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
来源：
APPLICATIONS OF EVOLUTIONARY COMPUTING, PROCEEDINGS | 2006年 / 3907卷
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
  • [41] Differential Evolution with a Level-Based Learning Strategy for Multimodal Optimization
    Zhang, Yuhui
    Wei, Wenhong
    Zhao, Tiezhu
    Wang, Zijia
    INTERNATIONAL JOURNAL OF INTELLIGENT SYSTEMS, 2023, 2023
  • [42] Distributed minimum spanning tree differential evolution for multimodal optimization problems
    Wang, Zi-Jia
    Zhan, Zhi-Hui
    Zhang, Jun
    SOFT COMPUTING, 2019, 23 (24) : 13339 - 13349
  • [43] Solving Portfolio Optimization Problem through Differential Evolution
    Zaheer, Hira
    Pant, Millie
    2016 INTERNATIONAL CONFERENCE ON ELECTRICAL, ELECTRONICS, AND OPTIMIZATION TECHNIQUES (ICEEOT), 2016, : 3982 - 3987
  • [44] Differential Evolution Algorithm for Solving the Portfolio Optimization Problem
    Homchenko, A. A.
    Grishina, N. P.
    Lucas, C.
    Sidorov, S. P.
    IZVESTIYA SARATOVSKOGO UNIVERSITETA NOVAYA SERIYA-MATEMATIKA MEKHANIKA INFORMATIKA, 2013, 13 (02): : 16 - 16
  • [45] A simulated weed colony system with subregional differential evolution for multimodal optimization
    Roy, Subhrajit
    Islam, Sk. Minhazul
    Das, Swagatam
    Ghosh, Saurav
    Vasilakos, Athanasios V.
    ENGINEERING OPTIMIZATION, 2013, 45 (04) : 459 - 481
  • [46] A multilevel sampling strategy based memetic differential evolution for multimodal optimization
    Wang, Xi
    Sheng, Mengmeng
    Ye, Kangfei
    Lin, Jian
    Mao, Jiafa
    Chen, Shengyong
    Sheng, Weiguo
    NEUROCOMPUTING, 2019, 334 : 79 - 88
  • [47] A network community-based differential evolution for multimodal optimization problems
    Chen, Xi-Yuan
    Zhao, Hong
    Liu, Jing
    INFORMATION SCIENCES, 2023, 645
  • [48] Adaptive Estimation Distribution Distributed Differential Evolution for Multimodal Optimization Problems
    Wang, Zi-Jia
    Zhou, Yu-Ren
    Zhang, Jun
    IEEE TRANSACTIONS ON CYBERNETICS, 2022, 52 (07) : 6059 - 6070
  • [49] An adaptive neighborhood-based speciation differential evolution for multimodal optimization
    Xiong, Shijie
    Gong, Wenyin
    Wang, Kai
    EXPERT SYSTEMS WITH APPLICATIONS, 2023, 211
  • [50] Niche Differential Evolution Algorithm and Its Application in Multimodal Function Optimization
    Li, Na
    Li, Yuanxiang
    Huang, Zhiguo
    Wang, Yong
    ADVANCED DESIGN TECHNOLOGY, PTS 1-3, 2011, 308-310 : 2431 - 2435
12345