Advances in Neuromorphic Hardware Exploiting Emerging Nanoscale Devices by Manan Suri

Advances in Neuromorphic Hardware Exploiting Emerging Nanoscale Devices by Manan Suri

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.

Manan Suri leads the NVM and Neuromorphic Research Group at IIT-Delhi. His research interests include Semiconductor Non-Volatile Memory (NVM) Technology and its Advanced Applications (Neuromorphic, AI, Security, Computing, Sensing, etc.) Dr. Suri has been globally recognized as a leading DeepTech Innovator. He was selected by MIT Technology Review as one of the Top 35 Global Innovators Under 35 (MIT-TR 35 Global List) and one of the Top 10 Indian Innovators Under 35 (MIT-TR 35 India List). Dr. Suri received the prestigious IEEE EDS Early Career Award (2018), Young Scientist Award (2017) from The National Academy of Sciences, Young Engineers Award (2016), from The Institution of Engineers, and Laureat du Prix (2014) from the French Nanosciences Foundation. Dr. Suri has filed several patents, authored 60+ publications and delivered 40+ Invited talks. Dr. Suri is a visiting scientist at CNRS France. He serves as an advisor to leading AI/Neuromorphic and NVM hardware companies. He has worked at NXP Semiconductors, Belgium and CEA-LETI, France in past. Dr. Suri received his PhD from INP-Grenoble, France and Masters/Bachelors from Cornell University, USA.

SKU	Unavailable
ISBN 13	9788132238904
ISBN 10	8132238907
Title	Advances in Neuromorphic Hardware Exploiting Emerging Nanoscale Devices
Author	Manan Suri
Series	Cognitive Systems Monographs
Condition	Unavailable
Binding Type	Paperback
Publisher	Springer, India, Private Ltd
Year published	2018-07-13
Number of pages	210
Cover note	Book picture is for illustrative purposes only, actual binding, cover or edition may vary.