 ,qa2 ,qb2 , and qc2 ,establishingthattheoutput frame D1 hasthreerotationaldegreesoffreedom.Betweenthenewtonianreferenceframe(thebaseframe)and D1 ,thismechanismcanbetreatedasaspherical joint.

Thesecond6Rsphericallinkageconsistingofframes E1 ,F1 ,G1 ,H1 ,E2 ,F2 ,G2 , and H2 behaveslikethefirst,establishingthesphericalloopconstraintequations between H1 and H2 usingEquations(1-3).Theoutputsofthetwo6Rspherical linkagesareconnectedbya2Rlinkagewhichenforcesorientationbetweenthe frames D1 and H1 usingEquations(1-3)and 0=(ny × d1z ) · (ny × d1z ) 1, (4)

where nz representsthez-orientedbasisvectoroftheNewtonianreferenceframe. Figure5highlightstheoutputdegreesoffreedomproducedbytheaboveconstraintequations.Thesix-barlinkageshavebeenreplacedwithequivalentsphericaljointsandinputlinkshavebeenomittedforclarity.

Fig.5. Anequivalentlegmechanism.In(a),theoutputstageofthelegisrepresented bysphericalandrevolutejoints.Inputlinkagesareomittedforclarity.In(b),thetwo degreesoffreedomarehighlightedbyavarietyoflegpositions.

Thetwo4Rsphericallinkages,definedbytheframes {A1 ,I1 ,J1 ,K1 } and {A2 ,I2 ,J2 ,K2 } respectively,areusedtotransmitthelinearforcesfromeach piezo-electricactuatorintoframes A1 and A2 ofthebottom6Rsphericallinkage. Frames J1 and J2 arealignedwith K1 and K2 respectivelyusingEquations(13).Thusforthefourkinematicloops,10constraintequationscanbeestablished forthe12statevariables,establishingatwodegree-of-freedomsystem.

Usingtheprincipleofvirtualwork,twoJacobiansoftheconstraintequations maybeobtainedfortheindependentanddependentstatevariablesbytaking thepartialderivativeofthevectorofconstraintequations f (q )withrespectto toeachvariablein qind and qdep toobtain Jind and Jdep ,respectively.Two statevariablesmustbeselectedfortheindependentstatevector,sointhiscase wepick qind =[qi1 ,qi2 ]T .Therestareputin qdep .TheJacobianscanthenbe derivedaccordingto

Thepositionoftheactuatorinputandlegoutputcanberepresentedinterms oftheindependentanddependentstatevariables qind and qdep ,respectively. ThispermitsthecalculationofinputandoutputJacobiansas

BycombiningEquations(7-9),adirectrelationshipbetweeninputandoutput velocitiescanbedetermined,as

Theseequationspermitthecalculationoftheinput/outputtransmissionratios andtheresultingoutputpathasafunctionofavalidinitialstate,asshownin Figure6.

5Discussion

Amotionstudyhasbeenperformedfortheconstrainedmechanism,determining outputtrajectoriesandvelocitiesasafunctionofactuatorinputsignal.Avarietyofinputsignalsweretested,withtheresultsfromthreesimulationsshown

Fig.6. TransmissionPlotsforthreedifferentinputsignals.Inthefirstsimulation, inputsaredriveninphase,highlightingtheliftdegreeoffreedom.Inthesecondsimulation,aphaseshiftof π isusedtohighlighttheswingdegreeoffreedom.Inthethird simulation,aphaseshiftof π/2showsamore-circularfootpathtypicalofthatlikely tobeusedduringwalking.Inthesesimulations,thex-axisisintothepage.

inFigure6.Ascanbeseenintheplotsofthethreesimulations,drivingthe signalsinphasewitheachotherproducesliftmotionintheleg(along ny ),and differentialsignalsproduceswingmotion(motionalong nz ).Bysupplyingcombinationsofinputandphaseoffset,avarietyoftrajectoriescanbeproduced,as seeninthethirdsimulationofFigure6.

6FutureWork

Severalinitialprototypeswereconstructedinordertounderstandthekinematicsofthisrathernon-intuitivedevice.Whiletheseprototypeswereusefulfor confirmingthebasickinematicsofthedevice,theywerenotidealintermsof theirhinges’functionality.Thisisduetothelargegapbetweenrigidelements,as wellastothenon-zerothicknessofthestackedcardboard,kapton,andadhesive. FutureprototypeswillbeconstructedwiththematerialsusedinthePC-MEMS paradigm,whichwillallowthesehingestoperformmoreideally.Atthatpoint, afullcharacterizationofleg kinematicswillbeperformed.

Inaddition,whilethelegdesignpresentedinthispaperutilizesconceptsoften seeninbiology,wehavenotyetoptimizedittomatchanybiologicalsystem seeninnature.Thiswilloccurlaterinthedesignprocess,atwhichpointitwill accompanyamuchmorein-depthperformanceanalysis.

7Conclusions

Inthispaperwehavepresentedtheinitialdesignandkinematicevaluationfor abio-inspiredlegtransmission,suitableforintegrationintonewcrawlingrobot designs.Workiscontinuinginthisdirection,bothonlegdesignandintegration issues.Whilethistransmissionofferssimilarcapabilitiestothelegsemployed incurrent-generationlegs,itofferstheadditionalcompatibilitywithmonolithic assemblymethodswhichcanhelpreduceerrorsduringassemblyandspeedup theprocess.Asdesigncriteriaforthesenewrobotsbecomemoredeveloped,the modelsdevelopedherecanbecomethebasisforfurtherdesignandoptimizationofthetransmission.Inparticular,thestudyofthedynamicsofthisnew devicewillbecrucialinevaluatingandcomparingcurrentandfuturedesigns. Inaddition,byderivingtheinversekinematicsoftheleg,complexcustomfoot trajectoriesmaybegeneratedasafunctionofthetwoactuators.

Themechanismpresentedinthisworkisalsoidealforinsect-inspiredrobots duetoitssizeandtwo-degree-of-freedomoutput.Sincethemechanismincludes theactuators,transmission,andtheleginasinglesystem,itcanbeconsidered modular;i.e.severalofthemcanbeconnectedtogethertoformaquadruped, hexapod,oracentipede-inspiredmulti-leggedmodularrobot.Weplantousethe mechanismpresentedinacentipede-inspiredmodularrobotinthenearfuture.

