HUMAN MEMORY MODELED WITH STANDARD ANALOG AND DIGITAL CIRCUITS Inspiration for Man-made Computers JOHN ROBERT BURGER A JOHN WILEY & SONS, INC., PUBLICATION HUMAN MEMORY MODELED WITH STANDARD ANALOG AND DIGITAL CIRCUITS HUMAN MEMORY MODELED WITH STANDARD ANALOG AND DIGITAL CIRCUITS Inspiration for Man-made Computers JOHN ROBERT BURGER A JOHN WILEY & SONS, INC., PUBLICATION Copyrightr2009byJohnWiley&Sons,Inc.Allrightsreserved. Nopartofthispublicationmaybereproduced,storedinaretrievalsystem,ortransmittedinany formorbyanymeans,electronic,mechanical,photocopying,recording,scanning,orotherwise, exceptaspermittedunderSection107or108ofthe1976UnitedStatesCopyrightAct,without eitherthepriorwrittenpermissionofthePublisher,orauthorizationthroughpaymentofthe appropriateper-copyfeetotheCopyrightClearanceCenter,Inc.,222RosewoodDrive,Danvers, MA01923,978-750-8400,fax978-750-4470,oronthewebatwww.copyright.com.Requeststothe PublisherforpermissionshouldbeaddressedtothePermissionsDepartment,JohnWiley&Sons, Inc.,111RiverStreet,Hoboken,NJ07030,201-748-6011,fax201-748-6008,oronlineathttp:// www.wiley.com/go/permission. LimitofLiability/DisclaimerofWarranty:Whilethepublisherandauthorhaveusedtheirbest effortsinpreparingthisbook,theymakenorepresentationsorwarrantieswithrespecttothe accuracyorcompletenessofthecontentsofthisbookandspecificallydisclaimanyimplied warrantiesofmerchantabilityorfitnessforaparticularpurpose.Nowarrantymaybecreatedor extendedbysalesrepresentativesorwrittensalesmaterials.Theadviceandstrategiescontained hereinmaynotbesuitableforyoursituation.Youshouldconsultwithaprofessionalwhere appropriate.Neitherthepublishernorauthorshallbeliableforanylossofprofitoranyother commercialdamages,includingbutnotlimitedtospecial,incidental,consequential,orother damages. Forgeneralinformationonourotherproductsandservicesorfortechnicalsupport,pleasecontact ourCustomerCareDepartmentwithintheUnitedStatesat877-762-2974,outsidetheUnitedStates at317-572-3993orfax317-572-4002. Wileyalsopublishesitsbooksinavarietyofelectronicformats.Somecontentthatappearsinprint maynotbeavailableinelectronicformats.FormoreinformationaboutWileyproducts,visitour websiteatwww.wiley.com. LibraryofCongressCataloging-in-PublicationData: Burger,JohnRobert,1940- Humanmemorymodeledwithstandardanaloganddigitalcircuits:inspiration forman-madecomputers/JohnRobertBurger. p.cm. Includesindex. ISBN978-0-470-42435-3(cloth) 1. Memory–Computersimulation.2. Artificialintelligence.I. Title. QP406.B872009 612.8u23312–dc22 2008047051 PrintedintheUnitedStatesofAmerica 10 9 8 7 6 5 4 3 2 1 This book is dedicated to my children, Terry and Heather The author thanks his lovely spouse, Leone Lucille Burger, for her helpful encouragement CONTENTS PREFACE xiii 1 BRAIN BEHAVIOR POINTS THE WAY 1 Introduction 1 Modeling 2 Why Thinking Dissipates So Few Calories 5 The Miracle of Parallel Processing 7 Singularity 8 The Benefits of Reading This Book 10 Overview of the Book 12 Applications of the Models in the Book 16 Conclusions 23 Exercises 25 2 NEURAL MEMBRANES AND ANIMAL ELECTRICITY 27 Introduction 27 The Physical Neuron 28 Ionic Solutions and Stray Electrons 36 Nernst Voltage 39 Ion-Channel Model 44 Applications 54 vii viii CONTENTS Conclusions 56 Exercises 57 3 NEURAL PULSES AND NEURAL MEMORY 61 Introduction 61 Derivation of a Neural Pulse Using Basic Physics 63 Neuron Signal Propagation 72 Modeling Neurons as Adiabatic 77 Neurons for Memory 79 Applications 86 Conclusions 87 Exercises 88 Appendix: Asymptotically Adiabatic Circuits 90 4 CIRCUITS AND SYSTEMS FOR MEMORIZATION AND RECALL 93 Introduction 93 Psychological Considerations When Modeling Human Memory 94 Basic Assumptions to Create a Model 96 Short-Term Memory and Consciousness 98 Cognitive Architecture 100 Discussion of the Model 105 Enabled Neural Logic 107 Models for Memorization 115 Applications 119 Conclusions 120 Exercises 121 5 DENDRITIC PROCESSING AND HUMAN LEARNING 125 Introduction 125 Biological Versus Artificial Neural Networks 127 Dendrites 129 Neurons for Combinational Learning 138 Neurons for State-Machine Learning 140 Learning Circuits 141 Dendritic Processing Models 143 Enabled Logic Directly at the Soma 150 Comments on the Adiabatic Nature of Dendrites 153
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