Synaptic Plasticity for Neuromorphic Systems

Synaptic Plasticity for Neuromorphic Systems
Author :
Publisher : Frontiers Media SA
Total Pages : 178
Release :
ISBN-10 : 9782889198771
ISBN-13 : 2889198774
Rating : 4/5 (71 Downloads)

Book Synopsis Synaptic Plasticity for Neuromorphic Systems by : Christian Mayr

Download or read book Synaptic Plasticity for Neuromorphic Systems written by Christian Mayr and published by Frontiers Media SA. This book was released on 2016-06-26 with total page 178 pages. Available in PDF, EPUB and Kindle. Book excerpt: One of the most striking properties of biological systems is their ability to learn and adapt to ever changing environmental conditions, tasks and stimuli. It emerges from a number of different forms of plasticity, that change the properties of the computing substrate, mainly acting on the modification of the strength of synaptic connections that gate the flow of information across neurons. Plasticity is an essential ingredient for building artificial autonomous cognitive agents that can learn to reliably and meaningfully interact with the real world. For this reason, the neuromorphic community at large has put substantial effort in the design of different forms of plasticity and in putting them to practical use. These plasticity forms comprise, among others, Short Term Depression and Facilitation, Homeostasis, Spike Frequency Adaptation and diverse forms of Hebbian learning (e.g. Spike Timing Dependent Plasticity). This special research topic collects the most advanced developments in the design of the diverse forms of plasticity, from the single circuit to the system level, as well as their exploitation in the implementation of cognitive systems.


Synaptic Plasticity for Neuromorphic Systems Related Books

Synaptic Plasticity for Neuromorphic Systems
Language: en
Pages: 178
Authors: Christian Mayr
Categories: Neurosciences. Biological psychiatry. Neuropsychiatry
Type: BOOK - Published: 2016-06-26 - Publisher: Frontiers Media SA

DOWNLOAD EBOOK

One of the most striking properties of biological systems is their ability to learn and adapt to ever changing environmental conditions, tasks and stimuli. It e
Translational Research in Traumatic Brain Injury
Language: en
Pages: 388
Authors: Daniel Laskowitz
Categories: Medical
Type: BOOK - Published: 2016-04-21 - Publisher: CRC Press

DOWNLOAD EBOOK

Traumatic brain injury (TBI) remains a significant source of death and permanent disability, contributing to nearly one-third of all injury related deaths in th
Neuromorphic Devices for Brain-inspired Computing
Language: en
Pages: 258
Authors: Qing Wan
Categories: Technology & Engineering
Type: BOOK - Published: 2022-05-16 - Publisher: John Wiley & Sons

DOWNLOAD EBOOK

Explore the cutting-edge of neuromorphic technologies with applications in Artificial Intelligence In Neuromorphic Devices for Brain-Inspired Computing: Artific
Memristor and Memristive Neural Networks
Language: en
Pages: 326
Authors: Alex James
Categories: Computers
Type: BOOK - Published: 2018-04-04 - Publisher: BoD – Books on Demand

DOWNLOAD EBOOK

This book covers a range of models, circuits and systems built with memristor devices and networks in applications to neural networks. It is divided into three
Spiking Neuron Models
Language: en
Pages: 498
Authors: Wulfram Gerstner
Categories: Computers
Type: BOOK - Published: 2002-08-15 - Publisher: Cambridge University Press

DOWNLOAD EBOOK

Neurons in the brain communicate by short electrical pulses, the so-called action potentials or spikes. How can we understand the process of spike generation? H