Verfügbarkeit: Neuromorphic devices for brain-inspired computing

Neuromorphic devices for brain-inspired computing: artificial intelligence, perception, and robotics

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Bibliographische Detailangaben
Weitere Verfasser:	Wan, Qing (HerausgeberIn), Shi, Yi (HerausgeberIn)
Format:	Buch
Sprache:	English
Veröffentlicht:	Weinheim, Germany Wiley-VCH [2022]
Schlagworte:	Neuronales Netz Biowissenschaften Electrical & Electronics Engineering Electronic Materials Elektronische Materialien Elektrotechnik u. Elektronik Life Sciences Materials Science Materialwissenschaften Neural Networks Neuronale Netze Neuroscience Neurowissenschaften EE77: Neuronale Netze LSA0: Neurowissenschaften MS40: Elektronische Materialien AI KI Künstliche Intelligenz Neuromorphic Engineering Aufsatzsammlung
Online-Zugang:	http://www.wiley-vch.de/publish/dt/books/ISBN978-3-527-34979-1/ Inhaltsverzeichnis Inhaltsverzeichnis
Beschreibung:	Literaturangaben
Beschreibung:	xii, 244 Seiten Illustrationen, Diagramme 25 cm, 640 g
ISBN:	9783527349791 3527349790

Internformat

MARC


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Datensatz im Suchindex

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adam_text	CONTENTS PREFACE XI 1 TWO-TERMINAL NEUROMORPHIC MEMRISTORS 1 HUI-KAI HE, HE-MING HUANG, AND RUI YANG 1.1 1.1.1 L.L.L.L 1.1.1.2 1.1.2 1.1.2.1 1.1.2.2 1.2 1.2.1 1.2.1.1 1.2.1.2 1.2.2 1.3 1.3.1 1.3.1.1 1.3.1.2 1.3.2 1.3.2.1 1.3.2.2 1.4 1.4.1 1.4.2 1.5 MEMRISTIVE DEVICES 1 MEMRISTIVE DEVICE STRUCTURE AND MATERIALS 1 MEMRISTIVE DEVICE STRUCTURE 1 MEMRISTIVE MATERIALS 2 RESISTIVE SWITCHING BEHAVIOR 4 VOLATILE RESISTIVE SWITCHING 5 NONVOLATILE RESISTIVE SWITCHING 7 RESISTIVE SWITCHING MECHANISMS 7 FILAMENTARY-TYPE RESISTIVE SWITCHING 8 CATION MIGRATION-RELATED FILAMENTS 8 ANION MIGRATION-RELATED FILAMENTS 11 INTERFACE-TYPE RESISTIVE SWITCHING 14 MEMRISTIVE BIOINSPIRED DEVICES 17 MEMRISTIVE SYNAPSES 18 SHORT-TERM MEMRISTIVE SYNAPSES 20 LONG-TERM MEMRISTIVE SYNAPSES 23 MEMRISTIVE NEURONS 27 BIOPLAUSIBLE MEMRISTIVE NEURONS 31 BIOPHYSICAL MEMRISTIVE NEURONS 34 MEMRISTIVE NEURAL NETWORKS 36 MEMRISTIVE ANN COMPUTING 36 MEMRISTIVE SNN COMPUTING 39 SUMMARY AND OUTLOOK 41 REFERENCES 42 2 SPINTRONIC NEUROMORPHIC DEVICES 47 DEMING ZHANG, SAI LI, XINRAN WANG, AO DU, WANG KANG, LANG ZENG, AND WEISHENG ZHAO 2.1 2.2 INTRODUCTION 47 MAGNETIC TUNNEL JUNCTION FOR