Emergent Computing Methods in Engineering Design: Applications of Genetic Algorithms and Neural Networks

ISBN-13: 9783642082399 / Angielski / Miękka / 2010 / 356 str.

D. E. Grierson; P. Hajela

Opis

This volume contains the text of papers presented at the NATO Advanced Research Workshop on Emergent Computing Methods in Engineering Design, held in Nafplio, Greece, August 25-27, 1994. The workshop convened together some thirty or so researchers from Canada, France, Germany, Greece, Israel, Taiwan, The Netherlands, United Kingdom and the United States of America, to address issues related to the application of such emergent computing methods as genetic algorithms, neural networks and simulated annealing in problems of engineering design. The volume is essentially organized into three parts, with each part having some theoretical papers and other papers of a more practical nature. The frrst part, which comprises the largest number of papers, deals with genetic algorithms and evolutionary computing and presents subject matter ranging from proposed improvements to the computing methodology to specific applications in engineering design. The second part deals with neural networks and considers such topics as their application as approximation tools in design, their adaptation in control system design and theoretical issues of interpretation. The third part of the volume presents a collection of papers that examine such diverse topics as the combined use of genetic algorithms and neural networks, the application of simulated annealing techniques, problem decomposition techniques and the computer recognition and interpretation of emerging objects in engineering design.

Spis treści

Local Ecological-Like Evolutionary Computing Framework for Global Robustness.- Genetic Algorithms for the Design of Composite Panels.- A Genetic Algorithm for Structural Design Optimization.- Genetic Algorithms in Optimal Design of Civil Engineering Structures.- Genetic Search Based Hybrid Multimodal Optimization.- The Development of Generic Adaptive Search Tools for Engineering Design.- Evolution Strategy, its Parallelization and Application to Discrete Optimization Problems.- Some Results in Optimal Structural Damping Using a Genetic Algorithm.- Neural Networks for Embedded Control Designs Applied to the “Smarter Car”.- Conceptual Design Using Emergent Computing Techniques.- Role of Emergent Computing Techniques in Multidisciplinary Rotor Blade Design.- Salience Analysis of Mapping Samples for Multilayer Feedforward Networks.- Fuzzy Neural Networks for Control Design.- Efficient Neural Network Techniques for Discrete Optimization Problems.- Neural Network Based Extrapolation Strategies in Structural Analysis and Design.- Neural Networks for Learning and Optimization.- Application of the Simulated Annealing Algorithm to Structural Design.- Structured Multiresolution Neural Networks for Effective Processing of Signals.- The Graph Bi-Partitioning Problem: A Comparison of Search Methods.- A Unified Methodology for Model Synthesis and Recognition of 3-D Objects.- Summary of the Roundtable Discussion.

O autorze

The papers in this book show the tremendous potential of emerging computer paradigms such as genetic algorithms, evolutionary computing, and neural networks for solving problems in engineering design.