Purpose - This paper aims to show on a widely used benchmark problem that chaotic sequences can improve the search ability of evolution strategies (ES). Design/methodology/approach - The Lozi map is used to generate new individuals in the framework of ES algorithms. A quasi-Newton (QN) method is also used within the iterative loop to improve the solution's quality locally. Findings - It is shown that the combined use of chaotic sequences and QN methods can provide high-quality solutions with small standard deviation on the selected benchmark problem. Research limitations/implications - Although the benchmark is considered to be representative of typical electromagnetic problems, different test cases may give less satisfactory results. Practical implications - The proposed approach appears to be an efficient general purpose optimizer for electromagnetic design problems. Originality/value - This paper introduces the use of chaotic sequences in the area of electromagnetic design optimization.
Electromagnetic Device Optimization by Hybrid Evolution Strategy Approaches
ALOTTO, PIERGIORGIO;
2007
Abstract
Purpose - This paper aims to show on a widely used benchmark problem that chaotic sequences can improve the search ability of evolution strategies (ES). Design/methodology/approach - The Lozi map is used to generate new individuals in the framework of ES algorithms. A quasi-Newton (QN) method is also used within the iterative loop to improve the solution's quality locally. Findings - It is shown that the combined use of chaotic sequences and QN methods can provide high-quality solutions with small standard deviation on the selected benchmark problem. Research limitations/implications - Although the benchmark is considered to be representative of typical electromagnetic problems, different test cases may give less satisfactory results. Practical implications - The proposed approach appears to be an efficient general purpose optimizer for electromagnetic design problems. Originality/value - This paper introduces the use of chaotic sequences in the area of electromagnetic design optimization.Pubblicazioni consigliate
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