Ebook: Applications of Soft Computing: Recent Trends
- Tags: Appl.Mathematics/Computational Methods of Engineering, Artificial Intelligence (incl. Robotics), Applications of Mathematics, Information Systems Applications (incl.Internet)
- Series: Advances in Intelligent and Soft Computing 36
- Year: 2006
- Publisher: Springer-Verlag Berlin Heidelberg
- Edition: 1
- Language: English
- pdf
Soft Computing is a complex of methodologies that embraces approximate reasoning, imprecision, uncertainty and partial truth in order to mimic the remarkable human capability of making decisions in real-life, ambiguous environments. Soft Computing has therefore become popular in developing systems that encapsulate human expertise. 'Applications of Soft Computing: Recent Trends' contains a collection of papers that were presented at the 10th Online World Conference on Soft Computing in Industrial Applications, held in September 2005. This carefully edited book provides a comprehensive overview of the recent advances in the industrial applications of soft computing and covers a wide range of application areas, including optimisation, data analysis and data mining, computer graphics and vision, prediction and diagnosis, design, intelligent control, and traffic and transportation systems. The book is aimed at researchers and professional engineers who are engaged in developing and applying intelligent systems. It is also suitable as wider reading for science and engineering postgraduate students.
Soft Computing is a complex of methodologies that embraces approximate reasoning, imprecision, uncertainty and partial truth in order to mimic the remarkable human capability of making decisions in real-life, ambiguous environments. Soft Computing has therefore become popular in developing systems that encapsulate human expertise. 'Applications of Soft Computing: Recent Trends' contains a collection of papers that were presented at the 10th Online World Conference on Soft Computing in Industrial Applications, held in September 2005. This carefully edited book provides a comprehensive overview of the recent advances in the industrial applications of soft computing and covers a wide range of application areas, including optimisation, data analysis and data mining, computer graphics and vision, prediction and diagnosis, design, intelligent control, and traffic and transportation systems. The book is aimed at researchers and professional engineers who are engaged in developing and applying intelligent systems. It is also suitable as wider reading for science and engineering postgraduate students.
Soft Computing is a complex of methodologies that embraces approximate reasoning, imprecision, uncertainty and partial truth in order to mimic the remarkable human capability of making decisions in real-life, ambiguous environments. Soft Computing has therefore become popular in developing systems that encapsulate human expertise. 'Applications of Soft Computing: Recent Trends' contains a collection of papers that were presented at the 10th Online World Conference on Soft Computing in Industrial Applications, held in September 2005. This carefully edited book provides a comprehensive overview of the recent advances in the industrial applications of soft computing and covers a wide range of application areas, including optimisation, data analysis and data mining, computer graphics and vision, prediction and diagnosis, design, intelligent control, and traffic and transportation systems. The book is aimed at researchers and professional engineers who are engaged in developing and applying intelligent systems. It is also suitable as wider reading for science and engineering postgraduate students.
Content:
Front Matter....Pages I-XIX
Front Matter....Pages 1-1
Efficient Genetic Algorithms for Arabic Handwritten Characters Recognition....Pages 3-14
Generic Black Box Optimisation Algorithms for Colour Quantisation....Pages 15-21
Neural Network Combined with Fuzzy Logic to Remove Salt and Pepper Noise in Digital Images....Pages 23-33
Computing Optimized NURBS Curves using Simulated Evolution on Control Parameters....Pages 35-44
Front Matter....Pages 45-45
Design of A Takagi-Sugeno Fuzzy Compensator for Inverted Pendulum Control Using Bode Plots....Pages 47-56
Soft Computing in Accuracy Enhancement of Machine Tools....Pages 57-66
Mobile Robot Navigation: Potential Field Approach Vs. Genetic-Fuzzy System....Pages 67-76
Intelligent Tuning and Application of a PID Controller Using Universal Model....Pages 77-86
Front Matter....Pages 87-87
