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書名 Advances in neuromorphic hardware exploiting emerging nanoscale devices [electronic resource] / edited by Manan Suri
出版項 New Delhi : Springer India : Imprint: Springer, 2017
國際標準書號 9788132237037 (electronic bk.)
9788132237013 (paper)
國際標準號碼 10.1007/978-81-322-3703-7 doi
book jacket
說明 xiii, 210 p. : ill., digital ; 24 cm
系列 Cognitive systems monographs, 1867-4925 ; v.31
Cognitive systems monographs ; v.31
附註 Phase Change Memory for Neuromorphics -- Filamentary resistive memory for Neuromorphics -- Metal oxide based memory for Neuromorphics -- Nano Organic Transistors for Neuromorphics -- Neuromorphic System design -- Neuromorphic System and algorithms optimization -- Memristor Technology for Neuromorphics -- PCMO based devices for Neuromorphics -- Resistive Memory for Neuromorphics -- Overall Perspective on Neuromorphic Hardware
This book covers all major aspects of cutting-edge research in the field of neuromorphic hardware engineering involving emerging nanoscale devices. Special emphasis is given to leading works in hybrid low-power CMOS-Nanodevice design. The book offers readers a bidirectional (top-down and bottom-up) perspective on designing efficient bio-inspired hardware. At the nanodevice level, it focuses on various flavors of emerging resistive memory (RRAM) technology. At the algorithm level, it addresses optimized implementations of supervised and stochastic learning paradigms such as: spike-time-dependent plasticity (STDP), long-term potentiation (LTP), long-term depression (LTD), extreme learning machines (ELM) and early adoptions of restricted Boltzmann machines (RBM) to name a few. The contributions discuss system-level power/energy/parasitic trade-offs, and complex real-world applications. The book is suited for both advanced researchers and students interested in the field
Host Item Springer eBooks
主題 Neural networks (Computer science)
Computer architecture
Analog CMOS integrated circuits
Engineering
Circuits and Systems
User Interfaces and Human Computer Interaction
Computational Intelligence
Nanotechnology and Microengineering
Alt Author Suri, Manan
SpringerLink (Online service)
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