NEUROMORPHIC COMPUTING 48 VI CONTENTS 2.2.1 DEVICE STRUCTURE AND THE WRITE/READ OPERATION 48 2.2.1.1 BINARY MAGNETIC TUNNEL JUNCTION 48 2.2.1.2 MULTI-LEVEL SPINTRONIC MEMRISTOR 49 2.2.2 WORKING AS THE SYNAPTIC DEVICE 51 2.2.2.1 STOCHASTIC BINARY SYNAPTIC DEVICE 51 2.2.2.2 ANALOG-LIKE SYNAPTIC DEVICE 52 2.2.3 WORKING AS THE NEURAL DEVICE 54 2.2.3.1 SPIKING NEURAL DEVICE 54 2.2.3.2 ARTIFICIAL NEURAL DEVICE 57 2.2.4 ALL-SPIN NEURAL NETWORK 61 2.2.4.1 ALL-SPIN ARTIFICIAL NEURAL NETWORK WITH COMPOUND SCHEME 61 2.2.4.2 ALL-SPIN SPIKING NEURAL NETWORK WITH SPINTRONIC MEMRISTOR 62 2.2.5 SUMMARY AND OUTLOOK 62 2.3 SKYRMION-BASED NEUROMORPHIC COMPUTING 62 2.3.1 THE INTRODUCTION OF SKYRMIONS 62 2.3.2 SKYRMION-BASED SYNAPSE DEVICES 64 2.3.3 SKYRMION-BASED NEURON DEVICES 65 2.3.4 SKYRMION-BASED RESERVOIR COMPUTING 67 2.3.5 SKYRMION-BASED STOCHASTIC COMPUTING 68 2.3.6 CHALLENGES AND PERSPECTIVES 69 2.4 SPIN TORQUE OSCILLATORS FOR NEUROMORPHIC COMPUTING 72 2.4.1 INTRODUCTION TO SPIN TORQUE OSCILLATOR 72 2.4.2 ASSOCIATIVE MEMORY BASED ON INJECTION LOCKING OF STO 73 2.4.3 RESERVOIR COMPUTING BASED ON STO 74 2.4.4 RECURRENT NEURAL NETWORK BASED ON DELAYED FEEDBACK OF STO 75 2.4.5 NEUROMORPHIC COMPUTING BASED ON THE SYNCHRONIZATION OF STO 77 2.4.6 PROBLEMS AND PERSPECTIVES 77 2.5 CONCLUSION AND OUTLOOK 80 REFERENCES 80 3 MULTITERMINAL NEUROMORPHIC DEVICES WITH COGNITIVE BEHAVIORS 91 LI QIANG ZHU, JIA CHENG CAI, ZHENG YU REN, WEN XIONG, AND QING WAN 3.1 INTRODUCTION 91 3.2 MULTITERMINAL NEUROMORPHIC MEMRISTORS 92 3.2.1 MEMRISTOR-BASED NEUROMORPHIC DEVICES 92 3.2.2 MULTITERMINAL MEMRISTOR FOR NEUROMORPHIC SYSTEM 96 3.2.2.1 SYNAPTIC COMPETITION AND COOPERATION ON MULTITERMINAL MEMRISTOR 96 3.2.2.2 HETEROSYNAPTIC PLASTICITY ON MULTITERMINAL MEMRISTOR 97 3.2.2.3 MULTITERMINAL MEMTRANSISTOR 98 3.3 MULTITERMINAL NEUROMORPHIC TRANSISTORS 99 3.3.1 NEURON TRANSISTORS 99 3.3.2 NEUROMORPHIC DEVICES FOR CHEMICAL BIOSENSOR APPLICATIONS 101 33.2.1 CHEMICAL BIOSENSORS 101 33.2.2 NEURON TRANSISTORS FOR CHEMICAL BIOSENSOR 102 CONTENTS I VII 3.3.23 3.3.3 3.3.3.1 3.33.2 3.3.33 3.33.4 3.4 3.4.1 3.4.2 3.4.3 3.5 MULTI-GATE NEUROMORPHIC TRANSISTOR FOR PH SENSOR 103 DENDRITIC ALGORITHM ON MULTITERMINAL NEUROMORPHIC TRANSISTORS 103 EGT-BASED NEUROMORPHIC TRANSISTORS 103 MULTI-GATE NEUROMORPHIC TRANSISTOR 105 DENDRITE NEURON AND DENDRITIC ALGORITHM 106 MULTI-GATE NEUROMORPHIC TRANSISTOR FOR PATTERN