Fuzzy logic and neural network handbook

書誌事項

Fuzzy logic and neural network handbook

C.H. Chen

(Computer engineering series)

McGraw-Hill, c1996

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注記

Includes bibliographical references and index

内容説明・目次

内容説明

This text provides a guide to fuzzy logic and neural networks, dealing with principles and algorithms, applications, and architectures and systems.

目次

Part I: Principles and Algorithms.Learning, Categorization, Rule Formation, and Prediction by Fuzzy Neural Networks.A Review of Probabilistic, Fuzzy, and Neural Models for Pattern Recognition.Probabilistic Neural Networks and General Regression Neural Networks.Recurrent Neural Networks for Optimization.The Semantics of Approximate Reasoning.Constrained Defuzzification in Data-Driven Adaptive Fuzzy Logic Controllers.Efficient Methods for Fuzzy Rule Extraction from Numerical Data.Fuzzy Relational Equation Problem Solving: Tools for Modeling.Additive Fuzzy Systems: From Function Approximation to Learning.Neural Net Process Monitoring and Optimal Control.Neural Networks for Database Applications.Part II: Applications.A Mutual Information-Based Learning Strategy and Its Application to Radar.Sonar Signal Processing and Classification Using Neural Networks.Neural Networks for Speech Recognition.Neural Networks for Classification of Remotely Sensed Images.Neural Networks for Handwritten Character Recognition.Neural Networks for Broadcast Scheduling in Telecommunications.Applications of Neural Networks in Semiconductor Manufacturing Processes.Modeling Quarterly Returns on the FTSE: A Comparative Study with Regression and Neural Networks.Application of Neural Networks and Fuzzy Logic in Nondestructive Evaluation of Materials.Fuzzy Logic for Home Appliances.A Fuzzy Logic Controller to Drill Small Holes.Part III: Architectures and Systems.Hardware Fuzzy Inference Systems--Architecture, Design, and Implementation.Reactice Control Using Fuzzy Logic.A Hybrid Fuzzy Expert System Shell for Automated Medical Diagnosis.Cerebellar Model Arithmetic Computer.Learning in Neural Networks: VLSI Implementation Strategies.Morphological Networks.Chaotic Neural network Architecture.Artificial Neural Systems Based on Free-Space Optical Interconnects.A General-Purpose Analog Neural Computer for Real-Time Spatiotemporal Pattern Analysis: Visual Motion Estimation.

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