References

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6.Hoover,A.M.,Fearing,R.S.:Fastscaleprototypingforfoldedmillirobots.In:2008 IEEEInternationalConferenceonRoboticsandAutomation,pp.1777–1778(May 2008)

7.Hoover,A.,Steltz,E.,Fearing,R.:RoACH:Anautonomous2.4gcrawlinghexapodrobot.In:2008IEEE/RSJInternationalConferenceonIntelligentRobotsand Systems,pp.26–33.IEEE(September2008)

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SantiagoBrandi1 ,IvanHerreros1 ,andPaulF.M.J.Verschure1,2

1 SPECS,TechnologyDepartment,UniversitatPompeuFabra, CarrerdeRocBoronat138,08018Barcelona,Spain

2 ICREA,InstitucioCatalanadeRecercaiEstudisAvancats, PasseigLlusCompanys23,08010Barcelona {santiago.brandi,ivan.herreros,paul.verschure}@upf.edu

Abstract. Thecerebellumisinvolvedinavoidancelearningtasks,where anticipatoryactionsaredevelopedtoprotectagainstaversivestimuli.In theexecutionandacquisitionofdiscreteactionswecandistinguisherrors ofomissionandcommissionduetoafailuretoexecutearequireddefensiveConditionedResponse(CR)toavoidanaversiveUnconditioned Stimulus(US),andtheenergyexpenditureoftriggeringanunnecessary CRintheabsenceofaUSrespectively.Hence,amotorlearningcost functionmustconsiderboththesecomponentsofperformanceandenergyexpenditure.Unlikeremainingnoxiousstimuli,unnecessaryactions arenotdirectlysensedbythecerebellum.Ithasbeensuggestedthat theNucleo-OlivaryInhibition(NOI)servestointernallyrelyinformation abouttheseneedlessprotectiveactions.Herewearguethatthefunction oftheNOIcanbeinterpretedinbroadertermsasasignalthatisused tolearnoptimalactionsintermsofcost.Weworkwithacomputational modelofthecerebellumtoaddress:(i)howcantheoptimumbalance betweenremainingaversivestimuliandpreventingeffortbefound,and (ii)howcanthecerebellumusetheoverallcostinformationtoestablish thisoptimumbalancethroughtheadjustingofthegainoftheNOI.In thispaperwederivethevalueoftheNOIthatminimizestheoverallcost andproposealearningruleforthecerebellumthroughwhichthisvalue isreached.Wetestthisruleinacollisionavoidancetaskperformedby asimulatedrobot.

Keywords: cerebellum,nucleo-olivaryinhibition,adaptivereflexes,cost minimization.

1Introduction

Whenweavoidaspecificdisturbance,e.g.,avoidinggettinghitwhenboxing,we wantouractionstobenotonlyeffectivebutalsoefficient.Forexample,excessive duckingwouldservetoeludethehitbutwouldalsomeanawasteofenergy.A generalprincipleunderlyingthistypeofproblemsisthatthewaywebehave carriesacostcomposedof(1)thedisturbancewefailtoprevent-inthiscase gettinghit-and(2)thepreventingactionitself-theevadingmovement-.The optimumactionswillbethosethatminimizetheoverallcost.

A.Duffetal.(eds.):LivingMachines2014,LNAI8608,pp.11–22,2014. c SpringerInternationalPublishingSwitzerland2014

Oneofthecharacteristicsofavoidancetasksisthatwhenwefailtopreventa disturbance(US )wereceivedirectfeedback,butthereisnosensoryinputwhen weperformanexcessivepreventiveaction,i.e.,thereisnonegative US when aversivestimulidon’tarrive.Inotherwords,toagreatextentoursensorysystem mightnotsensethelackofan expected disturbanceassomethingdifferentfrom thelackofan unexpected disturbance.

ThecerebellumtakespartinAvoidanceLearning(AL)taskswhereadaptivereflexesaredevelopedtopreventdisturbancescausedbyanoxiousstimulus [Thompson,1976].Oneexampleofavoidancelearningistheeye-blinkconditioningparadigm,wheresubjectslearntodeveloppredictiveblinkingtoprotectthe eyefromanairpuffannouncedbyacuesuchasatone[HesslowandYeo,2002]. Oneofthecharacteristicsofeye-blinkconditionedresponsesisthatafteracquisitiontheyareextinguishedwhennolongernecessary.Therefore,thecerebellum musthaveaccesstoaninternallygeneratedsignalcodingforunnecessaryactions.IthasbeensuggestedthattheNucleo-OlivaryInhibition(NOI)servesas suchasignalintheabsenceofaversivestimuli[Medinaetal.,2002].

TheInferiorOlive(IO),whichactivityservesasateachingsignalforthecerebellum,isexcitedbythe US andinhibitedbythedeepcerebellarnucleithrough theNOI.ThebiggerthegainoftheNOI(knoi ),thesmallertheoutputnecessarytocancelthesignalproducedbythe US .Thelearningstopswhenthesetwo signalscanceloutandtheteachingsignaliszero.Theaversivestimulusthatremainstriggersareactivereflex.Therefore,thebalancebetweentheamplitudeof cerebellar-adaptive-responsesandthereactivereflexesismodulatedby knoi .A detailedexplanationonhowthevalueof knoi candeterminethebalancebetween adaptiveandreactivereflexescanbefoundin[HerrerosandVerschure,2013]. Asashortnote,adaptivereflexesarelearnedpreventiveactionsthatanticipate aversivestimuliandaretriggeredbycues(e.g.blinkingafterhearingthetone). Reactivereflexesrespondtothenoxiousstimuli(e.g.,blinkingafterperceiving theair-puff)andtheiramplitudedependsontheintensityofthelatter.

Thisimpliesthat knoi canestablishthefinalbalancebetweenthedisturbance perceivedandtheeffortofthepreventingactions.Sinceboththedisturbances andthepreventingactionscarryacostweproposethatthemodulationofthe knoi servestominimizetheoverallcostofourbehaviourinanALtask.