RECOGNITION 109 NEUROMORPHIC TRANSISTORS FOR PERCEPTION LEARNING ACTIVITIES 109 ARTIFICIAL TACTILE DEVICE 109 ARTIFICIAL VISION DEVICE 112 ARTIFICIAL AUDITORY DEVICE 113 CONCLUSION AND OUTLOOK 114 ACKNOWLEDGMENTS 116 REFERENCES 116 4 NEUROMORPHIC DEVICES BASED ON CHALCOGENIDE MATERIALS 125 JIA CHEN, YIFAN LU, ZHE YANG, YI LI, AND XIANGSHUI MIAO 4.1 4.2 INTRODUCTION 125 OVONIC MEMORY SWITCHING (OMS) AND THRESHOLD SWITCHING (OTS) IN CHALCOGENIDE MATERIALS 126 4.3 4.4 4.5 4.6 ARTIFICIAL SYNAPSES BASED ON MS BEHAVIORS 129 ARTIFICIAL NEURONS BASED ON TS EFFECTS 136 HARDWARE NEURAL NETWORKS 139 SUMMARY AND OUTLOOK 143 REFERENCES 144 5 NEUROMORPHIC DEVICES BASED ON ORGANIC MATERIALS 149 JUNYAO ZHANG AND JIA HUANG 5.1 5.2 5.2.1 5.2.2 5.2.3 5.2.4 5.3 5.3.1 5.3.2 5.3.3 5.3.4 5.4 INTRODUCTION 149 TWO-TERMINAL ORGANIC NEUROMORPHIC DEVICES 149 METAL FILAMENT CONDUCTING-BASED MEMRISTORS 150 REDOX REACTION-BASED MEMRISTORS 152 ION MIGRATION-BASED MEMRISTORS 153 CHARGE TRAPPING-BASED MEMRISTORS 155 THREE-TERMINAL ORGANIC NEUROMORPHIC DEVICES 157 FLOATING-GATE TRANSISTORS 157 ELECTROLYTE-GATE TRANSISTORS 158 FERROELECTRIC-GATE TRANSISTORS 162 OPTOELECTRONIC TRANSISTORS 164 INNOVATIVE APPLICATIONS OF ORGANIC NEUROMORPHIC DEVICES FOR BIONIC PERCEPTION SYSTEMS 165 5.4.1 5.4.2 5.5 ARTIFICIAL VISUALIZATION SYSTEMS 166 TACTILE-PERCEPTION SYSTEMS 167 SUMMARY AND OUTLOOK 169 REFERENCES 170 VIII CONTENTS 6 NEUROMORPHIC COMPUTING SYSTEMS WITH EMERGING DEVICES 173 QIUMENG WEI, JIANSHI TANG, BIN GAO, XINYI LI, HE QIAN, AND HUAQIANG WU 6.1 6.1.1 6.1.2 6.1.3 INTRODUCTION 173 BACKGROUND INTRODUCTION 173 THE MOTIVATION FOR NEUROMORPHIC COMPUTING 174 PROGRESS AND CHALLENGES OF CMOS-BASED NEUROMORPHIC COMPUTING 174 6.1.4 6.2 6.2.1 6.2.2 6.2.3 6.2.4 6.2.4.1 6.2.4.2 6.2.4.3 6.3 6.3.1 6.3.1.1 6.3.1.2 6.3.2 6.3.2.1 6.3.2.2 6.3.3 6.4 6.4.1 6.4.2 6.4.3 6.4.4 6.4.5 6.5 PRINCIPLES OF MEMRISTORS 176 DNNS BASED ON SYNAPTIC DEVICES 178 DEVICE PERFORMANCE REQUIREMENTS 178 ARRAY DEMONSTRATIONS 179 CHIP AND SYSTEM IMPLEMENTATIONS 183 ARCHITECTURE AND ALGORITHM OPTIMIZATION 185 QUANTIZATION 185 NONIDEAL ANALOG SWITCHING CHARACTERISTICS 186 SYNAPTIC ARRAY SIZE 186 SNNS BASED ON NEUROMORPHIC DEVICES 187 LEARNING RULES AND MEMORY PRINCIPLES 188 SYNAPSES AND NEURONS IN SNNS 188 LEARNING ALGORITHMS AND BENCHMARKS FOR SNNS 188 SNNS WITH SYNAPTIC DEVICES AND NEURONAL DEVICES 189 SYNAPTIC DEVICES WITH PLASTICITY 189 