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A Generalized SDP Multi-Objective Optimization Method for EM-Based Microwave Device Design

Authors :
Qingsha S. Cheng
Slawomir Koziel
Ying Liu
Tækni- og verkfræðideild (HR)
School of Science and Engineering (RU)
Háskólinn í Reykjavík
Reykjavik University
Source :
Sensors (Basel, Switzerland), Sensors, Volume 19, Issue 14, Sensors, Vol 19, Iss 14, p 3065 (2019)
Publication Year :
2019

Abstract

Publisher's version (útgefin grein)<br />In this article, a generalized sequential domain patching (GSDP) method for efficient multi-objective optimization based on electromagnetics (EM) simulation is proposed. The GSDP method allowing fast searching for Pareto fronts for two and three objectives is elaborated in detail in this paper. The GSDP method is compared with the NSGA-II method using multi-objective problems in the DTLZ series, and the results show the GSDP method saved computational cost by more than 85% compared to NSGA-II method. A diversity comparison indicator (DCI) is used to evaluate approximate Pareto fronts. The comparison results show the diversity performance of GSDP is better than that of NSGA-II in most cases. We demonstrate the proposed GSDP method using a practical multi-objective design example of EM-based UWB antenna for IoT applications.<br />National Natural Science Foundation of China Grant, 61471258 and by Science & Technology Innovation Committee of Shenzhen Municipality Grant, KQJSCX20170328153625183.<br />"Peer Reviewed"

Details

ISSN :
14248220
Volume :
19
Issue :
14
Database :
OpenAIRE
Journal :
Sensors (Basel, Switzerland)
Accession number :
edsair.doi.dedup.....b810f08bc442dac3abfe184811d11845