Dynamic Reconfiguration Algorithm for Field Programmable Analog Scalable Device Array (FPADA) with Fixed Topology....Pages 89-98
Advances in the Application of Machine Learning Techniques in Drug Discovery, Design and Development....Pages 99-110
A Review on Design Optimisation and Exploration with Interactive Evolutionary Computation....Pages 111-120
Front Matter....Pages 121-121
Mapping of Natural Patterns by Liquid Architectures Implementing Neural Cliques....Pages 123-131
Pattern Recognition Using Modular Neural Networks and Fuzzy Integral as Method for Response Integration....Pages 133-142
Genetic Algorithm-Evolved Bayesian Network Classifier for Medical Applications....Pages 143-152
A Real-Time Hand Gesture Interface for Medical Visualization Applications....Pages 153-162
Front Matter....Pages 163-163
A Hybrid Intelligent System and Its Application to Fault Detection and Diagnosis....Pages 165-175
Evolutionary Multidimensional Scaling for Data Visualization and Classification....Pages 177-186
Extended Genetic Algorithm for Tuning a Multiple Classifier System....Pages 187-196
Development of Fuzzy Expert System for Customer and Service Advisor Categorisation within Contact Centre Environment....Pages 197-206
Soft Computing for Intelligent Information Management....Pages 207-217
Front Matter....Pages 163-163
Soft Computing in Intelligent Data Analysis....Pages 219-228
Front Matter....Pages 229-229
Neural Network-Based Expert System to Predict the Results of Finite Element Analysis....Pages 231-240
Modular Neural Networks with Fuzzy Integration Applied to Time Series Prediction....Pages 241-250
Fuzzy Model Identification for Rapid Nickel-Cadmium Battery Charger through Particle Swarm Optimization Algorithm....Pages 251-260
Fuzzy Association Rule Mining for Model Structure Identification....Pages 261-270
Modeling Public Transport Trips with General Regression Neural Networks; A Case Study for Istanbul Metropolitan Area....Pages 271-280
Front Matter....Pages 281-281
Use of Genetic Algorithm to Optimum Test Frequency Selection....Pages 283-290
Performance Analysis of Parallel Strategies for Bi-objective Network Partitioning....Pages 291-300
A Guided Rule Reduction System for Prioritization of Failures in Fuzzy FMEA....Pages 301-310
A Hybrid Method of Differential Evolution and SQP for Solving the Economic Dispatch Problem with Valve-Point Effect....Pages 311-320
Multiobjective Prioritization in the Analytic Hierarchy Process by Evolutionary Computing....Pages 321-330
Evolutionary and Heuristic Algorithms for Multiobjective 0–1 Knapsack Problem....Pages 331-340
The Assignment of Referees to WSC10 Submissions: An Evolutionary Approach....Pages 341-350
Front Matter....Pages 351-351
Robustness using Multi-Objective Evolutionary Algorithms....Pages 353-362
Genetic Programming, Probabilistic Incremental Program Evolution, and Scalability....Pages 363-372
Adaptive Parameter Control of Evolutionary Algorithms Under Time Constraints....Pages 373-382
Role of Chaos in Swarm Intelligence — A Preliminary Analysis....Pages 383-392
Multi-parent Recombination Operator with Multiple Probability Distribution for Real Coded Genetic Algorithm....Pages 393-402
Front Matter....Pages 403-403
Special Tutorial — State of the Art Face Detection: Cascade Boosting Approaches....Pages 405-409
Special Tutorial — Particle Swarms for Fuzzy Models Identification....Pages 411-413
Special Tutorial — Project Management: Issues in Computer Based Monitoring and Control with Soft Computing Approaches....Pages 415-420
Soft Computing is a complex of methodologies that embraces approximate reasoning, imprecision, uncertainty and partial truth in order to mimic the remarkable human capability of making decisions in real-life, ambiguous environments. Soft Computing has therefore become popular in developing systems that encapsulate human expertise. 'Applications of Soft Computing: Recent Trends' contains a collection of papers that were presented at the 10th Online World Conference on Soft Computing in Industrial Applications, held in September 2005. This carefully edited book provides a comprehensive overview of the recent advances in the industrial applications of soft computing and covers a wide range of application areas, including optimisation, data analysis and data mining, computer graphics and vision, prediction and diagnosis, design, intelligent control, and traffic and transportation systems. The book is aimed at researchers and professional engineers who are engaged in developing and applying intelligent systems. It is also suitable as wider reading for science and engineering postgraduate students.
