Neuromorphic Circuits for Nanoscale Devices

Nanoscale devices have different physical properties that can be used to design neuromorphic circuits for non-volatile memory, neural network training/learning, and image processing. This book discusses recent research papers on how to utilize these principles for these applications.

Format: Hardback
Length: 300 pages
Publication date: 20 February 2019
Publisher: River Publishers

Due to their unique physical characteristics, nanoscale devices have garnered significant attention from both industry and academia. These devices operate based on principles that differ from conventional CMOS transistors, offering advantages in designing specific classes of circuits. Neuromorphic Circuits for Nanoscale Devices presents a collection of recent research papers that have been presented at international conferences and journals. The aim of this book is to provide insights into how the operational principles of nanoscale devices can be leveraged to design neuromorphic circuits for diverse applications, including non-volatile memory, neural network training and learning, and image processing.

The book covers various topics related to nanoscale devices, such as:

Nanoscale Crossbar Memory Design: This topic explores the design of crossbar memory systems for nanoscale devices, which are promising for high-performance computing applications.

Q-Learning and Value Iteration using Nanoscale Devices: This section discusses the use of nanoscale devices for implementing Q-learning algorithms, a machine learning technique for solving complex problems.

Image Processing and Computer Vision Applications for Nanoscale Devices: This chapter explores the potential of nanoscale devices in image processing and computer vision tasks, such as image recognition, object detection, and facial recognition.

Nanoscale Devices based Cellular Nonlinear/Neural Networks: This topic examines the use of nanoscale devices to implement cellular nonlinear/neural networks, which are inspired by the biological neural networks of the brain.

By exploring these topics, Neuromorphic Circuits for Nanoscale Devices provides valuable insights into the potential applications of nanoscale devices in various fields, including electronics, computing, and healthcare. The book is a valuable resource for researchers, engineers, and students interested in advancing the development of nanoscale technologies.

Weight: 774g
Dimension: 165 x 241 x 28 (mm)
ISBN-13: 9788770220606