Fast Multi-Objective Antenna Optimization Using Sequential Patching and Variable-Fidelity EM Models

被引:0
|
作者
Koziel, Slawomir [1 ]
Bekasiewicz, Adrian [1 ]
机构
[1] Gdansk Univ Technol, Fac Elect Telecommun & Informat, Gdansk, Poland
关键词
multi-objective design; antenna design; EM simulation; design space patching; variable-fidelity simulations; surrogate modeling; surrogate-based optimization; DESIGN OPTIMIZATION;
D O I
暂无
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
In this work, a technique for fast multi-objective design optimization of antenna structures is presented. In our approach, the initial approximation of the Pareto set representing the best possible trade-offs between conflicting design objectives is obtained by means of sequential patching of the design space. The latter is a stencil-based search that aims at creating a path that connects the extreme Pareto-optimal designs ( obtained by means of single-objective optimization runs). For the sake of computational efficiency, the patching process is realized at the level of coarse-discretization EM simulation model. The final Pareto front is obtained through surrogate-based optimization, and it is reusing the EM simulation data acquired at the initial design stage. The proposed approach is demonstrated using the example of an ultrawideband monopole antenna.
引用
收藏
页数:4
相关论文
共 50 条
  • [1] Fast Multi-Objective Antenna Design Through Variable-Fidelity EM Simulations *
    Koziel, Slawomir
    Bekasiewicz, Adrian
    Zieniutycz, Wlodzimierz
    [J]. 2014 16TH INTERNATIONAL SYMPOSIUM ON ANTENNA TECHNOLOGY AND APPLIED ELECTROMAGNETICS (ANTEM), 2014,
  • [2] Fast Antenna Optimization Using Gradient Monitoring and Variable-Fidelity EM Models
    Koziel, Slawomir
    Pietrenko-Dabrowska, Anna
    [J]. 2020 INTERNATIONAL APPLIED COMPUTATIONAL ELECTROMAGNETICS SOCIETY SYMPOSIUM (2020 ACES-MONTEREY), 2020,
  • [3] Fast Antenna Optimization Using Gradient Monitoring and Variable-Fidelity EM Models
    Koziel, Slawomir
    Pietrenko-Dabrowska, Anna
    [J]. APPLIED COMPUTATIONAL ELECTROMAGNETICS SOCIETY JOURNAL, 2020, 35 (11): : 1348 - 1349
  • [4] Multi-Objective Design of Antennas Using Variable-Fidelity EM Models and Constrained Surrogates
    Koziel, Slawomir
    Sigudosson, Ari T.
    [J]. 2018 IEEE ANTENNAS AND PROPAGATION SOCIETY INTERNATIONAL SYMPOSIUM ON ANTENNAS AND PROPAGATION & USNC/URSI NATIONAL RADIO SCIENCE MEETING, 2018, : 1589 - 1590
  • [5] Multi-Objective Design of Antenna Structures Using Variable-Fidelity EM Simulations and Co-Kriging
    Koziel, Slawomir
    Ogurtsov, Stanislav
    Couckuyt, Ivo
    Dhaene, Tom
    [J]. 2014 8TH EUROPEAN CONFERENCE ON ANTENNAS AND PROPAGATION (EUCAP), 2014, : 2884 - 2886
  • [6] Fast Multi-Objective Aerodynamic Optimization Using Sequential Domain Patching and Multifidelity Models
    Amrit, Anand
    Leifsson, Leifur
    Koziel, Slawomir
    [J]. JOURNAL OF AIRCRAFT, 2020, 57 (03): : 388 - 398
  • [7] A multi-objective variable-fidelity optimization method for genetic algorithms
    Zhu, Jiandao
    Wang, Yi-Jen
    Collette, Matthew
    [J]. ENGINEERING OPTIMIZATION, 2014, 46 (04) : 521 - 542
  • [8] Fast EM-Driven Optimization Using Variable-Fidelity EM Models and Adjoint Sensitivities
    Koziel, S.
    Bekasiewicz, A.
    [J]. IEEE MICROWAVE AND WIRELESS COMPONENTS LETTERS, 2016, 26 (02) : 80 - 82
  • [9] An online variable-fidelity optimization approach for multi-objective design optimization
    Leshi Shu
    Ping Jiang
    Qi Zhou
    Tingli Xie
    [J]. Structural and Multidisciplinary Optimization, 2019, 60 : 1059 - 1077
  • [10] Multi-Objective Design of Antennas Using Variable-Fidelity Simulations and Surrogate Models
    Koziel, Slawomir
    Ogurtsov, Stanislav
    [J]. IEEE TRANSACTIONS ON ANTENNAS AND PROPAGATION, 2013, 61 (12) : 5931 - 5939