Content:
Front Matter....Pages I-XIX
Front Matter....Pages 1-1
Efficient Genetic Algorithms for Arabic Handwritten Characters Recognition....Pages 3-14
Generic Black Box Optimisation Algorithms for Colour Quantisation....Pages 15-21
Neural Network Combined with Fuzzy Logic to Remove Salt and Pepper Noise in Digital Images....Pages 23-33
Computing Optimized NURBS Curves using Simulated Evolution on Control Parameters....Pages 35-44
Front Matter....Pages 45-45
Design of A Takagi-Sugeno Fuzzy Compensator for Inverted Pendulum Control Using Bode Plots....Pages 47-56
Soft Computing in Accuracy Enhancement of Machine Tools....Pages 57-66
Mobile Robot Navigation: Potential Field Approach Vs. Genetic-Fuzzy System....Pages 67-76
Intelligent Tuning and Application of a PID Controller Using Universal Model....Pages 77-86
Front Matter....Pages 87-87
Dynamic Reconfiguration Algorithm for Field Programmable Analog Scalable Device Array (FPADA) with Fixed Topology....Pages 89-98
Advances in the Application of Machine Learning Techniques in Drug Discovery, Design and Development....Pages 99-110
A Review on Design Optimisation and Exploration with Interactive Evolutionary Computation....Pages 111-120
Front Matter....Pages 121-121
Mapping of Natural Patterns by Liquid Architectures Implementing Neural Cliques....Pages 123-131
Pattern Recognition Using Modular Neural Networks and Fuzzy Integral as Method for Response Integration....Pages 133-142
Genetic Algorithm-Evolved Bayesian Network Classifier for Medical Applications....Pages 143-152
A Real-Time Hand Gesture Interface for Medical Visualization Applications....Pages 153-162
Front Matter....Pages 163-163
A Hybrid Intelligent System and Its Application to Fault Detection and Diagnosis....Pages 165-175
Evolutionary Multidimensional Scaling for Data Visualization and Classification....Pages 177-186
Extended Genetic Algorithm for Tuning a Multiple Classifier System....Pages 187-196
Development of Fuzzy Expert System for Customer and Service Advisor Categorisation within Contact Centre Environment....Pages 197-206
Soft Computing for Intelligent Information Management....Pages 207-217
Front Matter....Pages 163-163
Soft Computing in Intelligent Data Analysis....Pages 219-228
Front Matter....Pages 229-229
Neural Network-Based Expert System to Predict the Results of Finite Element Analysis....Pages 231-240
Modular Neural Networks with Fuzzy Integration Applied to Time Series Prediction....Pages 241-250
Fuzzy Model Identification for Rapid Nickel-Cadmium Battery Charger through Particle Swarm Optimization Algorithm....Pages 251-260
Fuzzy Association Rule Mining for Model Structure Identification....Pages 261-270
Modeling Public Transport Trips with General Regression Neural Networks; A Case Study for Istanbul Metropolitan Area....Pages 271-280
Front Matter....Pages 281-281
Use of Genetic Algorithm to Optimum Test Frequency Selection....Pages 283-290
Performance Analysis of Parallel Strategies for Bi-objective Network Partitioning....Pages 291-300
A Guided Rule Reduction System for Prioritization of Failures in Fuzzy FMEA....Pages 301-310
A Hybrid Method of Differential Evolution and SQP for Solving the Economic Dispatch Problem with Valve-Point Effect....Pages 311-320
Multiobjective Prioritization in the Analytic Hierarchy Process by Evolutionary Computing....Pages 321-330
Evolutionary and Heuristic Algorithms for Multiobjective 0–1 Knapsack Problem....Pages 331-340
The Assignment of Referees to WSC10 Submissions: An Evolutionary Approach....Pages 341-350
Front Matter....Pages 351-351
Robustness using Multi-Objective Evolutionary Algorithms....Pages 353-362
Genetic Programming, Probabilistic Incremental Program Evolution, and Scalability....Pages 363-372
Adaptive Parameter Control of Evolutionary Algorithms Under Time Constraints....Pages 373-382
Role of Chaos in Swarm Intelligence — A Preliminary Analysis....Pages 383-392
Multi-parent Recombination Operator with Multiple Probability Distribution for Real Coded Genetic Algorithm....Pages 393-402
Front Matter....Pages 403-403
Special Tutorial — State of the Art Face Detection: Cascade Boosting Approaches....Pages 405-409
Special Tutorial — Particle Swarms for Fuzzy Models Identification....Pages 411-413
Special Tutorial — Project Management: Issues in Computer Based Monitoring and Control with Soft Computing Approaches....Pages 415-420
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