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.
2007
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/11577/2452575
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