Computational Intelligence in Expensive Optimization Problems

Chapter 1 A Survey of Fitness Approximation Methods Applied in Evolutionary Algorithms

Chapter 2 A Review of Techniques for Handling Expensive Functions in Evolutionary Multi-Objective Optimization

Chapter 3 Multilevel Optimization Algorithms Based on Metamodel- and Fitness Inheritance-Assisted Evolutionary Algorithms

Chapter 4 Knowledge-Based Variable-Fidelity Optimization of Expensive Objective Functions through Space Mapping

Chapter 5 Reducing Function Evaluations Using Adaptively Controlled Differential Evolution with Rough Approximation Model

Chapter 6 Kriging Is Well-Suited to Parallelize Optimization

Chapter 7 Analysis of Approximation-Based Memetic Algorithms for Engineering Optimization

Chapter 8 Opportunities for Expensive Optimization with Estimation of Distribution Algorithms

Chapter 9 On Similarity-Based Surrogate Models for Expensive Single- and Multi-objective Evolutionary Optimization

Chapter 10 Multi-objective Model Predictive Control Using Computational Intelligence

Chapter 11 Improving Local Convergence in Particle Swarms by Fitness Approximation Using Regression

Chapter 12 Differential Evolution with Scale Factor Local Search for Large Scale Problems

Chapter 13 Large-Scale Network Optimization with Evolutionary Hybrid Algorithms: Ten Years’ Experience with the Electric Power Distribution Industry

Chapter 14 A Parallel Hybrid Implementation Using Genetic Algorithms, GRASP and Reinforcement Learning for the Salesman Traveling Problem

Chapter 15 An Evolutionary Approach for the TSP and the TSP with Backhauls

Chapter 16 Towards Efficient Multi-objective Genetic Takagi-Sugeno Fuzzy Systems for High Dimensional Problems

Chapter 17 Evolutionary Algorithms for the Multi Criterion Minimum Spanning Tree Problem

Chapter 18 Loss-Based Estimation with Evolutionary Algorithms and Cross-Validation

Chapter 19 Particle Swarm Optimisation Aided MIMO Transceiver Designs

Chapter 20 Optimal Design of a Common Rail Diesel Engine Piston

Chapter 21 Robust Preliminary Space Mission Design under Uncertainty

Chapter 22 Progressive Design Methodology for Design of Engineering Systems

Chapter 23 Reliable Network Design Using Hybrid Genetic Algorithm Based on Multi-Ring Encoding

Chapter 24 Isolated Word Analysis Using Biologically-Based Neural Networks

Chapter 25 A Distributed Evolutionary Approach to Subtraction Radiography

Chapter 26 Speeding-Up Expensive Evaluations in High-Level Synthesis Using Solution Modeling and Fitness Inheritance