Inthispaperwewillinvestigate(i) howcantheoptimumbalancebetweenanticipatoryandreactiveactionsbefound and,assumingthatthebalancebetween bothtypesofactionsisdeterminedbythegainoftheNOI;(ii) whatplasticity mechanismmightallowthisoptimalgaintobereachedon-lineusingglobalcost information. Wewillfirstarrivetoananalyticrelationbetween kopt (thevalue of knoi thatminimizesthecost)andtheparametersofourcostfunctionwhen thetaskisthecontrolofazero-orderplant.Nextwewillheuristicallydefinean on-linelearningruleandverifythatitmakes knoi convergeto kopt inthesame controltask.Finallywewillreplicatethisresultsinasimulatedcollisionavoidancetasktoprovethatthelearningruleresultsinanapproximatedconvergence ofthegainofNOItoitsoptimalvalue.

2Methods

2.1BasicCerebellarModel

Weusearate-basedcomputationalmodel ofthecerebellarmicrocircuitasimplementedin[Herreros,2013].Thesignalconveyedbythemossyfibrespathway (cue)isdecomposedintoseveralsignalstoresembletheexpansionofinformation intocorticalbasisthatoccursin thecerebellargranularlayer.

Inourmodelthecorticalbasisaregeneratedbyconvolvingthesignalcoming fromthemossyfibreswithtwoexponentials,aneconomicwaytomodelthe dynamicsofgranulecellsresponses.Thereforetheprofileofthebasisresponse toapulseinputisthatofanalphafunction,wherethetimeconstantsofthe exponentialsdeterminethetemporalspanandprofileofthebasis.Thetime constantsoftheexponentialsarerandomlydrawnfromtwodifferentrangesas togeneratebasiswithdifferentprofiles,thisvarietyallowsthemodeltoproduce awiderangeofoutputshapes.Formoredetailsonconstructionofthecortical basissee[Herrerosetal.,2013].

Theoutputofthemicrocircuit(adaptiveresponse)isthesumofthehalf-wave rectifiedweightedcomponents[Leporaetal.,2010]:

where x(t)and w arethe(column)vectorsofbasisandweightsrespectively.

Thebankofdynamicweights w isupdatedaccordingtothedecorrelation rule[Fujita,1982]:

w = βe(t)x

where β isthelearningfactor, e(t)isanerrorsignalcomingfromtheinferior olive(seefig.1)andthedelay δ correspondstothelatencyoftheerrorfeedback [Mialletal.,2007].Thedecorrelationruleassuresthat w willconvergetothe valuesthatminimizetheerrorsignalsquared.

2.2CostFunction

Thecostfunctionisaweightedsumofboththenormsquaredoftheperformance error(ˆ y (t))andtheeffortofthepreventingactions, cerror and cactions arethe respectivecostweights:

Notethatthisisthesamecostfunctionusedintheframeworkofcontroller designwithLinearQuadraticRegulators[Astr¨omandMurray,2010].

2.3Zero-OrderPlantControlTask

ToanalyticallystudythepropertiesofthecerebellarcontrollerwithNOI,we useaset-upwherethecontrollerisconnectedtoastatelessplant(zero-order).

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celebrated Presbyterian preacher As far as I could judge from a single sermon, I thought that the preacher’s excellence consisted entirely in his style, which was more polished and highly wrought than usual. As to his matter, there was not an idea or a sentiment but what one might have heard in the humblest chapel at home.

Of course sermons of this kind indicate the theological calibre of the congregation as well as that of the minister; for ministers and sermons are in the long run made by the congregation. In the evening of the same day I attended service at an Episcopal church. The interior of the building was profusely decorated with Christmas evergreens, and the sermon showed that the preacher was a man of learning and thought.

There are five Episcopal churches in this city. Those who minister in them appear to be well paid. I was told that the two highest salaries were 4,000 and 3,500 dollars. I heard, however, but I do not know to what denominations my informants belonged, and so possibly they may not have been well acquainted with the subject, that the Episcopal Church here is not so active as it is in the North. Of course in the North there is greater intellectual and religious activity, just as there is more doing in agriculture, manufactures, and trade; but if there was to be any exception to this rule, I should have expected to have found it in the Episcopal Church in Richmond, because here the people in hearing and conversation far more closely resemble Englishmen than is the case in the North. They speak, too, more frequently, and with more regard, of the old country, its people, and its institutions. Everybody I saw in the churches in Richmond, just as in the churches of the Northern cities, was welldressed. The humbler classes appeared neither to have churches for themselves nor places in the churches of the rich. This, as everybody knows, is the weak point in the American voluntary system in their great cities.

Richmond possesses just now an especial interest for the traveller, which attaches to no other city in the United States. It is the city against which the North launched so many mighty hosts, and which was defended with such bravery, skill, and

Heroism and Sufferings of the South.

success by Lee, Jackson, Stuart, and other good soldiers whose names will live in history. It was in the streets and houses of this city that the civil and military leaders of the unfortunate Confederacy might have been seen. Here it was that those resolutions were debated and formed which enabled them with such slender resources in materials and men to stand at bay so long against the overwhelming myriads of the North.

In talking, too, with Southern men about the war—the soldiers of the North will understand, and even sympathise with the feeling— you are more deeply stirred than in talking with Northern men. Those who throughout wished the North well, and rejoiced in the issue of the struggle, must still feel in this way. These Southern men fought for a greater stake, for a country and for their property, against fearful odds, and at great disadvantages. The issue was to them that they lost everything except their honour. When you talk to these brave men, and hear of the cruel privations and hardships they went through, of their personal sufferings, of the brothers and sons they lost; when you see them writhing under defeat, and paying heavier penalties than vanquished men have ever paid in modern times, you regard them with mingled feelings of admiration and pity, which cannot be awakened by anything you can hear from those whose warfare has been crowned at every point with complete success.

CHAPTER VII.

