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

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


Title: A Generalized SDP Multi-Objective Optimization Method for EM-Based Microwave Device Design
Author: Liu, Ying
Cheng, Qingsha S.
Koziel, Slawomir   orcid.org/0000-0002-0584-4427
Date: 2019-07-11
Language: English
Scope: 3065
University/Institute: Háskólinn í Reykjavík
Reykjavik University
School: Tækni- og verkfræðideild (HR)
School of Science and Engineering (RU)
Series: Sensors;19(14)
ISSN: 1424-8220
DOI: 10.3390/s19143065
Subject: Electrical and Electronic Engineering; Analytical Chemistry; Atomic and Molecular Physics, and Optics; Multi-objective optimization; Pareto front; Microwave devices design; EM-based simulation; Generalized sequential domain patching; Ultra-wideband antennas; Automation; Rafeindaverkfræði; Bestun; Örbylgjur; Rafrásir; Hönnun; Reiknirit; Hermun; Þráðlaus kerfi; Loftnet; Sjálfvirkni
URI: https://hdl.handle.net/20.500.11815/1849

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Citation:

Liu, Y., Cheng, Q. S., & Koziel, S. (2019). A Generalized SDP Multi-Objective Optimization Method for EM-Based Microwave Device Design. Sensors, 19(14), 3065. https://doi.org/10.3390/s19143065

Abstract:

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.

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This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/).

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