Download e-book for iPad: Advances in Neuromorphic Hardware Exploiting Emerging by Manan Suri

By Manan Suri

ISBN-10: 8132237013

ISBN-13: 9788132237013

ISBN-10: 813223703X

ISBN-13: 9788132237037

This e-book covers all significant features of state-of-the-art learn within the box of neuromorphic engineering concerning rising nanoscale units. distinctive emphasis is given to top works in hybrid low-power CMOS-Nanodevice layout. The e-book deals readers a bidirectional (top-down and bottom-up) standpoint on designing effective bio-inspired undefined. on the nanodevice point, it makes a speciality of 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 akin 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 number of. The contributions talk about system-level power/energy/parasitic trade-offs, and intricate real-world functions. The ebook is suited to either complex researchers and scholars drawn to the field.

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Dominique Vuillaume for careful reading of the manuscript and Dr. Damien Querlioz for fruitful discussions. This work was supported by ANR-12PDOC- 0027-01 (Grant DINAMO). References 1. : Synaptic depression and cortical gain control. Science 275(5297), 221–224 (1997) 2. : Synaptic plasticity: taming the beast. Nat. Neurosci. 3, 1178–1183 (2000) 42 S. La Barbera and F. Alibart 3. : An organic nanoparticle transistor behaving as a biological spiking synapse. Adv. Funct. Mater. 20(2), 330–337 (2010) 4.

Synaptic depression and cortical gain control. Science 275(5297), 221–224 (1997) 2. : Synaptic plasticity: taming the beast. Nat. Neurosci. 3, 1178–1183 (2000) 42 S. La Barbera and F. Alibart 3. : An organic nanoparticle transistor behaving as a biological spiking synapse. Adv. Funct. Mater. 20(2), 330–337 (2010) 4. : Synaptic modifications in cultured hippocampal neurons: dependence on spike timing, synaptic strength, and postsynaptic cell type. J. Neurosci. 18(24), 10464–10472 (1998) 5. : Theory for the development of neuron selectivity: orientation specificity and binocular interaction in visual cortex.

A On the right: the modulated second-order state variable exhibits short-term dynamics and naturally encodes information on the relative timing and synapse activity. , each spike consists of a programming pulse and a heating pulse) [21]. b On the right Simulation results illustrating how the short-term behavior affected long-term weight change. The difference in long-term weight is caused by the different values of residue of the second state variable at the moment when the second pulse is applied.

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Advances in Neuromorphic Hardware Exploiting Emerging Nanoscale Devices by Manan Suri


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