Advances in Neuromorphic Hardware Exploiting Emerging by Manan Suri

By Manan Suri

This publication covers all significant features of state-of-the-art study within the box of neuromorphic engineering related to rising nanoscale units. unique emphasis is given to major works in hybrid low-power CMOS-Nanodevice layout. The booklet bargains readers a bidirectional (top-down and bottom-up) point of view on designing effective bio-inspired undefined. on the nanodevice point, it makes a speciality of a variety of 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 speak about system-level power/energy/parasitic trade-offs, and intricate real-world functions. The ebook is suited to either complex researchers and scholars attracted to the field.

Show description

Read Online or Download Advances in Neuromorphic Hardware Exploiting Emerging Nanoscale Devices PDF

Best user experience & usability books

Expanding the Frontiers of Visual Analytics and Visualization

The sphere of special effects combines reveal undefined, software program, and interactive strategies to be able to demonstrate and have interaction with information generated via functions. Visualization is anxious with exploring info and data graphically in one of these approach as to realize details from the knowledge and be sure value.

Managing Electronic Services: A Public Sector Perspective

Digital provider administration is an rising idea. It covers the organisational, financial technical and consumer concerns concerned whilst integrating the advance of digital prone. this can be quite vital (and extra complex) inside of public zone organizations. dealing with digital providers offers a simple to learn and useful advisor to portal-electronic prone improvement within the public area.

Accessibility Handbook: Making 508 Compliant Websites

Get useful directions for making your web site available to individuals with disabilities. With this instruction manual, you will how one can layout or increase a domain that conforms to part 508 of the USA Rehabilitation Act - and within the strategy you will discover tips on how to supply a greater person event for everybody.

Extra resources for Advances in Neuromorphic Hardware Exploiting Emerging Nanoscale Devices

Sample text

Hebbian-type plasticity implies that the synaptic weight evolution dwi j /dt depends on the product of the activity of the pre-neuron (ai ) and post-neuron (a j ) as follows: dwi j ∝ ai · a j (1) dt This type of plasticity is defined in biology as homosynaptic plasticity [37]. , rate coding or temporal coding, refinement (or particular cases) of Hebb’s rule can be formulated such as spike rate-dependent plasticity (SRDP) or spike timing-dependent plasticity (STDP) with neuron activity defined as the mean firing rate or the spike timing, respectively.

Adv. Funct. Mater. 25(27), 4290–4299 (2015) 18. : A triplet spike-timing-dependent plasticity model generalizes the bienenstock-cooper-munro rule to higher-order spatiotemporal correlations. Proc. Natl. Acad. Sci. 108(48), 19383–19388 (2011) 19. : The first stage of perception: growth of the assembly. Org. Behav. 60–78 (1949) 20. : Simple model of spiking neurons. IEEE Trans. Neural Netw. 14(6), 1569–1572 (2003) 21. : Experimental demonstration of a second-order memristor and its ability to biorealistically implement synaptic plasticity.

Nanotechnol. 10(5), 1066–1073 (2011) 12. : Oxide double-layer nanocrossbar for ultrahigh-density bipolar resistive memory. Adv. Mater. 23(35), 4063–4067 (2011a) 13. : Synaptic behaviors and modeling of a metal oxide memristive device. Appl. Phys. A 102(4), 857–863 (2011b) 14. : Connectivity reflects coding: a model of voltage-based stdp with homeostasis. Nat. Neurosci. 13(3), 344–352 (2010) 15. : H+-type and oh–type biological protonic semiconductors and complementary devices. Sci. Rep. 3 (2013) 16.

Download PDF sample

Rated 4.08 of 5 – based on 38 votes