NEURONAL DEVICES 191 SNN IMPLEMENTATIONS WITH SYNAPTIC ARRAYS 192 OTHER NEUROMORPHIC SYSTEMS 196 HYPERDIMENSIONAL COMPUTING 196 DENDRITIC COMPUTING 196 RESERVOIR COMPUTING 202 OSCILLATORY NEURAL NETWORK 203 HOPFIELD NEURAL NETWORK AND SIMULATED ANNEALING 203 SUMMARY AND OUTLOOK 204 REFERENCES 206 7 NEUROMORPHIC PERCEPTUAL SYSTEMS WITH EMERGING DEVICES 217 YING ZHU, CHANGJIN WAN, AND QING WAN 7.1 7.2 7.2.1 7.2.2 7.3 7.3.1 7.3.2 7.3.2.1 BACKGROUND 217 SENSATION AND PERCEPTION 218 FROM SENSATION TO PERCEPTION 218 PURSING ARTIFICIAL PERCEPTION BY NEUROMORPHIC DEVICES 219 IMPLEMENTATION OF ARTIFICIAL PERCEPTION 221 BUILDING BLOCK OF ARTIFICIAL PERCEPTION: ARTIFICIAL SENSORY NEURON 221 INTELLIGENT TASKS BASED ON ARTIFICIAL PERCEPTION 223 PATTERN RECOGNITION TASKS 224 CONTENTS IX 73.2.2 7.3.3 7.4 7.4.1 7.4.2 PROSTHETICS AND ROBOTICS APPLICATIONS 226 A ROADMAP TOWARD NEUROMORPHIC PERCEPTUAL SYSTEM 226 CHALLENGES AND PERSPECTIVES 228 CHALLENGES 228 CONCLUSIONS AND PERSPECTIVES 229 REFERENCES 229 INDEX 235
adam_txt	CONTENTS PREFACE XI 1 TWO-TERMINAL NEUROMORPHIC MEMRISTORS 1 HUI-KAI HE, HE-MING HUANG, AND RUI YANG 1.1 1.1.1 L.L.L.L 1.1.1.2 1.1.2 1.1.2.1 1.1.2.2 1.2 1.2.1 1.2.1.1 1.2.1.2 1.2.2 1.3 1.3.1 1.3.1.1 1.3.1.2 1.3.2 1.3.2.1 1.3.2.2 1.4 1.4.1 1.4.2 1.5 MEMRISTIVE DEVICES 1 MEMRISTIVE DEVICE STRUCTURE AND MATERIALS 1 MEMRISTIVE DEVICE STRUCTURE 1 MEMRISTIVE MATERIALS 2 RESISTIVE SWITCHING BEHAVIOR 4 VOLATILE RESISTIVE SWITCHING 5 NONVOLATILE RESISTIVE SWITCHING 7 RESISTIVE SWITCHING MECHANISMS 7 FILAMENTARY-TYPE RESISTIVE SWITCHING 8 CATION MIGRATION-RELATED FILAMENTS 8 ANION MIGRATION-RELATED FILAMENTS 11 INTERFACE-TYPE RESISTIVE SWITCHING 14 MEMRISTIVE BIOINSPIRED DEVICES 17 MEMRISTIVE SYNAPSES 18 SHORT-TERM MEMRISTIVE SYNAPSES 20 LONG-TERM MEMRISTIVE SYNAPSES 23 MEMRISTIVE NEURONS 27 BIOPLAUSIBLE MEMRISTIVE NEURONS 31 BIOPHYSICAL MEMRISTIVE NEURONS 34 MEMRISTIVE NEURAL NETWORKS 36 MEMRISTIVE ANN COMPUTING 36 MEMRISTIVE SNN COMPUTING 39 SUMMARY AND OUTLOOK 41 REFERENCES 42 2 SPINTRONIC NEUROMORPHIC DEVICES 47 DEMING ZHANG, SAI LI, XINRAN WANG, AO DU, WANG KANG, LANG ZENG, AND WEISHENG ZHAO 2.1 2.2 INTRODUCTION 47 MAGNETIC TUNNEL JUNCTION FOR NEUROMORPHIC COMPUTING 48 VI CONTENTS 2.2.1 DEVICE STRUCTURE AND THE WRITE/READ OPERATION 48 2.2.1.1 BINARY MAGNETIC TUNNEL JUNCTION 48 2.2.1.2 MULTI-LEVEL SPINTRONIC MEMRISTOR 49 2.2.2 WORKING AS THE SYNAPTIC DEVICE 51 