HOW SOUTHERNERS DESCRIBE THEIR OWN CONDITION EACH STATE MUST BE TAKEN SEPARATELY MISSOURI

TENNESSEE KENTUCKY TEXAS VIRGINIA GEORGIA

FLORIDA NORTH CAROLINA ARKANSAS SOUTH CAROLINA

LOUISIANA MISSISSIPPI WILL THE BLACKS GET THE FRANCHISE? NO PARTY CONSIDERS THEM FIT THEY WILL HAVE IT FOR A TIME THIS WILL WEAKEN THE REPUDIATING PARTY ALSO THE PARTY HOSTILE TO THIS COUNTRY THE BLACKS WILL NOT ALL BE REPUBLICAN THE SOUTH SHOULD HAVE BEEN LEFT ALONE TO SETTLE THE LABOUR QUESTION THE BUREAU SUGGESTED FALSE IDEAS—THERE WILL BE NO WAR OF RACES—WHAT WILL KILL OUT THE BLACKS—THE RATE OF THIS—FUSION PHYSICALLY IMPOSSIBLE—MEANS OF COMMUNICATION IN THE SOUTH INDICATE ITS CONDITION.

I have been frequently asked what I found was the condition of the South? And the question has been put in such a manner as to imply that the speaker regarded the South as a homogeneous entity, and that he supposed that the causes of its suffering—the war and the abolition of slavery—affected every part of it equally. But the reverse of this would be nearer to the truth. The Southern Confederacy was composed of States very differently circumstanced from each other, except in the one point of their system of labour; and the late war, and the overthrow of their system of labour, have affected those different States very differently. It is difficult to understand to how great a degree this is the case without having oneself gone through the South and seen these differences with one’s own eyes. This is what I did, and I shall now attempt to give a short account of what I saw and heard. My route was through Richmond, Petersburg, Weldon, Wilmington, Charleston, Atlanta, Augusta, and Mobile to New Orleans; then up the valley of the Mississippi by way of Jackson, Memphis, and St. Louis. I had a superabundance of introductions for all the places I visited. I had obtained at Washington

The Condition of the South.

letters to all the Generals holding commands in the South, and which were in many cases fortified by duplicates from other quarters. I had also brought with me letters from New York and elsewhere to merchants whose firms ranked among the leading houses of the South, and to others who had been through the war; to men who were endeavouring to resuscitate the industry of their fallen States, and to a gentleman who held one of the highest offices in the late Confederate Government. I had therefore sufficient means for obtaining the information I required.

But the question is, what did one see and hear, and what were the conclusions to which one was brought by personal observation? The fact that first forces itself on the eye in the towns, and often in the rural districts you pass through, is that there are multitudes of negroes loafing about, doing nothing. You see them at every station. When you come to make inquiries as to what they are doing, and how they subsist, and generally as to the state of the country, you are told that they are to be found in shoals in every town where there is a Freedman’s Bureau. They expect something from the Bureau; and, like so many coloured Micawbers, are drawn to the towns in the hope that something or other will turn up. So in the towns; but that in the country districts, where there is no power to restrain the idle and ill-disposed, things are in an actively bad condition—that this class has taken to stealing, and has not left on many properties a sweet potato or head of maize, or the pig that would have fed upon them— that they have made a clean sweep of everything edible. As to the state of the whites, that their condition is far more dreadful both to bear and to contemplate; for the blacks, as soon as they please to do the work they are accustomed to, may escape from their present distress, but that tens of thousands of white families, who lately were living in affluence and refinement, not knowing what it was either to want anything or to do anything for themselves, are now in a state of abject penury, positively of starvation; that many are without the means of procuring hominy and salt pork, the humblest fare in the country. And about this point there can be no doubt; for you have as evidence of the statement not only what Southerners say, but, as I afterwards found on returning to New York, the corroborative evidence of those good Northern people who are themselves

subscribing largely to keep these destitute Southern families alive. In addition to all this, everyone tells you that he expects the unspeakable horrors of a war of races, which in their opinion cannot be adjourned for more than two years, as the coloured population are becoming day by day more and more dissatisfied with what the great change has hitherto done for them.

The first observation to be made on these statements is, that they cannot be equally applicable to all the very differently circumstanced States of the late Southern Confederacy. For instance, the State of Missouri, which is one of the most fertile in the Union, and by its climate thoroughly adapted to the Northern farm-system, was instantly benefited by the abolition of slavery. Tennessee and Kentucky will soon be in the same position, for both may very well be cultivated by white labour. The slow rate of progress made by the latter, when compared with the State of Ohio, which is only separated from it by the Ohio river, and has a colder climate, and not a more productive soil, is a proof that slavery, in which alone they differed, was the sole cause of its retardation. Texas was even at the moment very slightly affected by the change, and will now become a more attractive field than ever for white immigration. Here cattlebreeding is the chief occupation, which is one that does not at all require slave labour; and here also cotton has for many years been cultivated by the whites without the compulsory aid of the blacks. Virginia having passed through all the distress which is implied by the passage from the estate to the farm system, will emerge from its present distress a far richer and more populous state than it was before. General Lee’s son, and many others of the noble Virginian race, have already set the example, and are themselves holding the plough and doing all the work of the farm with their own hands. How much more pleasing a picture will the valleys and plains of the Old Dominion then present when every hundred acres shall have its homestead, and support a family of the noblest race of mankind! And in truth how sad a picture have they hitherto presented, while held in large estates, rudely cultivated by the enforced toil of that race which was the lowest and most incapable of all! The northern part of this State is very fertile, and is everywhere intersected with navigable streams, such as would enable the farmer to ship his produce

generally from his own door This is what is called the tide-way district of Virginia. And as all vegetables and fruit grown here, in the natural home of the magnolia, are at least a fortnight earlier than they are to the north of the Potomac, they would command the markets of New York and of the Northern cities. This advantage cannot be snatched from them by any more southern State, as it is the combined result of the character of their soil, of their climate, and of their abundant means of water communication.

