Soft Computing and Fractal Theory for Intelligent Manufacturing

摘要: 1 Introduction.- 2 Type-1 Fuzzy Logic.- 2.1 Set Theory.- 2.2 Rules and Reasoning.- 2.2.1 Relations.- 2.2.2 Rules.- 2.3 Inference Systems.- 2.4 Modelling.- 2.5 Summary.- 3 Type-2 3.1 Sets.- 3.2 Operations of 3.3 3.3.1 Singleton Logic 3.3.2 Non-Singleton 3.3.3 Sugeno 3.4 4 Supervised Learning Neural Networks.- 4.1 Backpropagation for Feedforward 4.1.1 The Algorithm.- 4.1.2 Multilayer Perceptrons.- 4.1.3 Methods Speeding up Backpropagation.- 4.2 Radial Basis Function 4.3 Adaptive Neuro-Fuzzy 4.3.1 ANFIS Architecture.- 4.3.2 4.4 5 Unsupervised 5.1 Competitive 5.2 Kohonen Self-Organizing 5.3 Vector Quantization.- 5.4 Hopfield Network.- 5.5 6 Genetic Algorithms Simulated Annealing.- 6.1 Algorithms.- 6.2 Modifications to 6.2.1 Chromosome Representation.- 6.2.2 Objective Fitness.- 6.2.3 Selection Methods.- 6.2.4 Operations.- 6.2.5 Parallel 6.3 6.4 Applications 6.4.1 Evolving 6.4.1.1 Weights in a Fixed 6.4.1.2 Network Architectures.- 6.4.2 6.5 7 Dynamical Systems 7.1 Basic Concepts 7.2 Controlling Chaos.- 7.2.1 Chaos through Feedback.- 7.2.1.1 Ott-Grebogi-Yorke Method.- 7.2.1.2 Pyragas's Control 7.2.1.3 by 7.2.2 without 7.2.2.1 Operating Conditions.- 7.2.2.2 System Design.- 7.2.2.3 Taming 7.2.3 Method Selection.- 7.3 8 Plant Monitoring Diagnostics.- 8.1 Diagnosis.- 8.2 Fractal Dimension Geometrical Object.- 8.3 Estimation the Dimension.- 8.4 with Fuzzy-Fractal Approach.- 8.5 Experimental Results.- 8.6 9 Non-Linear Plants.- 9.1 Fundamental Concept.- 9.2 Stepping Motors.- 9.2.1 Variable Reluctance 9.2.2 Unipolar 9.2.3 Bipolar 9.2.4 Dynamics Motor.- 9.2.5 9.3 Controller 9.4 Hardware Implementation ANFIS.- 9.5 9.6 10 Automated Quality Sound Speaker Manufacturing.- 10.1 10.2 Speakers.- 10.2.1 Basics.- 10.2.2 Making Sound.- 10.2.3 Chunks Frequency Range.- 10.2.4 Boxes 10.2.5 Alternative Designs.- 10.3 Description Problem.- 10.4 Signal.- 10.5 10.6 11 Intelligent Manufacturing Television 11.1 11.2 Imaging Set.- 11.2.1 Cathode Ray Tube.- 11.2.2 Phosphor.- 11.2.3 Black-and-White TV 11.2.4 Adding Color.- 11.3 Breeder Algorithm Optimization.- 11.3.1 11.4 Electrical Tuning 11.5 Control.- 11.6 Simulation 11.7 12 Batteries.- 12.1 Battery Charging Process.- 12.1.1 Problem Description.- 12.1.2 12.1.3 12.1.4 Neuro-Fuzzy-Genetic 12.2 12.2.1 12.2.2 12.2.3 Controller.- 12.2.4 12.3 12.3.1 12.3.2 12.3.3 Implementation.- 12.4 Summary.