2.2.2.1 STOCHASTIC BINARY SYNAPTIC DEVICE 51 2.2.2.2 ANALOG-LIKE SYNAPTIC DEVICE 52 2.2.3 WORKING AS THE NEURAL DEVICE 54 2.2.3.1 SPIKING NEURAL DEVICE 54 2.2.3.2 ARTIFICIAL NEURAL DEVICE 57 2.2.4 ALL-SPIN NEURAL NETWORK 61 2.2.4.1 ALL-SPIN ARTIFICIAL NEURAL NETWORK WITH COMPOUND SCHEME 61 2.2.4.2 ALL-SPIN SPIKING NEURAL NETWORK WITH SPINTRONIC MEMRISTOR 62 2.2.5 SUMMARY AND OUTLOOK 62 2.3 SKYRMION-BASED NEUROMORPHIC COMPUTING 62 2.3.1 THE INTRODUCTION OF SKYRMIONS 62 2.3.2 SKYRMION-BASED SYNAPSE DEVICES 64 2.3.3 SKYRMION-BASED NEURON DEVICES 65 2.3.4 SKYRMION-BASED RESERVOIR COMPUTING 67 2.3.5 SKYRMION-BASED STOCHASTIC COMPUTING 68 2.3.6 CHALLENGES AND PERSPECTIVES 69 2.4 SPIN TORQUE OSCILLATORS FOR NEUROMORPHIC COMPUTING 72 2.4.1 INTRODUCTION TO SPIN TORQUE OSCILLATOR 72 2.4.2 ASSOCIATIVE MEMORY BASED ON INJECTION LOCKING OF STO 73 2.4.3 RESERVOIR COMPUTING BASED ON STO 74 2.4.4 RECURRENT NEURAL NETWORK BASED ON DELAYED FEEDBACK OF STO 75 2.4.5 NEUROMORPHIC COMPUTING BASED ON THE SYNCHRONIZATION OF STO 77 2.4.6 PROBLEMS AND PERSPECTIVES 77 2.5 CONCLUSION AND OUTLOOK 80 REFERENCES 80 3 MULTITERMINAL NEUROMORPHIC DEVICES WITH COGNITIVE BEHAVIORS 91 LI QIANG ZHU, JIA CHENG CAI, ZHENG YU REN, WEN XIONG, AND QING WAN 3.1 INTRODUCTION 91 3.2 MULTITERMINAL NEUROMORPHIC MEMRISTORS 92 3.2.1 MEMRISTOR-BASED NEUROMORPHIC DEVICES 92 3.2.2 MULTITERMINAL MEMRISTOR FOR NEUROMORPHIC SYSTEM 96 3.2.2.1 SYNAPTIC COMPETITION AND COOPERATION ON MULTITERMINAL MEMRISTOR 96 3.2.2.2 HETEROSYNAPTIC PLASTICITY ON MULTITERMINAL MEMRISTOR 97 3.2.2.3 MULTITERMINAL MEMTRANSISTOR 98 3.3 MULTITERMINAL NEUROMORPHIC TRANSISTORS 99 3.3.1 NEURON TRANSISTORS 99 3.3.2 NEUROMORPHIC DEVICES FOR CHEMICAL BIOSENSOR APPLICATIONS 101 33.2.1 CHEMICAL BIOSENSORS 101 33.2.2 NEURON TRANSISTORS FOR CHEMICAL BIOSENSOR 102 CONTENTS I VII 3.3.23 3.3.3 3.3.3.1 3.33.2 3.3.33 3.33.4 3.4 3.4.1 3.4.2 3.4.3 3.5 MULTI-GATE NEUROMORPHIC TRANSISTOR FOR PH SENSOR 103 DENDRITIC ALGORITHM ON MULTITERMINAL NEUROMORPHIC TRANSISTORS 103 EGT-BASED NEUROMORPHIC TRANSISTORS 103 MULTI-GATE NEUROMORPHIC TRANSISTOR 105 DENDRITE NEURON AND DENDRITIC ALGORITHM 106 MULTI-GATE NEUROMORPHIC TRANSISTOR FOR PATTERN RECOGNITION 109 NEUROMORPHIC TRANSISTORS FOR PERCEPTION LEARNING ACTIVITIES 109 ARTIFICIAL TACTILE DEVICE 109 ARTIFICIAL VISION DEVICE 112 ARTIFICIAL AUDITORY DEVICE 113 CONCLUSION AND OUTLOOK 114 ACKNOWLEDGMENTS 116 