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Informationen zum Autor Alan A. Stocker is the author of Analog VLSI Circuits for the Perception of Visual Motion , published by Wiley. Klappentext Although it is now possible to integrate many millions of transistors on a single chip, traditional digital circuit technology is now reaching its limits, facing problems of cost and technical efficiency when scaled down to ever-smaller feature sizes. The analysis of biological neutral systems, especially for visual processing, has allowed angineers to better understand how complex network can effictively process large amounts of information, whilst dealing with difficult computational challenges.Analog and parallel processing are key characteristics of biological neutral networks. Analog VLSI circuits using the same features can therefore be developed to emulate brain-style processing. Using standard CMOS technology, they can be cheaply manufactured, permitting efficient industrial and consumer applications in robotics and mobile electronics.This book explores the theory, design and implementation of analog VLSI circuits, inspired by visual motion processing in biological neutral networks. Using a novel approach pioneered by the author himself, Stocker explains in detail the construction of a series of electronic chips, providing the reader with a valuable practical insight into the technology.Analog VLSI Circuits for the Perception of Visual Motion:* analyzes the computational problems in visual motion perception;* examines the issue of optimization in analog networks through high level processes such as motion segmentation and selective attention;* demonstrates network implementation in anallog VLSI CMOS technology to provide computationally efficient devices;* sets out measurements of final hardware implementation;* illustrates the similarities of the presented circuits with the human visual motion perception system;* includes an accompanying website with video clips of circuits under real-time visual conditions and additional supplementary material.With a complete review of all existing neuromorphic analog VLSI systems for visual motion sensing, Analog VLSI Circuits for the Perception of Visual Motion is a unique reference for advanced students in electrical engineering, artificial intelligence, robotics and computational neuroscience. It will also be useful for researcher, professionals, and electronics engineers working in the field. Zusammenfassung Although it is now possible to integrate many millions of transistors on a single chip, traditional digital circuit technology is now reaching its limits, facing problems of cost and technical efficiency when scaled down to ever-smaller feature sizes. Inhaltsverzeichnis Foreword. Preface. 1 Introduction. 1.1 Artificial Autonomous Systems. 1.2 Neural Computation and Analog Integrated Circuits. 2 Visual Motion Perception. 2.1 Image Brightness. 2.2 Correspondence Problem. 2.3 Optical Flow. 2.4 Matching Models. 2.4.1 Explicit matching. 2.4.2 Implicit matching. 2.5 FlowModels. 2.5.1 Global motion. 2.5.2 Local motion. 2.5.3 Perceptual bias. 2.6 Outline for a Visual Motion Perception System. 2.7 Review of aVLSI Implementations. 3 Optimization Networks. 3.1 AssociativeMemory and Optimization. 3.2 Constraint Satisfaction Problems. 3.3 Winner-takes-all Networks. 3.3.1 Network architecture. 3.3.2 Global convergence and gain. 3.4 Resistive Network. 4 Visual Motion Perception Networks. 4.1 Model for Optical Flow Estimation. 4.1.1 Well-posed optimization problem. 4.1.2 Mechanical equivalent. 4.1.3 Smoothness and sparse data. 4.1.4 Probabilistic formulation. 4.2 Network Architecture. 4.2.1 Non-stationary o...
