This book constitutes the refereed proceedings of the 6th International Conference on Evolutionary Programming, EP 97, held in Indianapolis, IN, USA, in April 1997.
The 36 revised full papers presented were carefully selected for inclusion in the proceedings. The papers are organized in sections on evolutionary methods for modeling and training, alternative frameworks for the computational study of evolutionary social systems, genetic programming: issues and applications, issues in evolutionary optimization, enhanced evolutionary operators, theory and analysis of evolutionary computations, issues in adaptability: theory and practice, and evolution and NP-hard problems.
Author(s): Mark W. Davis (auth.), Peter J. Angeline, Robert G. Reynolds, John R. McDonnell, Russ Eberhart (eds.)
Series: Lecture Notes in Computer Science 1213
Edition: 1
Publisher: Springer-Verlag Berlin Heidelberg
Year: 1997
Language: English
Pages: 466
Tags: Programming Techniques; Computation by Abstract Devices; Algorithm Analysis and Problem Complexity; Computer Communication Networks; Artificial Intelligence (incl. Robotics)
Complexity formalisms, order and disorder in the structure of art....Pages 1-12
Searching real-valued synaptic weights of Hopfield's associative memory using evolutionary programming....Pages 13-22
The application of evolutionary computation to selected problems in molecular biology....Pages 23-33
PEPNet: Parallel evolutionary programming for constructing artificial neural networks....Pages 35-45
Scaling behavior of the evolution strategy when evolving neuronal control architectures for autonomous agents....Pages 47-57
Swarm: An object oriented simulation platform applied to markets and organizations....Pages 59-71
An agent-based computational model for the evolution of trade networks....Pages 73-83
Performance enhanced genetic programming....Pages 85-100
Comparing subtree crossover with macromutation....Pages 101-111
Musica ex machina: Composing 16th-century counterpoint with genetic programming and symbiosis....Pages 113-123
Design of a high-gain operational amplifier and other circuits by means of genetic programming....Pages 125-135
Modeling speculators with genetic programming....Pages 137-147
Fast evolution strategies....Pages 149-161
Airspace congestion smoothing by stochastic optimization....Pages 163-176
Evolian: Evolutionary optimization based on lagrangian with constraint scaling....Pages 177-187
Solving static and dynamic fuzzy constraint networks using evolutionary hill-climbing....Pages 189-199
Applying family competition to evolution strategies for constrained optimization....Pages 201-211
Multi-operator evolutionary programming: A preliminary study on function optimization....Pages 213-221
Supporting polyploidy in genetic algorithms using dominance vectors....Pages 223-234
An individually variable mutation-rate strategy for genetic algorithms....Pages 235-245
Inductive learning of mutation step-size in evolutionary parameter optimization....Pages 247-261
A note on the escape probabilities for two alternative methods of selection under Gaussian mutation....Pages 263-274
Raising theoretical questions about the utility of genetic algorithms....Pages 275-284
Some geometric and algebraic results on crossover....Pages 285-295
An analysis of evolutionary algorithms based on neighbourhood and step sizes....Pages 297-307
Structuring pattern generalization through evolutionary techniques....Pages 309-321
A cultural algorithm framework to evolve multiagent cooperation with evolutionary programming....Pages 323-333
Tracking extrema in dynamic environments....Pages 335-345
The dynamics of evolution strategies in the optimization of traveling salesman problems....Pages 347-359
Exploring self-adaptive methods to improve the efficiency of generating approximate solutions to traveling salesman problems using evolutionary programming....Pages 361-371
Optimizing fuel distribution through evolutionary programming....Pages 373-381
Investigating parallel genetic algorithms on job shop scheduling problems....Pages 383-393
Using evolutionary programming for finite element problems....Pages 395-406
Gaining insight into evolutionary programming through landscape visualization: An investigation into IIR filtering....Pages 407-417
Evolution of intelligently interactive behaviors for simulated forces....Pages 419-429
Combining robot control strategies using genetic algorithms with memory....Pages 431-441
Using cultural algorithm with evolutionary computing to extract site location decisions from spatio-temporal databases....Pages 443-456