Multi-objective optimisation with stochastic algorithms and fuzzy definition of objective function

被引:8
|
作者
Chiampi, M
Fuerntratt, G
Magele, C
Ragusa, C
Repetto, M
机构
[1] Politecn Torino, Dipartimento Ingn Elettr Ind, Turin, Italy
[2] Graz Tech Univ, IGTE, A-8010 Graz, Austria
关键词
D O I
10.3233/JAEM-1998-097
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
The use of a decision making scheme based on fuzzy logic applied to the design of electromagnetic devices is presented. In the Multi-Objective Optimisation, the different scalar objectives are merged together firstly by means of a fuzzyfication process and then by the application of a fuzzy logical operator. This scheme can be easily coupled to any search optimisation (zeroth order algorithm) since it does not require differentiation of the scalar functions. Two different implementations of the procedure, coupled to Simulated Annealing and to Genetic Algorithm stochastic search are presented. The two procedures are tested versus a two solenoids SMES (Superconducting Magnetic Energy Storage) Multi-Objective Optimisation problem.
引用
收藏
页码:381 / 389
页数:9
相关论文
共 50 条
  • [41] Multi-Objective Evolutionary Beer Optimisation
    al-Rifaie, Mohammad Majid
    Cavazza, Marc
    PROCEEDINGS OF THE 2022 GENETIC AND EVOLUTIONARY COMPUTATION CONFERENCE COMPANION, GECCO 2022, 2022, : 683 - 686
  • [42] Multi-objective satisfactory optimisation method
    Wang, P
    Huang, HH
    Zhang, X
    2004 IEEE CONFERENCE ON CYBERNETICS AND INTELLIGENT SYSTEMS, VOLS 1 AND 2, 2004, : 695 - 699
  • [43] Lens design as multi-objective optimisation
    Joseph, Shaine
    Kang, Hyung W.
    Chakraborty, Uday K.
    INTERNATIONAL JOURNAL OF AUTOMATION AND CONTROL, 2011, 5 (03) : 189 - 218
  • [44] Bat algorithm for multi-objective optimisation
    Yang, Xin-She
    INTERNATIONAL JOURNAL OF BIO-INSPIRED COMPUTATION, 2011, 3 (05) : 267 - 274
  • [45] An Analysis of Multi-objective Fuzzy Stochastic Nonlinear Programming Models
    Beaula, Thangaraj
    Seetha, R.
    COMMUNICATIONS IN MATHEMATICS AND APPLICATIONS, 2022, 13 (04): : 1287 - 1294
  • [46] Multi-Objective Optimisation of Metamaterial Antenna
    Capers, James R.
    Boyes, Stephen J.
    Hibbins, Alastair P.
    Horsley, Simon A. R.
    2023 17TH EUROPEAN CONFERENCE ON ANTENNAS AND PROPAGATION, EUCAP, 2023,
  • [47] Multi-Objective Optimisation by Reinforcement Learning
    Liao, H. L.
    Wu, Q. H.
    2010 IEEE CONGRESS ON EVOLUTIONARY COMPUTATION (CEC), 2010,
  • [48] Multi-objective optimisation with robustness and uncertainty
    Aitbrik, B.
    Bouhaddi, N.
    Cogan, S.
    Huang, S. J.
    Proceedings of The Seventh International Conference on the Application of Artificial Intelligence to Civil and Structural Engineering, 2003, : 73 - 74
  • [49] Multi-objective optimisation in the presence of uncertainty
    Fieldsend, JE
    Everson, RM
    2005 IEEE CONGRESS ON EVOLUTIONARY COMPUTATION, VOLS 1-3, PROCEEDINGS, 2005, : 243 - 250
  • [50] Multi-objective Optimisation of Marine Propellers
    Mirjalili, Seyedali
    Lewis, Andrew
    Mirjalili, Seyed Ali Mohammad
    INTERNATIONAL CONFERENCE ON COMPUTATIONAL SCIENCE, ICCS 2015 COMPUTATIONAL SCIENCE AT THE GATES OF NATURE, 2015, 51 : 2247 - 2256