In Georgia, particularly in the upper part of the State, where the ground rises considerably, I heard and saw that successful efforts were being made to effect the change from the estate to the farm system; and, instead of trusting entirely to cotton, to try what could be done by growing wheat and maize, the latter to be turned into pork—in short, to do whatever could be done to adapt their industry to existing circumstances. Florida at present is rather occupied by wild deer than by man; but as it is capable of becoming the chief winter sanitarium for the consumption-scourged North, and also of producing tropical fruits and sugar for the whole Union, it has a fair prospect before it. Mrs. Harriet Beecher Stowe, the writer of ‘Uncle Tom’s Cabin,’ and sister of the celebrated Brooklyn preacher, has gone to Florida, with her brother, Mr. Charles Beecher, for the purpose of attempting the cultivation of the sugar cane with free labour. North Carolina is endeavouring to follow the example of its neighbours Virginia and Georgia. Arkansas, which was settled chiefly by the sons of Georgian planters, is showing much of the Georgian spirit. In Alabama great efforts had been made to reestablish the cultivation of cotton on the basis of freedom; and things were promising well, when at the end of 1867 the price of cotton, by a concurrence of adverse accidents, fell to 15 cents or 7½2d. at Liverpool. This depression to a point below the cost of production in any part of the world was felt, I believe, by most of those who attend to these matters, to be only a temporary mishap. The same cotton was selling at the end of the following March at 25 cents—a fully remunerative price; but in most cases the planters had not been able to hold, so that the low price they were obliged to accept has ruined many, and discouraged more. I was told by a Tennessee cotton

Position of each State.

planter that a price of 20 cents would have contained an ample margin for profit on the cotton he had himself grown, on a large scale, with hired black labour. His contract with those he employed was that he should give them high wages, with more than a proportionate deduction for every hour of absence from work.

There now remain unmentioned only the three States of South Carolina, Louisiana, and Mississippi. As far as I could judge, South Carolina was utterly and hopelessly crushed. Its best estates were in the Sea Islands, which, as they were very fertile, and their produce fetched exceptionally high prices, were densely inhabited with blacks; in many of them, however, no white man could live, or even pass a night with impunity. Under these circumstances it might have been expected that as soon as the negroes were emancipated they would take possession of the land in these islands. And so it happened in most of the unhealthy ones; while in those that were healthy the original proprietors equally lost their property by confiscation or forfeiture, or by being ousted in some way or other. The result of this, and of the other losses that arose out of the war, and the utter overthrow of the Confederacy, is that throughout South Carolina the most abject and irrecoverable poverty reigns precisely where formerly there was most abundant wealth. I heard of one gentleman, who before the war had been unable to spend the whole of his large income, being now a porter in a dry goods store; and of another, who formerly had possessed everything which riches could supply, dying in such penury that his family had to beg of their friends contributions for his funeral. For this State there appears to be no resurrection, except in some new order of things, under which a new set of proprietors will occupy the land, and cultivate it with Northern capital, and somewhat in the Northern fashion.

Distress in South Carolina.

In Louisiana also things were so bad that it was hardly possible to see how they could be worse. In New Orleans I found families who formerly had lived in noble mansions, and exercised a grand hospitality, now occupying quiet lodgings. In some instances I knew of several families clubbing together, and living as it were in

common. But here there was a great difference—hope was not dead. They talked confidently of the re-establishment, at all events, of their sugar industry, and of the trade of the city. I saw several sugar estates not far from New Orleans, the very costly machinery upon which had been destroyed during the war. I was told—though, of course, I cannot vouch for the accuracy of the figures—that the machinery had been broken up and burnt on twelve hundred out of the seventeen hundred sugar estates of this State.

As far as I could see and hear, the State of Mississippi also was in a very bad way. This seemed to arise from two causes. A larger proportion of the white inhabitants than is the case elsewhere belong to the class called in the South ‘mean whites,’—that is, persons without property, education, or enterprise. And then the planters are unable to borrow what is requisite for enabling them to work their plantations. No one will lend them a cent. This is but a natural consequence of the act of repudiation they adopted at the instigation of Mr. J. Davis, late President of the Southern Confederacy, and whom this State has either the honour or the dishonour of reckoning among her best known men.

This, however, is not the only light in which the South has to be regarded. There is the question of political as well as of industrial reconstruction, and the former is now throughout all the North shaking the very foundations of the Union, and setting the son against the father, and the brother against the brother. The question is being dealt with entirely and exclusively on party considerations, and this Mr. Thaddeus Stevens and other leaders of the Republican party have acknowledged in speech and print. They say universal suffrage, whatever the consequences to the Southern planter, must be conceded to the blacks, in order that the South may return to the Union, not as of old, on the Democratic side, but on the Republican, as the present exigencies of that party and of the Union require. Nothing can secure this except the black vote. All considerations of the fitness of the late slave for the exercise of the franchise is thus dismissed, and nothing insisted on but what is needed by the necessities of the dominant party.

The Negro Franchise

Of course no man who knows anything of the capacity and of the history of the black race, even if he be of the Republican party, abstractedly thinks that they are qualified for taking part in the government of the country, and of legislating for and governing many of the Southern States.

Will it then be conferred upon them? It may be taken for granted that it will. Many talk of a secret compact—an underground railway, as it is called on the other side—between the President and the Southern leaders, to defeat by their joint efforts the Congressional plan, he being rewarded by the support of the South, when, as Democratic States, it returns to Congress. If such a compact has any existence, it is very unlikely to have any results. As the blacks have been admitted to the conventions throughout the South, for forming the new constitutions under which they are to exercise the franchise, and as the present Congress is determined that they shall have it, one does not see what is to prevent its extension to them. Whether the possession of the boon will be continued to them is another point. But be that as it may, we must, I think, regard the immediate possession of the franchise by the blacks as a certain event, and consider what are likely to be its consequences.

Its first and most obvious effect will be that which it was intended to produce—the weakening, and perhaps the exclusion from power for some time, of the Democratic party. Will this be an evil or an advantage to the Union? As far as I am able to judge, an unqualified advantage. The Democratic candidate of to-day for the Presidency, Mr. Pendleton of Ohio, and so of course the Democratic party itself are in favour of a partial, but very considerable, repudiation of the debt. This would be so disastrous a policy, that no one who wishes well to the Union can wish well to the Democrats. But this plank in their platform may be reshaped or entirely removed. Their permanent distinguishing principle is resistance to the policy of strengthening the central Government at the expense of the liberties and privileges of the separate States, whereas the reverse of this is the distinguishing principle of the great Republican party. It is evident that the Republican policy is that which is best adapted for

commanding and calling out for immediate use the resources of the nation, and so during their great war it was decidedly in the ascendent. And since the war, the tendency of legislation and of administration has been in that direction: and this tendency will probably become stronger, at all events it will be more needed, as the United States increase in area and population.