REFERENCES 116 4 NEUROMORPHIC DEVICES BASED ON CHALCOGENIDE MATERIALS 125 JIA CHEN, YIFAN LU, ZHE YANG, YI LI, AND XIANGSHUI MIAO 4.1 4.2 INTRODUCTION 125 OVONIC MEMORY SWITCHING (OMS) AND THRESHOLD SWITCHING (OTS) IN CHALCOGENIDE MATERIALS 126 4.3 4.4 4.5 4.6 ARTIFICIAL SYNAPSES BASED ON MS BEHAVIORS 129 ARTIFICIAL NEURONS BASED ON TS EFFECTS 136 HARDWARE NEURAL NETWORKS 139 SUMMARY AND OUTLOOK 143 REFERENCES 144 5 NEUROMORPHIC DEVICES BASED ON ORGANIC MATERIALS 149 JUNYAO ZHANG AND JIA HUANG 5.1 5.2 5.2.1 5.2.2 5.2.3 5.2.4 5.3 5.3.1 5.3.2 5.3.3 5.3.4 5.4 INTRODUCTION 149 TWO-TERMINAL ORGANIC NEUROMORPHIC DEVICES 149 METAL FILAMENT CONDUCTING-BASED MEMRISTORS 150 REDOX REACTION-BASED MEMRISTORS 152 ION MIGRATION-BASED MEMRISTORS 153 CHARGE TRAPPING-BASED MEMRISTORS 155 THREE-TERMINAL ORGANIC NEUROMORPHIC DEVICES 157 FLOATING-GATE TRANSISTORS 157 ELECTROLYTE-GATE TRANSISTORS 158 FERROELECTRIC-GATE TRANSISTORS 162 OPTOELECTRONIC TRANSISTORS 164 INNOVATIVE APPLICATIONS OF ORGANIC NEUROMORPHIC DEVICES FOR BIONIC PERCEPTION SYSTEMS 165 5.4.1 5.4.2 5.5 ARTIFICIAL VISUALIZATION SYSTEMS 166 TACTILE-PERCEPTION SYSTEMS 167 SUMMARY AND OUTLOOK 169 REFERENCES 170 VIII CONTENTS 6 NEUROMORPHIC COMPUTING SYSTEMS WITH EMERGING DEVICES 173 QIUMENG WEI, JIANSHI TANG, BIN GAO, XINYI LI, HE QIAN, AND HUAQIANG WU 6.1 6.1.1 6.1.2 6.1.3 INTRODUCTION 173 BACKGROUND INTRODUCTION 173 THE MOTIVATION FOR NEUROMORPHIC COMPUTING 174 PROGRESS AND CHALLENGES OF CMOS-BASED NEUROMORPHIC COMPUTING 174 6.1.4 6.2 6.2.1 6.2.2 6.2.3 6.2.4 6.2.4.1 6.2.4.2 6.2.4.3 6.3 6.3.1 6.3.1.1 6.3.1.2 6.3.2 6.3.2.1 6.3.2.2 6.3.3 6.4 6.4.1 6.4.2 6.4.3 6.4.4 6.4.5 6.5 PRINCIPLES OF MEMRISTORS 176 DNNS BASED ON SYNAPTIC DEVICES 178 DEVICE PERFORMANCE REQUIREMENTS 178 ARRAY DEMONSTRATIONS 179 CHIP AND SYSTEM IMPLEMENTATIONS 183 ARCHITECTURE AND ALGORITHM OPTIMIZATION 185 QUANTIZATION 185 NONIDEAL ANALOG SWITCHING CHARACTERISTICS 186 SYNAPTIC ARRAY SIZE 186 SNNS BASED ON NEUROMORPHIC DEVICES 187 LEARNING RULES AND MEMORY PRINCIPLES 188 SYNAPSES AND NEURONS IN SNNS 188 LEARNING ALGORITHMS AND BENCHMARKS FOR SNNS 188 SNNS WITH SYNAPTIC DEVICES AND NEURONAL DEVICES 189 SYNAPTIC DEVICES WITH PLASTICITY 189 NEURONAL DEVICES 191 SNN IMPLEMENTATIONS WITH SYNAPTIC ARRAYS 192 OTHER NEUROMORPHIC SYSTEMS 196 HYPERDIMENSIONAL COMPUTING 196 DENDRITIC COMPUTING 196 RESERVOIR COMPUTING 202 OSCILLATORY NEURAL NETWORK 203 HOPFIELD