Differential evolution applied to a multimodal information theoretic optimization problem

被引:0
|
作者
Besson, P [1 ]
Vesin, JM [1 ]
Popovici, V [1 ]
Kunt, M [1 ]
机构
[1] EPFL, Signal Proc Inst, CH-1015 Lausanne, Switzerland
关键词
D O I
暂无
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
This paper discusses the problems raised by the optimization of a mutual information-based objective function, in the context of a multimodal speaker detection. As no approximation is used, this function is highly nonlinear and plagued by numerous local minima. Three different optimization methods are compared. The Differential Evolution algorithm is deemed to be the best for the problem at hand and, consequently, is used to perform the speaker detection.
引用
收藏
页码:505 / 509
页数:5
相关论文
共 50 条
  • [1] Solving Expensive Multimodal Optimization Problem by a Decomposition Differential Evolution Algorithm
    Gao, Weifeng
    Wei, Zhifang
    Gong, Maoguo
    Yen, Gary G.
    IEEE TRANSACTIONS ON CYBERNETICS, 2023, 53 (04) : 2236 - 2246
  • [2] Multimodal multiobjective optimization with differential evolution
    Liang, Jing
    Xu, Weiwei
    Yue, Caitong
    Yu, Kunjie
    Song, Hui
    Crisalle, Oscar D.
    Qu, Boyang
    SWARM AND EVOLUTIONARY COMPUTATION, 2019, 44 : 1028 - 1059
  • [3] Clustering and Differential Evolution for Multimodal Optimization
    Boskovic, Borko
    Brest, Janez
    2017 IEEE CONGRESS ON EVOLUTIONARY COMPUTATION (CEC), 2017, : 698 - 705
  • [4] A Chaotic Approach of Differential Evolution Optimization Applied to Loudspeaker Design Problem
    Coelho, Leandro dos S.
    Bora, Teodoro C.
    Lebensztajn, Luiz
    IEEE TRANSACTIONS ON MAGNETICS, 2012, 48 (02) : 751 - 754
  • [5] Historical Information-based Differential Evolution for Dynamic Optimization Problem
    Wu, Sheng-Hao
    Du, Ke-Jing
    Zhan, Zhi-Hui
    Wang, Hua
    Zhang, Jun
    2021 IEEE CONGRESS ON EVOLUTIONARY COMPUTATION (CEC 2021), 2021, : 119 - 126
  • [6] Adversarial Differential Evolution for Multimodal Optimization Problems
    Jiang, Yi
    Chen, Chun-Hua
    Zhan, Zhi-Hui
    Li, Yun
    Zhang, Jun
    2022 IEEE CONGRESS ON EVOLUTIONARY COMPUTATION (CEC), 2022,
  • [7] Differential Evolution with Neighborhood Mutation for Multimodal Optimization
    Qu, B. Y.
    Suganthan, P. N.
    Liang, J. J.
    IEEE TRANSACTIONS ON EVOLUTIONARY COMPUTATION, 2012, 16 (05) : 601 - 614
  • [8] Differential evolution optimization applied to the wavelength converters placement problem in all optical networks
    Lezama, Fernando
    Castanon, Gerardo
    Maria Sarmiento, Ana
    COMPUTER NETWORKS, 2012, 56 (09) : 2262 - 2275
  • [9] Differential evolution optimization applied to the routing and spectrum allocation problem in flexgrid optical networks
    Lezama, Fernando
    Castanon, Gerardo
    Maria Sarmiento, Ana
    Martins, Indayara B.
    PHOTONIC NETWORK COMMUNICATIONS, 2016, 31 (01) : 129 - 146
  • [10] Differential evolution optimization applied to the routing and spectrum allocation problem in flexgrid optical networks
    Fernando Lezama
    Gerardo Castañón
    Ana Maria Sarmiento
    Indayara B. Martins
    Photonic Network Communications, 2016, 31 : 129 - 146