Englishmen also may be reminded that almost all the abuse and insults Americans have heaped upon us have been the manufacture of Democratic brains, and, till Fenianism arose, came chiefly from Southern men. We cannot wish success to that party from which we have never received fair and courteous—I would even say, rational—treatment, and which now encloses in its bosom all our deadliest enemies in the United States. If formerly we regarded the accusations they brought against us, and the motives they imputed to us, as the hallucinations of disordered minds, we must now expect still livelier sallies, in order that they may not fall below the mark of Fenian animosity. In any difficulty which may arise between this country and the United States, the Democratic leaders are precluded, for the sake of the Irish vote, from recognising right or reason; and they must go on in this groove. The Republicans are under no such demoralising necessity. Of course it would be unwise in a traveller or a diplomatist to show decided preferences for any particular party; but it is well to know where you are likely to find friends. The manufacturing and commercial element of the Republican party is alone disposed by circumstances to feel ill-will towards us. But all this will die out as soon as the good sense of the American people has made the discovery of the degree to which they are crippled and impoverished by the pestilent heresy of protection.

Who are necessarily Hostile to England

But to go back to the subject of the black vote. It does not appear to me that this will always be given on the Republican side. The African will be too ignorant to judge for himself; and though he will never want for Northern advisers, he will have others nearer home, and in some cases will, I think, be influenced by those who employ him; and not unfrequently he may even wish, as the negro is the

most imitative of all the races of mankind, to vote, not as his sable brethren, but as his old master votes. The whites will act as one man; the negroes will never be able to do so; and in States where the colours are pretty evenly balanced, a few deserters would incline the scale in favour of the old Southern party.

I mentioned that while in the office of the Freedmen’s Bureau at Washington, before I entered the South, it struck me that its establishment could not be justified on grounds of wisdom. What I saw in the South confirmed this supposition. Mischief, I thought, had been done by it. The whites might safely, and ought in good policy to, have been left to settle the labour question with their old slaves. They quite understood that it would be ruin to themselves if they failed to satisfy them, and that they could only do this by making them feel that they were fairly and kindly treated. The future of the whites entirely depended on this; and they saw the necessity of it so clearly that they might, without any interference on the part of the North, which could do no good, have been left to arrange with the blacks how the new system was to be worked. These were the two parties to the new labour-and-wages contract; and the Freedmen’s Bureau could have no voice in the matter.

The industrial question evidently came first, because it is on labour primarily that the existence of a nation depends. But the Bureau establishes itself in some town; and what does this mean? That the blacks need protection—of course from their old masters, for there are no other people on whom to cast this imputation. And what does the Bureau itself give out that it will do? It proposes to educate the negro. This implies that the first thing to be attended to is not labour, but something else, and that a matter which in the order of nature occupies only a secondary place. It implies too that during the time education is being carried on, labour must be suspended, for one cannot be in the school and in the field at the same time. And what is the use and value of education in the eyes of the negro? Just this—that it will fit him for the situation of a clerk, or for keeping a shop. At all events it is no preparation for field labour. In these ways it appears that the Bureau implanted, at a most

Impolicy of the Freedmen’s Bureau.

critical time, false and mischievous ideas which will inflict much suffering both on blacks and whites, and which it will be very difficult to counteract. There would have been no reason why the Government should not have sent, without any flourish of trumpets, a commissioner into each State of the South, to see that the blacks were fairly treated, if the whites had anywhere shown a disposition to treat them otherwise.

As I have already intimated, I frequently heard Southern people expressing an apprehension that a war of races was imminent. Their reasons were that the disappointment felt by the blacks at the smallness of their gains from emancipation was constantly deepening, and that their posture towards the whites was becoming very unsatisfactory. It is impossible, of course, to foresee what ignorant and excitable Africans may do. Still I think a war of races a most improbable event. The blacks have sense enough to know that there would be no chance of their coming victorious out of such a conflict; for they would be outnumbered by the whites, if all the Southern States are regarded as a single unit, which they most assuredly would be for the purposes of such a war; and they would be comparatively unarmed, without resources, and without organisation. They also know that, even if they were able to exterminate all the whites in the South, they would gain nothing by this; for that then they would only be putting themselves in the position of the Indian races, to be ousted from the land whenever it suited the convenience of the North. And they are well aware that in any rising they might contemplate they could expect no help from the Northern force that was sent at the end of the war into each State of the South to coerce the whites and protect the blacks. The feelings of these men, I believe, are well known; at all events, I heard one of them in a railway car in the South give expression to his own feelings on this point, and he did it so as to include his comrades. ‘They have sent us down here,’ his words were, ‘to look after the whites and take care of the blacks. But that is not what we are going to do. We are not going to help niggers to cut white men’s throats. If they move a finger against the whites, we are not going to mind colonels or generals, but will shoot every d—d nigger in the place.’ Nor is it possible to conceive the existence of any other feeling; for in no

class in the United States is the antipathy to the negro race so strong as in that from which the army is recruited. This the negro knows very well.

But though I think that no war of this kind is to be dreaded, which would make very short work of the blacks, yet one cannot but think that their eventual extermination by moral and economical causes is inevitable. They have from the dawn of history been the chief export of Africa, but have never anywhere been capable of existing in a state of freedom on the same ground as any superior race. The superior race gets possession of all the means of living, all the trades, all the professions, all the land, and the inferior race is thus pushed out of existence. If Congress were to enact, and future Congresses to maintain the enactment, that south of the Ohio and Potomac no white man was ever to do any kind of field labour, or to follow the trades of carpentering or bricklaying, of shoemaking or tailoring, then there would be means provided for the subsistence of the black race, and it might possibly be kept up even in a state of freedom; but as none of these occupations will eventually be left them, their doom is as certain as anything can be in the affairs of men. Already, if a builder introduces into his yard, or places on any work in which he is engaged, a single coloured carpenter or mason, every person in his employ will strike work unless the man of colour, however unexceptionable he may be in his conduct, and however skilful in his trade, is instantly dismissed. All the stevedores at New Orleans were a few years ago of the coloured race. Some whites having taken to the employment, began to insist on the dismissal of all coloured people; and now there is not to be seen a single coloured stevedore on the quays of New Orleans. And just so eventually it must be with field labour. The South must be completely, or at the least largely, cultivated on the Northern farmsystem: and then it will be seen that the whites will no more tolerate the companionship of the blacks in field labour than in anything else. A people who have not the means of living must die out, and so emancipation comes to be extinction.

The Blacks must Die Out.

