Differential Evolution Fundamentals and Applications in Electrical Engineering 1st Edition by Anyong Qing ISBN 0470823925 9780470823927

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ISBN 10: 0470823925 
ISBN 13: 9780470823927
Author: Anyong Qing

Differential evolution is a very simple but very powerful stochastic optimizer. Since its inception, it has proved very efficient and robust in function optimization and has been applied to solve problems in many scientific and engineering fields. In Differential Evolution , Dr. Qing begins with an overview of optimization, followed by a state-of-the-art review of differential evolution, including its fundamentals and up-to-date advances. He goes on to explore the relationship between differential evolution strategies, intrinsic control parameters, non-intrinsic control parameters, and problem features through a parametric study. Findings and recommendations on the selection of strategies and intrinsic control parameter values are presented. Lastly, after an introductory review of reported applications in electrical and electronic engineering fields, different research groups demonstrate how the methods can be applied to such areas as: multicast routing, multisite mapping in grid environments, antenna arrays, analog electric circuit sizing, electricity markets, stochastic tracking in video sequences, and color quantization.

Differential Evolution Fundamentals and Applications in Electrical Engineering 1st Table of contents:

1 An Introduction to Optimization.

1.1 A General Optimization Problem.

1.2 Deterministic Optimization Algorithms.

1.3 Stochastic Optimization Algorithms.

1.4 Evolutionary Algorithms.

References.

2 Fundamentals of Differential Evolution.

2.1 Differential Evolution at a Glimpse.

2.2 Classic Differential Evolution.

2.3 Intrinsic Control Parameters of Differential Evolution.

2.4 Differential Evolution as an Evolutionary Algorithm.

References.

3 Advances in Differential Evolution.

3.1 Handling Mixed Optimization Parameters.

3.2 Advanced Differential Evolution Strategies.

3.3 Multi-objective Differential Evolution.

3.4 Parametric Study on Differential Evolution.

3.5 Adaptation of Intrinsic Control Parameters of Differential Evolution.

References.

4 Configuring a Parametric Study on Differential Evolution.

4.1 Motivations.

4.2 Objectives.

4.3 Scopes.

4.4 Implementation Terminologies.

4.5 Performance Indicators.

4.6 Test Bed.

4.7 Similar Works.

4.8 A Comparative Study.

5 Benchmarking a Single-Objective Optimization Test Bed for Parametric Study on Differential Evolution.

5.1 Motivation.

5.2 A Survey on Test Problems.

5.3 Generating New Test Problems.

5.4 Tentative Benchmark Test Bed.

5.5 An Overview of Numerical Simulation.

References.

6 Differential Evolution Strategies.

6.1 Sphere Function.

6.2 Step Function 2.

6.3 Hyper-ellipsoid Function.

6.4 Qing Function.

6.5 Schwefel Function 2.22.

6.6 Schwefel Function 2.26.

6.7 Schwefel Function 1.2.

6.8 Rastrigin Function.

6.9 Ackley Function.

7 Optimal Intrinsic Control Parameters.

7.1 Sphere Function.

7.2 Step Function 2.

7.3 Hyper-ellipsoid Function.

7.4 Qing Function.

7.5 Schwefel Function 2.22.

7.6 Schwefel Function 2.26.

7.7 Schwefel Function 1.2.

7.8 Rastrigin Function.

7.9 Ackley Function.

8 Non-Intrinsic Control Parameters.

8.1 Introduction.

8.2 Alternative Search Space.

8.3 Performance of Differential Evolution.

8.4 Optimal Population Size and Safeguard Zone.

8.5 Optimal Mutation Intensity and Crossover Probability for Sphere Function.

9 An Introductory Survey on Differential Evolution in Electrical and Electronic Engineering.

9.1 Communication.

9.2 Computer Engineering.

9.3 Control Theory and Engineering.

9.4 Electrical Engineering.

9.5 Electromagnetics.

9.6 Electronics.

9.7 Magnetics.

9.8 Power Engineering.

9.9 Signal and Information Processing.

References.

10 Flexible QoS Multicast Routing in Next-Generation Internet.

10.1 Introduction.

10.2 Mathematical Models.

10.3 Performance Evaluation.

10.4 Conclusions.

10.5 Acknowledgement.

References.

11 Multisite Mapping onto Grid Environments.

11.1 Introduction.

11.2 Working Environment.

11.3 Differential Evolution for Grid Mapping.

11.4 Experiments in Predetermined Conditions.

11.5 More Realistic Experiments.

11.6 Conclusions.

References.

12 Synthesis of Time-Modulated Antenna Arrays.

12.1 Introduction.

12.2 Antenna Arrays.

12.3 Synthesis of Multiple Patterns from Time-Modulated Arrays.

12.4 Pattern Synthesis of Time-Modulated Planar Arrays.

12.5 Adaptive Nulling with Time-Modulated Antenna Arrays.

References.

13 Automated Analog Electronic Circuits Sizing.

13.1 Introduction.

13.2 Cost Function.

13.3 Hybrid Differential Evolution.

13.4 Device Sizing.

13.5 Conclusions.

References.

14 Strategic Bidding in a Competitive Electricity Market.

14.1 Electrical Energy Market.

14.2 Bidding Strategies in an Electricity Market.

14.3 Application of Differential Evolution in Strategic Bidding Systems.

14.4 Case Study.

14.5 Conclusions.

References.

15 3D Tracking of License Plates in Video Sequences.

15.1 Introduction.

15.2 3D License Plate Tracking Acquisition Setup.

15.3 Statistical Bayesian Estimation and Particle Filtering.

15.4 3D License Plate Tracking Using DEMC Particle Filter.

15.5 Comparison.

15.6 Conclusions.

References.

16 Color Quantization.

16.1 Introduction.

16.2 Differential Evolution Based Color Map Generation.

16.3 Hybrid Differential Evolution for Color Map Generation.

16.4 Experimental Results.

16.5 Conclusions.

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Tags: Anyong Qing, Fundamentals, Electrical Engineering