Analysis and Design of Intelligent Systems Using Soft Computing Techniques (eBook)

Preface 6
Organization 9
Contents 13
Fuzzy Logic as the Logic of Natural Languages 22
Type-2 Fuzzy Logic: Theory and Applications 24
A Method for Response Integration in Modular Neural Networks with Type- 2 Fuzzy Logic for Biometric Systems 25
Evolving Type-2 Fuzzy Logic Controllers for Autonomous Mobile Robots 36
Adaptive Type-2 Fuzzy Logic for Intelligent Home Environment 46
Interval Type-1 Non-singleton Type-2 TSK Fuzzy Logic Systems Using the Hybrid Training Method RLS- BP 56
An Efficient Computational Method to Implement Type- 2 Fuzzy Logic in Control Applications 65
Building Fuzzy Inference Systems with the Interval Type- 2 Fuzzy Logic Toolbox 73
Evolutionary Computing for Topology Optimization of Type- 2 Fuzzy Systems 83
Fuzzy Clustering: Theory and Applications 96
Comparison of the Performance of Seven Classifiers as Effective Decision Support Tools for the Cytodiagnosis of Breast Cancer: A Case Study 97
MFCM for Nonlinear Blind Channel Equalization 106
Fuzzy Rules Extraction from Support Vector Machines for Multi- class Classification 117
Density Based Fuzzy Support Vector Machines for Multicategory Pattern Classification 127
A Modified FCM Algorithm for Fast Segmentation of Brain MR Images 137
Incorporation of Non-euclidean Distance Metrics into Fuzzy Clustering on Graphics Processing Units 146
Fuzzy C-Means, Gustafson-Kessel FCM, and Kernel- Based FCM: A Comparative Study 158
Improved Fuzzy C-Means Segmentation Algorithm for Images with Intensity Inhomogeneity 168
Intelligent Identification and Control 178
A Fuzzy-Neural Hierarchical Multi-model for Systems Identification and Direct Adaptive Control 179
Robust Speed Controller Design Method Based on Fuzzy Control for Torsional Vibration Suppression in Two- Mass System 189
Self-organizing Fuzzy Controller Based on Fuzzy Neural Network 201
Decision Making Strategies for Real-Time Train Dispatch and Control 211
Soft Margin Training for Associative Memories Implemented by Recurrent Neural Networks 221
Time Series Prediction 231
Modular Neural Networks with Fuzzy Integration Applied for Time Series Forecasting 232
Predicting Job Completion Time in a Wafer Fab with a Recurrent Hybrid Neural Network* 241
A Hybrid ANN-FIR System for Lot Output Time Prediction and Achievability Evaluation in a Wafer Fab 251
M-Factor High Order Fuzzy Time Series Forecasting for Road Accident Data 261
Fuzzy Time Series: A Realistic Method to Forecast Gross Domestic Capital of India 270
Design of Modular Neural Networks with Fuzzy Integration Applied to Time Series Prediction 280
Pattern Recognition 289
Characterize the Parameters of Genetic Algorithms Based on Zernike Polynomials for Recovery of the Phase of Interferograms of Closed Fringes Using Hybrid Technique 290
Rotated Coin Recognition Using Neural Networks 303
Selected Problems of Intelligent Handwriting Recognition 311
3-D Object Recognition Using an Ultrasonic Sensor Array and Neural Networks 319
Soft System for Road Sign Detection 329
Nonlinear Neuro-fuzzy Network for Channel Equalization 340
On the Possibility of Reliably Constructing a Decision Support System for the Cytodiagnosis of Breast Cancer 350
Spatial Heart Simulation and Analysis Using Unified Neural Network 359
A Method for Creating Ensemble Neural Networks Using a Sampling Data Approach 368
Pattern Recognition Using Modular Neural Networks and Fuzzy Integral as Method for Response Integration 378
Evolutionary Computation 387
A Differential Evolution Algorithm for Fuzzy Extension of Functions 388
Use of Pareto-Optimal and Near Pareto-Optimal Candidate Rules in Genetic Fuzzy Rule Selection 398
A Dissimilation Particle Swarm Optimization-Based Elman Network and Applications for Identifying and Controlling Ultrasonic Motors 408