Those who believe in the obliteration of the black race will speculate on the time required for such a consummation. Suppose then each generation is only able to leave behind it half its own numbers, this would bring the blacks to the vanishing point at about the end of a century, by which time the white population of the United States will probably outnumber that of the whole of Europe. The rate of decrease, however, may be much more rapid. Persons now living can recollect the time when a considerable quarter of the city of Boston was occupied by these people; but now, without emigration, they have almost entirely disappeared. This is attributed by the people of Boston to several causes. In a state of freedom they bring up very few children. The mortality also among them is very great, especially from consumption; and then there is the fact that in the second, or at latest the third generation, the mixed race becomes quite incapable of continuing itself. These facts are distressing to contemplate; but nothing is gained by refusing to look facts in the face, of whatever character they may be. It is an analogous fact that the red man has been swept away from the face of the continent that was his own, all the way from Boston to the Rocky Mountains; and the work of annihilation will soon be complete from the Atlantic to the Pacific. But this ordinance of nature, that a civilised and a savage race cannot coexist on the same soil, is no reason why the inferior race should be treated with unfairness, unkindness, or contempt.

As to the fusion of the two races, history assures us that nothing of the kind has ever been accomplished, and that it is physically impossible. And it is fortunate for the progress of mankind that nature has put her veto upon it; otherwise that portion of the highest, and most advanced, and most richly endowed race of the human family, which has been placed on the grandest and most favourable stage for fresh development, would be sunk and degraded by admixture with the lowest race of all. The fact that in the long centuries during which the Greeks and the Romans occupied Western Asia and Northern Africa, they were unable to produce a mixed race capable of maintaining itself, may be suggested for the consideration of those who are advocating a scheme of ‘miscegenation’ between the Anglo-Saxon and the negro.

Fusion of Races Impossible.

If we form our estimate of the condition of the South from considering the condition of its means of communication, we shall find it bad indeed. While I was there, some of its main lines of railway were running only one passenger train a-day. And, notwithstanding the infrequency of the trains, I observed in all the districts I passed through that there were very few passengers, and very little traffic. What ruin and desolation may be read in this single fact, when one remembers that a few years back the value of the raw produce exported from the Southern States amounted to between fifty and sixty million pounds a-year, and was greater than anything else of the kind in the world. What a vast amount of travelling must such a vast amount of business have given rise to! for not only was fifty or sixty million pounds’ worth of cotton, rice, sugar, turpentine, and tobacco to be sent out of the country, but there was also an equal value in food and manufactured goods to be brought in; for in the South they hardly grew or manufactured anything, except what they exported. Everything they consumed was imported. One cannot but contrast the stirring life which all this must have caused in every town, harbour, and railway, with their present deadness. The rails from Petersburg to Weldon are very much out of order, but one despairs of being able to convey in words an adequate idea of the state of disorder in which they are between the latter town and Wilmington. It was over this line, of 162 miles in length, that, during the war, the blockade-run goods and munitions of war were forwarded to Richmond and the front. At that time there were but small means for repairing or replacing worn-out rails. And as the trade of Wilmington is now dwindled to nothing, and this road is off the main line of communication with the South, there have as yet been no inducements or funds to set it right. The jolting on it is so great that the passengers are incessantly being thrown to a height of several inches from their seat; and that at last produces in some the effect which a gale at sea would have upon them. I believe that no English railway carriage with only four, or at most six wheels, could keep on such rails; but American carriages, having never less than eight wheels, have a much firmer hold.

CHAPTER VIII.

FIRST SIGHT OF A COTTON FIELD SPANISH MOSS A NIGHT ON THE RAILS MANY KINDS OF SAMENESS IN AMERICA MAIZE ORDER OF SUCCESSION IN THE FOREST ITS EXTENT EVERGREENS IN THE SOUTHERN FOREST POOR LAND IN THE SOUTH MAY BE MORE PROFITABLE THAN RICH LAND IN THE WEST DEADNESS OF CHARLESTON ITS HOTELS A CHARLESTON SAM-WELLER THE NAPLES OF THE UNITED STATES FEW ENGLISH TRAVELLERS SUFFERINGS OF SOUTHERN FAMILIES WANT OF SCHOOLS HOW THE DEFICIENCY IS BEING SUPPLIED BLACKS SHOULD BE PUT ON SAME FOOTING AS WHITES—DIALOGUE WITH BLACK MEMBER OF CONVENTION—ANOTHER CONVENTION—ABLE BLACK MEMBER—SOUTH CAROLINA ORPHAN ASYLUM.

One cannot behold for the first time what one has heard and read about all one’s life without some little emotion. I felt this when I saw for the first time a field of cotton. It was between Petersburg and Weldon. There is not much to attract attention in the sight itself as seen in winter, when there is nothing to look at but a large enclosure of dead bushes, each about the size of an ordinary gooseberry-bush, only with fewer branches, and every branch leafless, straight, and black, with every here and there a pod of cotton, that was missed at the time of harvesting, showing its white wool, with which the whole field is spotted, ‘This insignificant plant, then,’ I said to myself, ‘is cotton; and this is the way in which it is cultivated. The plant which has created so much wealth, and caused so much bloodshed; which was the main support of slavery, and so the main cause of the late war; which clothes so large a portion of mankind; which has built so many ships and factories; upon which so much of the prosperity of England is founded; and which has affected so largely the commerce of the world; and the influence of which is now felt in every quarter of the globe.

First Sight of a Cotton Field

The traveller has pleasure in recalling moments of this kind. I shall not easily forget the delight I felt at the first sight of the Spanish moss. It was in the first gray of the morning, and I was looking out from the railway car, shading off with my hands the light of the lamps that were still burning, that I might be the better able to see through the window, when I beheld for the first time this curious parasite, of which one had seen such frequent mention, hanging in slender streamers of three or four feet in length from the boughs of the trees. I immediately left my seat, and went to the outside of the car. I found we were passing through a cedar swamp on a tressle-bridge of many miles in length. We passed through several such swamps in the course of that day, and wherever this was the case, the trees, of which the swamps were just as full as the dry land, were always covered with this moss. Old trees were entirely enveloped in it to the extremities of their branches. As you approach the Gulf, the trees on the dry land as well as those in swamps are shrouded in it. Its streamers are occasionally two yards long near the coast. It is of a pale ashy colour, and gives you the idea of the accumulated cobwebs of a thousand years.

