03793nam 22005895 450 991016311950332120200704094403.081-322-3703-X10.1007/978-81-322-3703-7(CKB)3710000001033217(DE-He213)978-81-322-3703-7(MiAaPQ)EBC4790542(PPN)198342462(EXLCZ)99371000000103321720170123d2017 u| 0engurnn#008mamaatxtrdacontentcrdamediacrrdacarrierAdvances in Neuromorphic Hardware Exploiting Emerging Nanoscale Devices[electronic resource] /edited by Manan Suri1st ed. 2017.New Delhi :Springer India :Imprint: Springer,2017.1 online resource (xiii, 210 p.) 123 illusCognitive Systems Monographs,1867-4925 ;3181-322-3701-3 Includes bibliographical references.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.Cognitive Systems Monographs,1867-4925 ;31Electronic circuitsUser interfaces (Computer systems)Computational intelligenceNanotechnologyCircuits and Systemshttps://scigraph.springernature.com/ontologies/product-market-codes/T24068User Interfaces and Human Computer Interactionhttps://scigraph.springernature.com/ontologies/product-market-codes/I18067Computational Intelligencehttps://scigraph.springernature.com/ontologies/product-market-codes/T11014Nanotechnology and Microengineeringhttps://scigraph.springernature.com/ontologies/product-market-codes/T18000Electronic circuits.User interfaces (Computer systems).Computational intelligence.Nanotechnology.Circuits and Systems.User Interfaces and Human Computer Interaction.Computational Intelligence.Nanotechnology and Microengineering.621.3815Suri Mananedthttp://id.loc.gov/vocabulary/relators/edtBOOK9910163119503321Advances in Neuromorphic Hardware Exploiting Emerging Nanoscale Devices2126476UNINA