NEURAL NETWORK AND SIMULATED ANNEALING 203 SUMMARY AND OUTLOOK 204 REFERENCES 206 7 NEUROMORPHIC PERCEPTUAL SYSTEMS WITH EMERGING DEVICES 217 YING ZHU, CHANGJIN WAN, AND QING WAN 7.1 7.2 7.2.1 7.2.2 7.3 7.3.1 7.3.2 7.3.2.1 BACKGROUND 217 SENSATION AND PERCEPTION 218 FROM SENSATION TO PERCEPTION 218 PURSING ARTIFICIAL PERCEPTION BY NEUROMORPHIC DEVICES 219 IMPLEMENTATION OF ARTIFICIAL PERCEPTION 221 BUILDING BLOCK OF ARTIFICIAL PERCEPTION: ARTIFICIAL SENSORY NEURON 221 INTELLIGENT TASKS BASED ON ARTIFICIAL PERCEPTION 223 PATTERN RECOGNITION TASKS 224 CONTENTS IX 73.2.2 7.3.3 7.4 7.4.1 7.4.2 PROSTHETICS AND ROBOTICS APPLICATIONS 226 A ROADMAP TOWARD NEUROMORPHIC PERCEPTUAL SYSTEM 226 CHALLENGES AND PERSPECTIVES 228 CHALLENGES 228 CONCLUSIONS AND PERSPECTIVES 229 REFERENCES 229 INDEX 235
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genre_facet	Aufsatzsammlung
id	DE-604.BV048247044
illustrated	Illustrated
index_date	2024-07-03T19:56:06Z
indexdate	2024-07-10T09:33:01Z
institution	BVB
institution_GND	(DE-588)16179388-5
isbn	9783527349791 3527349790
language	English
oai_aleph_id	oai:aleph.bib-bvb.de:BVB01-033627408
oclc_num	1302757286
open_access_boolean
owner	DE-703 DE-573
owner_facet	DE-703 DE-573
physical	xii, 244 Seiten Illustrationen, Diagramme 25 cm, 640 g
publishDate	2022
publishDateSearch	2022
publishDateSort	2022
publisher	Wiley-VCH
record_format	marc
spelling	Neuromorphic devices for brain-inspired computing artificial intelligence, perception, and robotics edited by Qing Wan and Yi Shi Weinheim, Germany Wiley-VCH [2022] xii, 244 Seiten Illustrationen, Diagramme 25 cm, 640 g txt rdacontent n rdamedia nc rdacarrier Literaturangaben Neuronales Netz (DE-588)4226127-2 gnd rswk-swf Biowissenschaften Electrical & Electronics Engineering Electronic Materials Elektronische Materialien Elektrotechnik u. Elektronik Life Sciences Materials Science Materialwissenschaften Neural Networks Neuronale Netze Neuroscience Neurowissenschaften EE77: Neuronale Netze LSA0: Neurowissenschaften MS40: Elektronische Materialien AI KI Künstliche Intelligenz Neuromorphic Engineering (DE-588)4143413-4 Aufsatzsammlung gnd-content Neuronales Netz (DE-588)4226127-2 s DE-604 Wan, Qing (DE-588)1253240299 edt Shi, Yi edt Wiley-VCH (DE-588)16179388-5 pbl Erscheint auch als Online-Ausgabe, PDF 978-3-527-83529-4 Erscheint auch als Online-Ausgabe, EPUB 978-3-527-83530-0 Erscheint auch als