Fast Optimization of Microwave Filters using Surrogate-Based Optimization Methods

被引:0
|
作者
Chemmangat, Krishnan [1 ]
Deschrijver, Dirk [1 ]
Couckuyt, Ivo [1 ]
Dhaene, Tom [1 ]
Knockaert, Luc [1 ]
机构
[1] Ghent Univ IBBT, Dept Informat Technol, B-9050 Ghent, Belgium
来源
2012 INTERNATIONAL CONFERENCE ON ELECTROMAGNETICS IN ADVANCED APPLICATIONS (ICEAA) | 2012年
关键词
ALGORITHM;
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
This paper investigates the use of surrogate-based optimization to optimize the behavioral response of broadband microwave filters. The proposed method makes use of an efficient infill criterion (called expected improvement) that sequentially samples the response of the device at well-chosen regions in the design space. Based on these data samples, successive global surrogate models are built that become increasingly accurate near the optimum solution. A microwave filter example confirms that this approach significantly accelerates device optimization when compared to standard gradient-based methods.
引用
收藏
页码:212 / 215
页数:4
相关论文
共 50 条
  • [21] Parameter identification in climate models using surrogate-based optimization
    Priess, M.
    Piwonski, J.
    Koziel, S.
    Slawig, T.
    JOURNAL OF COMPUTATIONAL METHODS IN SCIENCES AND ENGINEERING, 2012, 12 (1-2) : 47 - 62
  • [22] Optimization of Reaction Selectivity Using CFD-Based Compartmental Modeling and Surrogate-Based Optimization
    Yang, Shu
    Kiang, San
    Farzan, Parham
    Ierapetritou, Marianthi
    PROCESSES, 2019, 7 (01):
  • [23] Surrogate-based Optimization for Pharmaceutical Manufacturing Processes
    Wang, Zilong
    Escotet-Espinoza, M. Sebastian
    Singh, Ravendra
    Ierapetritou, Marianthi
    27TH EUROPEAN SYMPOSIUM ON COMPUTER AIDED PROCESS ENGINEERING, PT C, 2017, 40C : 2797 - 2802
  • [24] Shape optimization of a cyclone separator using multi-objective surrogate-based optimization
    Singh, Prashant
    Couckuyt, Ivo
    Elsayed, Khairy
    Deschrijver, Dirk
    Dhaene, Tom
    APPLIED MATHEMATICAL MODELLING, 2016, 40 (5-6) : 4248 - 4259
  • [25] Surrogate-based optimization of a periodic rescheduling algorithm
    Ikonen, Teemu J.
    Heljanko, Keijo
    Harjunkoski, Iiro
    AICHE JOURNAL, 2022, 68 (06)
  • [26] Surrogate-based aerodynamic optimization under uncertainty
    Wang, Yu
    Yu, Xiongqing
    CJK-OSM 4: THE FOURTH CHINA-JAPAN-KOREA JOINT SYMPOSIUM ON OPTIMIZATION OF STRUCTURAL AND MECHANICAL SYSTEMS, 2006, : 605 - 610
  • [27] Surrogate-Based Optimization of Biogeochemical Transport Models
    Priess, Malte
    Slawig, Thomas
    NUMERICAL ANALYSIS AND APPLIED MATHEMATICS, VOLS I-III, 2010, 1281 : 612 - 615
  • [28] Surrogate-Based Optimization for Complex Engineering problems
    Kotti, Mouna
    Fakhfakh, Mourad
    Tlelo-Cuautle, Esteban
    2022 2ND INTERNATIONAL CONFERENCE ON INNOVATIVE RESEARCH IN APPLIED SCIENCE, ENGINEERING AND TECHNOLOGY (IRASET'2022), 2022, : 971 - 976
  • [29] Surrogate-based optimization for variational quantum algorithms
    Shaffer, Ryan
    Kocia, Lucas
    Sarovar, Mohan
    PHYSICAL REVIEW A, 2023, 107 (03)
  • [30] An Evolutionary Strategy for Surrogate-Based Multiobjective Optimization
    Pilat, Martin
    Neruda, Roman
    2012 IEEE CONGRESS ON EVOLUTIONARY COMPUTATION (CEC), 2012,