Advances in Neuromorphic Hardware Exploiting Emerging by Manan Suri

By Manan Suri

This e-book covers all significant facets of state of the art examine within the box of neuromorphic engineering regarding rising nanoscale units. detailed emphasis is given to major works in hybrid low-power CMOS-Nanodevice layout. The ebook bargains readers a bidirectional (top-down and bottom-up) standpoint on designing effective bio-inspired undefined. on the nanodevice point, it specializes in numerous flavors of rising resistive reminiscence (RRAM) know-how. 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 complicated real-world functions. The publication is suited to either complex researchers and scholars drawn to the field.

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