Evolutionary Computation in Dynamic and Uncertain Environments

Front Matter....Pages I-XXIII
Front Matter....Pages 1-1
Explicit Memory Schemes for Evolutionary Algorithms in Dynamic Environments....Pages 3-28
Particle Swarm Optimization in Dynamic Environments....Pages 29-49
Evolution Strategies in Dynamic Environments....Pages 51-77
Orthogonal Dynamic Hill Climbing Algorithm: ODHC....Pages 79-104
Genetic Algorithms with Self-Organizing Behaviour in Dynamic Environments....Pages 105-127
Learning and Anticipation in Online Dynamic Optimization....Pages 129-152
Evolutionary Online Data Mining: An Investigation in a Dynamic Environment....Pages 153-178
Adaptive Business Intelligence: Three Case Studies....Pages 179-196
Evolutionary Algorithms for Combinatorial Problems in the Uncertain Environment of the Wireless Sensor Networks....Pages 197-222
Front Matter....Pages 224-224
Individual-based Management of Meta-models for Evolutionary Optimization with Application to Three-Dimensional Blade Optimization....Pages 225-250
Evolutionary Shape Optimization Using Gaussian Processes....Pages 251-267
A Study of Techniques to Improve the Efficiency of a Multi-Objective Particle Swarm Optimizer....Pages 269-296
An Evolutionary Multi-objective Adaptive Meta-modeling Procedure Using Artificial Neural Networks....Pages 297-322
Surrogate Model-Based Optimization Framework: A Case Study in Aerospace Design....Pages 323-342
Front Matter....Pages 344-344
Hierarchical Evolutionary Algorithms and Noise Compensation via Adaptation....Pages 345-369
Evolving Multi Rover Systems in Dynamic and Noisy Environments....Pages 371-387
A Memetic Algorithm Using a Trust-Region Derivative-Free Optimization with Quadratic Modelling for Optimization of Expensive and Noisy Black-box Functions....Pages 389-415
Genetic Algorithm to Optimize Fitness Function with Sampling Error and its Application to Financial Optimization Problem....Pages 417-434
Front Matter....Pages 436-436
Single/Multi-objective Inverse Robust Evolutionary Design Methodology in the Presence of Uncertainty....Pages 437-456
Evolving the Tradeoffs between Pareto-Optimality and Robustness in Multi-Objective Evolutionary Algorithms....Pages 457-478
Front Matter....Pages 436-436
Evolutionary Robust Design of Analog Filters Using Genetic Programming....Pages 479-496
Robust Salting Route Optimization Using Evolutionary Algorithms....Pages 497-517
An Evolutionary Approach For Robust Layout Synthesis of MEMS....Pages 519-542
A Hybrid Approach Based on Evolutionary Strategies and Interval Arithmetic to Perform Robust Designs....Pages 543-564
An Evolutionary Approach for Assessing the Degree of Robustness of Solutions to Multi-Objective Models....Pages 565-582
Deterministic Robust Optimal Design Based on Standard Crowding Genetic Algorithm....Pages 583-598
Back Matter....Pages 599-606