Manan Suri's Advances in Neuromorphic Hardware Exploiting Emerging PDF

By Manan Suri

This ebook covers all significant points of state-of-the-art study within the box of neuromorphic engineering concerning rising nanoscale units. exact emphasis is given to prime works in hybrid low-power CMOS-Nanodevice layout. The e-book bargains readers a bidirectional (top-down and bottom-up) viewpoint on designing effective bio-inspired undefined. on the nanodevice point, it makes a speciality of quite a few flavors of rising resistive reminiscence (RRAM) expertise. on the set of rules point, it addresses optimized implementations of supervised and stochastic studying paradigms equivalent to: spike-time-dependent plasticity (STDP), long term potentiation (LTP), long term melancholy (LTD), severe studying machines (ELM) and early adoptions of limited Boltzmann machines (RBM) to call a couple of. The contributions talk about system-level power/energy/parasitic trade-offs, and intricate real-world functions. The booklet is suited to either complicated researchers and scholars drawn 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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