Strategies for computationally feasible multi-objective simulation-driven design of compact RF/microwave components

被引:6
|
作者
Koziel, Slawomir [1 ]
Bekasiewicz, Adrian [1 ]
机构
[1] Gdansk Univ Technol, Fac Elect Telecommun & Informat, Gdansk, Poland
关键词
Surrogate modelling; Multi-objective optimization; Computer-aided design (CAD); Electromagnetic (EM)-driven design; Evolutionary algorithms; Space mapping; PARTICLE SWARM OPTIMIZATION; ANTENNA DESIGN;
D O I
10.1108/EC-03-2015-0067
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Purpose - Strategies for accelerated multi-objective optimization of compact microwave and RF structures are investigated, including the possibility of exploiting surrogate modeling techniques for electromagnetic (EM)-driven design speedup for such components. The paper aims to discuss these issues. Design/methodology/approach - Two algorithmic frameworks are described that are based on fast response surface approximation models, structure decomposition, and Pareto front refinement. Numerical case studies are provided demonstrating feasibility of solving real-world problems involving multi-objective optimization of miniaturized microwave passives and expensive EM-simulation models of such structures. Findings - It is possible, through appropriate combination of the surrogate modeling techniques and response correction methods, to identify the set of alternative designs representing the best possible trade-offs between conflicting design objectives in a realistic time frame corresponding to a few dozen of high-fidelity EM simulations of the respective structures. Research limitations/implications - The present study sets a direction for further studied on expedited optimization of computationally expensive simulation models for miniaturized microwave components. Originality/value - The proposed algorithmic framework proved useful for fast design of microwave structures, which is extremely challenging when using conventional methods. To the authors' knowledge, this is one of the first attempts to surrogate-assisted multi-objective optimization of compact components at the EM-simulation level.
引用
收藏
页码:184 / 201
页数:18
相关论文
共 50 条
  • [1] Rapid Multi-Objective Simulation-Driven Design of Compact Microwave Circuits
    Koziel, S.
    Bekasiewicz, A.
    Kurgan, P.
    [J]. IEEE MICROWAVE AND WIRELESS COMPONENTS LETTERS, 2015, 25 (05) : 277 - 279
  • [2] Computationally-Efficient EM-Simulation-Driven Multi-objective Design of Compact Microwave Structures
    Koziel, Slawomir
    Bekasiewicz, Adrian
    Kurgan, Piotr
    Leifsson, Leifur
    [J]. SIMULATION AND MODELING METHODOLOGIES, TECHNOLOGIES AND APPLICATIONS, SIMULTECH 2014, 2015, 402 : 235 - 250
  • [3] Recent developments in simulation-driven multi-objective design of antennas
    Koziel, S.
    Bekasiewicz, A.
    [J]. BULLETIN OF THE POLISH ACADEMY OF SCIENCES-TECHNICAL SCIENCES, 2015, 63 (03) : 781 - 789
  • [4] Multi-Objective Design of Compact RF/Microwave Components Using Decomposition and Surrogate Modeling
    Koziel, Slawomir
    Bekasiewicz, Adrian
    [J]. 2015 10TH EUROPEAN MICROWAVE INTEGRATED CIRCUITS CONFERENCE (EUMIC), 2015, : 211 - 214
  • [5] Simulation-Driven Multi-objective Evolution for Traffic Light Optimization
    Cacco, Alessandro
    Iacca, Giovanni
    [J]. APPLICATIONS OF EVOLUTIONARY COMPUTATION, EVOAPPLICATIONS 2020, 2020, 12104 : 100 - 116
  • [6] Multi-Objective Design of Compact Microwave Components with Data-Driven Surrogates and Pareto Front Decomposition
    Bekasiewicz, Adrian
    Koziel, Slawomir
    Bandler, John W.
    [J]. 2018 IEEE MTT-S INTERNATIONAL CONFERENCE ON NUMERICAL ELECTROMAGNETIC AND MULTIPHYSICS MODELING AND OPTIMIZATION (NEMO), 2018,
  • [7] Structure and Computationally Efficient Simulation-Driven Design of Compact UWB Monopole Antenna
    Bekasiewicz, Adrian
    Koziel, Slawomir
    [J]. IEEE ANTENNAS AND WIRELESS PROPAGATION LETTERS, 2015, 14 : 1282 - 1285
  • [8] Efficient Multi-Objective Simulation-Driven Antenna Design Using Co-Kriging
    Koziel, Slawomir
    Bekasiewicz, Adrian
    Couckuyt, Ivo
    Dhaene, Tom
    [J]. IEEE TRANSACTIONS ON ANTENNAS AND PROPAGATION, 2014, 62 (11) : 5900 - 5905
  • [9] Accurate Simulation-Driven Modeling and Design Optimization of Compact Microwave Structures
    Koziel, Slawomir
    Bekasiewicz, Adrian
    [J]. 2016 IEEE MTT-S INTERNATIONAL MICROWAVE SYMPOSIUM (IMS), 2016,
  • [10] Rapid Simulation-Driven Multiobjective Design Optimization of Decomposable Compact Microwave Passives
    Koziel, Slawomir
    Bekasiewicz, Adrian
    [J]. IEEE TRANSACTIONS ON MICROWAVE THEORY AND TECHNIQUES, 2016, 64 (08) : 2454 - 2461