Knowledge Incorporation in Evolutionary Computation

Front Matter....Pages I-XIII
Front Matter....Pages 1-1
A Selected Introduction to Evolutionary Computation....Pages 3-12
Front Matter....Pages 13-13
The Use of Collective Memory in Genetic Programming....Pages 15-36
A Cultural Algorithm for Solving the Job Shop Scheduling Problem....Pages 37-55
Case-Initialized Genetic Algorithms for Knowledge Extraction and Incorporation....Pages 57-79
Using Cultural Algorithms to Evolve Strategies in A Complex Agent-based System....Pages 81-102
Methods for Using Surrogate Models to Speed Up Genetic Algorithm Optimization: Informed Operators and Genetic Engineering....Pages 103-122
Fuzzy Knowledge Incorporation in Crossover and Mutation....Pages 123-143
Front Matter....Pages 145-145
Learning Probabilistic Models for Enhanced Evolutionary Computation....Pages 147-176
Probabilistic Models for Linkage Learning in Forest Management....Pages 177-194
Performance-Based Computation of Chromosome Lifetimes in Genetic Algorithms....Pages 195-214
Genetic Algorithm and Case-Based Reasoning Applied in Production Scheduling....Pages 215-236
Knowledge-Based Evolutionary Search for Inductive Concept Learning....Pages 237-253
An Evolutionary Algorithm with Tabu Restriction and Heuristic Reasoning for Multiobjective Optimization....Pages 255-277
Front Matter....Pages 279-279
Neural Networks for Fitness Approximation in Evolutionary Optimization....Pages 281-306
Surrogate-Assisted Evolutionary Optimization Frameworks for High-Fidelity Engineering Design Problems....Pages 307-331
Model Assisted Evolution Strategies....Pages 333-355
Front Matter....Pages 357-357
Knowledge Incorporation Through Lifetime Learning....Pages 359-383
Local Search Direction for Multi-Objective Optimization Using Memetic EMO Algorithms....Pages 385-410
Fashion Design Using Interactive Genetic Algorithm with Knowledge-based Encoding....Pages 411-434
Interactive Evolutionary Design....Pages 435-458
Front Matter....Pages 459-459
Integrating User Preferences into Evolutionary Multi-Objective Optimization....Pages 461-477
Human Preferences and their Applications in Evolutionary Multi—Objective Optimization....Pages 479-502
An Interactive Fuzzy Satisficing Method for Multiobjective Integer Programming Problems through Genetic Algorithms....Pages 503-523
Interactive Preference Incorporation in Evolutionary Engineering Design....Pages 525-543
Back Matter....Pages 545-548