Advances in Soft Computing

Engineering Design and Manufacturing
Softcover Nachdruck of the original 1. Auflage 1999
ISBN: 978-1-85233-062-0
Verlag: Springer

Buch, Englisch, 638 Seiten, Paperback, Format (B × H): 155 mm x 235 mm, Gewicht: 972 g

Advances in Soft Computing contains the most recent developments in the field of soft computing in engineering design and manufacture. The book comprises a selection of papers that were first presented in June 1998 at the 3rd On-line World Conference on Soft Computing in Engineering Design and Manufacturing. Amongst these are four invited papers by World-renowned researchers in the field. Soft computing is a collection of methodologies which aim to exploit tolerance for imprecision, uncertainty and partial truth to achieve tractability, robustness and low solution cost. The area of applications of soft computing is extensive. Principally the constituents of soft computing are: fuzzy computing, neuro-computing, genetic computing and probabilistic computing. The topics in this book are well focused on engineering design an d manufacturing. This broad collection of 43 research papers, has been arranged into nine parts by the editors. These include: Design Support Systems, Intelligent Control, Data Mining and New Topics in EA basics. The papers on evolutionary design and optimisation are of particular interest. Innovative techniques are explored and the reader is introduced to new, highly advanced research results. The editors present a unique collection of papers that provide a comprehensive overview of current developments in soft computing research around the world.

Zielgruppe

Research

Autoren/Hrsg.

Roy, Rajkumar

Chawdhry, Pravir K.

Furuhashi, Takeshi

Fachgebiete

• Mathematik | Informatik EDV | Informatik Informatik Künstliche Intelligenz
• Technische Wissenschaften Technik Allgemein Technik: Allgemeines

Inhaltsverzeichnis

1: Keynote Papers.- The NIST Design Repository Project.- Evolving Connectionist and Fuzzy-Connectionist Systems for On-line Adaptive Decision Making and Control.- Recent New Development in Evolutionary Programming.- Emotional Image Retrieval with Interactive Evolutionary Computation.- 2: Design Support Systems.- Using Genetic Algorithms to Encourage Engineering Design Creativity.- Abduction Problem in Probabilistic Constraint Logic Programming.- Aspects of Evolutionary Design by Computers.- Surface Optimisation within the CAD/CAM Environment using Genetic Algorithms.- 3: Intelligent Control.- Adaptive Sugeno Fuzzy Control: A Case Study.- An Experimental and Comparative Study of Fuzzy PID Control Structures.- An Accurate COG Defuzzifier Design Using the Coadaptation of Learning and Evolution.- A Multiagent Intelligent Control System for Glass Industry.- Predictive Control Using Fuzzy Models.- Evolutionary Design of a Helicopter Autopilot.- Decomposition of a Fuzzy Controller Based on Inference Break-up Method.- 4: Identification and Modelling.- Experimental Evaluation of Intelligent Identification Algorithms Applied to a Wind Tunnel Process.- Improvement of Membership Function Identification Method in Usability and Precision.- General Parameter Radial Basis Function Neural Network Based Adaptive Fuzzy Systems.- Uneven Division of Input Spaces for Hierarchical Fuzzy Modeling.- Ensembles of Evolutionary created Artificial Neural Networks and Nearest Neighbour Classifiers.- 5: Data Mining.- Application of Multi-dimensional Fuzzy Analysis to Decision Making.- Information-Theoretic Fuzzy Approach to Knowledge Discovery in Databases.- Intelligent Electronic Catalogs for Sales Support — Introducing Case-Based Reasoning Techniques to on-line Product Selection Applications.- AGenetic Algorithm for Generalized Rule Induction.- 6: Optimisation.- Multiobjective Optimization by Nessy Algorithm.- The Scout Algorithm applied to the Maximum Clique Problem.- Unconstrained Optimization Using Genetic Box Search.- Improvement of Simple Genetic Algorithm for Solving the Uncapacitated Warehouse Location Problem.- Optimizing Neural Networks for Time Series Prediction.- 7: Optimisation for Industrial Applications.- Maximum Entropy Image Restoration by Evolutionary Algorithm.- The Finite Element Method and Soft Computing.- A Tabu Search Approach for the Tool Assignment and Machine Loading Problem in Flexible Manufacturing Systems.- Investigating Evolutionary Optimisation of Constrained Functions to Capture Shape Descriptions from Range Data.- Optimal Selection of Pressure Vessels.- 8: New Topics in EA Basics.- Simulation of Baldwin Effect and Dawkins Memes by Genetic Algorithm.- Approach to Structure Synthesis by Genetic Algorithms.- A Study of Altruism by Genetic Algorithm.- The Bivariate Marginal Distribution Algorithm.- 9: New Frontier for Soft Computing.- Granular Computing using Neighborhood Systems.- Toward Fuzziness in Natural Language Processing.- A New Approach to Acquisition of Comprehensible Fuzzy Rules.- Zero-Point Probability for Linear Source Separation.- Code Optimization for DNA Computing of Maximal Cliques.- 10: Summary of Tutorials.- On Line Tutorials on Evolutionary Computing.- Fuzzy Control Tutorial.- 11: Summary of Discussion.- 11: Summary of Discussion.- Keyword Index.- List of Reviewers.