A Cultural Algorithm for Solving the Set Covering Problem 419
Integration of Production and Distribution Planning Using a Genetic Algorithm in Supply Chain Management 427
Bacteria Swarm Foraging Optimization for Dynamical Resource Allocation in a Multizone Temperature Experimentation Platform 438
An Ant Colony Optimization plug-in to Enhance the Interpretability of Fuzzy Rule Bases with Exceptions 447
Performance Improvement of the Attitude Estimation System Using Fuzzy Inference and Genetic Algorithms 456
Multi Objective Optimization in Machining Operations 466
Evolutionary Computing for the Optimization of Mathematical Functions 474
Providing Intelligence to Evolutionary Computational Methods 484
Fuzzy Modeling 493
Representing Fuzzy Numbers for Fuzzy Calculus 494
Fuzzy Parallel Processing of Hydro Power Plants – Why Not? 504
A Dynamic Method of Experiment Design of Computer Aided Sensory Evaluation 513
Measure of Uncertainty in Regional Grade Variability 520
PC-TOPSIS Method for the Selection of a Cleaning System for Engine Maintenance 528
Coordination Uncertainty of Belief Measures in Information Fusion 539
Two-Input Fuzzy TPE Systems* 548
Intelligent Decision Support System 558
An Adaptive Location Service on the Basis of Fuzzy Logic for MANETs 567
Intelligent Manufacturing and Scheduling 575
Fuzzy Logic Based Replica Management Infrastructure for Balanced Resource Allocation and Efficient Overload Control of the Complex Service- Oriented Applications 576
A Fuzzy-Neural Approach with BPN Post-classification for Job Completion Time Prediction in a Semiconductor Fabrication Plant 587
Enhanced Genetic Algorithm-Based Fuzzy Multiobjective Strategy to Multiproduct Batch Plant Design 597
Extension or Resolution: A Novel Approach for Reasoning in Possibilistic Logic 607
Applying Genetic-Fuzzy Approach to Model Polyester Dyeing 615
Gear Fault Diagnosis in Time Domains by Using Bayesian Networks 625
An Intelligent Hybrid Algorithm for Job-Shop Scheduling Based on Particle Swarm Optimization and Artificial Immune System 635
Fuzzy Multi-criteria Decision Making Method for Machine Selection 645
Fuzzy Goal Programming and an Application of Production Process 656
The Usage of Fuzzy Quality Control Charts to Evaluate Product Quality and an Application 667
Intelligent Agents 681
An Intelligent Belief-Desire-Intention Agent for Digital Game- Based Learning 682
Improved Scheme for Telematics Fault Tolerance with Agents 691
Multi-agent Based Integration of Production and Distribution Planning Using Genetic Algorithm in the Supply Chain Management 701
Modeling and Simulation by Petri Networks of a Fault Tolerant Agent Node 712
Neural Networks Theory 722
The Game of Life Using Polynomial Discrete Time Cellular Neural Networks 724
Reinforcement Learning in Continuous Systems: Wavelet Networks Approach 732
Support Vector Machine-Based ECG Compression 742
Tuning FCMP to Elicit Novel Time Course Signatures in fMRI Neural Activation Studies 751
Robotics 761
Moving Object Tracking Using the Particle Filter and SOM in Robotic Space with Network Sensors 762
Robust Stability Analysis of a Fuzzy Vehicle Lateral Control System Using Describing Function Method 772
Self-tunable Fuzzy Inference System: A Comparative Study for a Drone 783
Optimal Path Planning for Autonomous Mobile Robot Navigation Using Ant Colony Optimization and a Fuzzy Cost Function Evaluation 793
Intelligent Control and Planning of Autonomous Mobile Robots Using Fuzzy Logic and Multiple Objective Genetic Algorithms 802
Fuzzy Logic Applications 811
Generalized Reinforcement Learning Fuzzy Control with Vague States 812
New Cluster Validity Index with Fuzzy Functions 822
A Fuzzy Model for Supplier Selection and Development 832
A Neuro-fuzzy Multi-objective Design of Shewhart Control Charts 843
Author Index 854