American ladies having been well broken in to the publicity of their system of railway travelling, make the best of it, and seem quite unconcerned about what would appear to those unused to it its disagreeable incidents. Never but with one exception did I pass a night on an American railway without finding a sleeping-car attached to the train. It was in the South, and there happened to be about forty people in the car, of whom eight or ten were married ladies travelling with their husbands: like everybody one sees in America, they were young, and of course, as all American young ladies are, were betterlooking than the generality of the fair sex. English ladies would probably, under circumstances of so much publicity, have unnecessarily and unwisely endeavoured to keep awake. But their American sisters passed the night as comfortably as might be, each laying her head on her husband’s shoulder for a pillow, and with their arms round each other, or with their hands locked together In the morning, when the train stopped an hour for breakfast, they made their toilette in the carriage, there being generally abundance of

A Night on the Rails

water in a railway car, with a mug to drink from, and a basin to wash in. They appeared all to have with them brushes and combs, and towels and soap.

In travelling in the United States one is very much struck with the great amount of sameness that is met with in many things. In outward nature this is very observable. You go from New York to Charleston on what appears to be one level. Throughout these nine hundred miles you have no cuttings or embankments; at all events I do not recollect having had to go through or to go round a single hill. Again, you may go up the valley of the Mississippi on another longer level; and if you start from Chicago to cross the Prairie and Plains, you cross another thousand miles of level ground. Again, throughout all these long levels, adding to them the space between Charleston and New Orleans, there is in the soil a great sameness of colour. Except in the black soil of the Prairies, and occasionally in the river bottoms—of which latter you see little in railway travelling—yellow, of slightly varying tints, is almost universal, whether the soil be sandy or clayey. And then the forest which clothes this soil of the same colour and of the same level, is also everywhere itself the same. The predominant trees are fortunately the unfailing pine, and almost equally unfailing oak. Sameness, too, but not quite to the same extent, characterises the Great Lake region. There are glorious exceptions to this general sameness in the Alleghanies, the Rocky Mountains, and California; but these are not the situations in which the great masses of the population have formed their homes. De Tocqueville and others have observed a similar sameness in the ideas and customs of the Americans themselves; and this they attribute to the completeness with which the principles of democracy have been carried out both in their polity and social arrangements. I have already noticed the extraordinary sameness of their language, which, throughout the whole continent, admits of no dialectical difference and, in passing, how great are the changes this single fact implies have taken place in the conditions of human life, when we recollect that in that little plat of ground of ancient Greece every little town had a dialect of its own. The universality with which any form of expression, any social practice, or even any state of feeling, is abandoned or adopted throughout the vast Union, is to those who

observe these matters a very interesting fact in American civilisation. The extent to which they are readers of newspapers is not the cause of this, though of course it somewhat contributes to it. The real cause is the urgent and uncontrollable desire in every American to talk, and think, and live, and dress, and feel, and to do everything just in the same way as other people; as we say here, to be in the fashion, only that they apply the idea of fashion to everything. Changes of this kind are wrought in America almost as if by magic. There is in this a great balance of good, although it is so great a check upon individuality, because it keeps the whole people advancing together as one man.

In the agricultural reports of the United States maize is set down for so many million bushels as almost to transcend the power of belief on this side the water. How can so much be grown? how can so much be used? are questions which occur to us. But after one has seen something of America the feeling is changed into one of wonder at the inexhaustible merits of this grain, and of its incalculable utility to man; and one ceases to be surprised at finding it grown everywhere throughout the Union on so large a scale. It is quite impossible that America could have risen to her present greatness without it. While the hardy pioneer of civilisation was subduing the forest, which reached from the Atlantic to the valley of the Mississippi, there was nothing that could have met his wants as maize did. As soon as he had felled the trees for his log cabin, before the ground was cleared, or prepared sufficiently for any other crop, he would put in his seed for a crop of maize, which would be ready in a few months, perhaps before his log house was finished, and would supply with food his family, and pigs, and any other stock that he might have, till the next harvest. And when ripe, it did not, like wheat and other grain, require immediate harvesting; for nature had provided it with a thick strong stem to support it against the wind, and with a sheath which kept it effectually from the rain. And its yield, as it thus grew among the stumps of these forest clearings, was very great. And now that the land has been cleared, it still holds its ground as the chief crop almost everywhere, and apparently as almost the only grain crop in many districts. It is everywhere largely used as human food in a

Maize

The Forest great variety of ways. It is the winter food of the cattle, horses, and mules, which latter do all the heavy work from Kentucky to New Orleans. The pork crop, too, of the United States, which is one of its largest items of produce, is only a certain portion of the maize crop in another form. The same may be said of the enormous quantity of poultry produced everywhere throughout the country. It is only transformed maize. Of all grains it is the easiest to grow, the easiest to harvest, the easiest to keep, the easiest to transport. It is good for man and for beast. It will grow on any soil, and will yield in the rich bottoms of Ohio and Illinois a hundred bushels an acre—and on some of these lands it has been grown for twenty years in succession—and on the poor sands of South Carolina will yield between twenty and thirty bushels, a quantity that is highly remunerative, where the land costs nothing, and an old negro and an old mule are all that are required for its culture. In America a head of maize should be the national emblem.

It did not strike me that the succession of trees in clearing forest land was quite so regular as is commonly stated. I saw, for instance, a different succession on the two sides of the same fence. The original forest on both sides had been exclusively pine. Where the forest had been entirely cleared off, the succession was again pine. But where the large trees only had been removed the succession was oak. This went some way towards showing that the amount of light and air decided which was to come up.

In the Carolinas the forest is, along the railway, everywhere more or less continuous: still it is all owned, as appears from the fencing. The better trees are everywhere being cut for building, or fencing, or firing; and the larger pines have all been tapped for turpentine. One is surprised, at first, to see so little land cultivated along the line of railway. The reason however is that, as a general rule, the good land is along the banks of the streams which run from the Alleghanies to the sea, that is, from west to east, while the railway runs from north to south, so that in travelling along it you only get occasional glimpses of the way in which culture is in these parts beginning, for it is hardly more, to encroach on the forest.

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