Online-Ausgabe 978-3-527-83531-7 X:MVB http://www.wiley-vch.de/publish/dt/books/ISBN978-3-527-34979-1/ B:DE-101 application/pdf https://d-nb.info/1238381723/04 Inhaltsverzeichnis DNB Datenaustausch application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=033627408&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis 1\p dnb 20220411 DE-101 https://d-nb.info/provenance/plan#dnb
spellingShingle	Neuromorphic devices for brain-inspired computing artificial intelligence, perception, and robotics Neuronales Netz (DE-588)4226127-2 gnd
subject_GND	(DE-588)4226127-2 (DE-588)4143413-4
title	Neuromorphic devices for brain-inspired computing artificial intelligence, perception, and robotics
title_auth	Neuromorphic devices for brain-inspired computing artificial intelligence, perception, and robotics
title_exact_search	Neuromorphic devices for brain-inspired computing artificial intelligence, perception, and robotics
title_exact_search_txtP	Neuromorphic devices for brain-inspired computing artificial intelligence, perception, and robotics
title_full	Neuromorphic devices for brain-inspired computing artificial intelligence, perception, and robotics edited by Qing Wan and Yi Shi
title_fullStr	Neuromorphic devices for brain-inspired computing artificial intelligence, perception, and robotics edited by Qing Wan and Yi Shi
title_full_unstemmed	Neuromorphic devices for brain-inspired computing artificial intelligence, perception, and robotics edited by Qing Wan and Yi Shi
title_short	Neuromorphic devices for brain-inspired computing
title_sort	neuromorphic devices for brain inspired computing artificial intelligence perception and robotics
title_sub	artificial intelligence, perception, and robotics
topic	Neuronales Netz (DE-588)4226127-2 gnd
topic_facet	Neuronales Netz Aufsatzsammlung
url	http://www.wiley-vch.de/publish/dt/books/ISBN978-3-527-34979-1/ https://d-nb.info/1238381723/04 http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=033627408&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA
work_keys_str_mv	AT wanqing neuromorphicdevicesforbraininspiredcomputingartificialintelligenceperceptionandrobotics AT shiyi neuromorphicdevicesforbraininspiredcomputingartificialintelligenceperceptionandrobotics AT wileyvch neuromorphicdevicesforbraininspiredcomputingartificialintelligenceperceptionandrobotics

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