Manan Suri's Advances in Neuromorphic Hardware Exploiting Emerging PDF

By Manan Suri

This e-book covers all significant elements of state of the art examine within the box of neuromorphic engineering related to rising nanoscale units. particular emphasis is given to best works in hybrid low-power CMOS-Nanodevice layout. The e-book bargains readers a bidirectional (top-down and bottom-up) point of view on designing effective bio-inspired undefined. on the nanodevice point, it specializes in quite a few flavors of rising resistive reminiscence (RRAM) know-how. on the set of rules point, it addresses optimized implementations of supervised and stochastic studying paradigms comparable to: spike-time-dependent plasticity (STDP), long term potentiation (LTP), long term melancholy (LTD), severe studying machines (ELM) and early adoptions of constrained Boltzmann machines (RBM) to call a couple of. The contributions speak about system-level power/energy/parasitic trade-offs, and intricate real-world purposes. The ebook is fitted to either complex researchers and scholars attracted to the field.

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Advances in Neuromorphic Hardware Exploiting Emerging Nanoscale Devices (Cognitive Systems Monographs) by Manan Suri

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