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Advances in Neuromorphic Hardware Exploiting Emerging Nanoscale Devices
Údaje o názvu Advances in Neuromorphic Hardware Exploiting Emerging Nanoscale Devices [electronic resource] / edited by Manan Suri. Nakladatel New Delhi : Springer India : Imprint: Springer, 2017. Fyz.popis XIII, 210 p. 123 illus. online resource. ISBN 9788132237037 Edice Cognitive Systems Monographs, ISSN 1867-4925 ; 31 Úplný obsah 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. Poznámky k dostupnosti Přístup pouze pro oprávněné uživatele Dal.odpovědnost Suri, Manan. Dal.odpovědnost SpringerLink (Online service) Předmět.hesla Engineering. * User interfaces (Computer systems). * Computational intelligence. * Nanotechnology. * Electronic circuits. Forma, žánr elektronické knihy electronic books Země vyd. Indie Jazyk dok. angličtina Druh dok. Elektronické knihy URL Plný text pro studenty a zaměstnance UPOL kniha
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.
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.
Počet záznamů: 1