Effect of dimensionality on the Nelder-Mead simplex method

被引:94
作者
Han, LX [1 ]
Neumann, M
机构
[1] Univ Michigan, Dept Math, Flint, MI 48502 USA
[2] Univ Connecticut, Dept Math, Storrs, CT 06269 USA
基金
美国国家科学基金会;
关键词
Nelder-Mead method; simplex; effect of dimensionality; convergence; optimization;
D O I
10.1080/10556780512331318290
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
The effect of dimensionality on the widely used Nelder - Mead simplex method for unconstrained optimization is investigated. It is shown that by using the quadratic function f ( x) = x(T)x, the Nelder - Mead simplex method deteriorates as the dimension increases.
引用
收藏
页码:1 / 16
页数:16
相关论文
共 50 条
[21]   A convergent variant of the Nelder-Mead algorithm [J].
Price, CJ ;
Coope, ID ;
Byatt, D .
JOURNAL OF OPTIMIZATION THEORY AND APPLICATIONS, 2002, 113 (01) :5-19
[22]   Optimal Parameter Extraction of PEM Fuel Cell Using a Hybrid Weighted Mean of Vectors and Nelder-Mead Simplex Method [J].
Khajuria, Rahul ;
Bukya, Mahipal ;
Lamba, Ravita ;
Kumar, Rajesh .
IEEE ACCESS, 2024, 12 :121346-121367
[23]   Convergence of the Nelder-Mead method for con-vex functions [J].
Galantai, A. .
ACTA POLYTECHNICA HUNGARICA, 2024, 21 (10) :185-203
[24]   Efficient control of automotive R744 heat pump using Nelder-Mead simplex method [J].
Glos, Jan ;
Vaclavek, Pavel .
2017 IEEE INTERNATIONAL CONFERENCE ON INDUSTRIAL TECHNOLOGY (ICIT), 2017, :785-790
[25]   A constrained, globalized, and bounded Nelder-Mead method for engineering optimization [J].
Luersen, MA ;
Le Riche, R ;
Guyon, F .
STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION, 2004, 27 (1-2) :43-54
[26]   Modification of the PSO Algorithm: Variable Population Size and Hybridization with the Nelder-Mead Method [J].
Topalov, Stefan ;
Radovic, Mirna .
2025 24TH INTERNATIONAL SYMPOSIUM INFOTEH-JAHORINA, INFOTEH, 2025,
[27]   OPTIMIZATION OF THE SWITCHED-RELUCTANCE MOTOR ACTIVE PART BY THE NELDER-MEAD METHOD [J].
Petrushin, Alexander D. ;
Shevkunova, Anastasiya, V ;
Kashuba, Alexander, V .
BULLETIN OF THE TOMSK POLYTECHNIC UNIVERSITY-GEO ASSETS ENGINEERING, 2016, 327 (06) :83-92
[28]   A novel Whale Optimization Algorithm integrated with Nelder-Mead simplex for multi-objective optimization problems [J].
Abdel-Basset, Mohamed ;
Mohamed, Reda ;
Mirjalili, Seyedali .
KNOWLEDGE-BASED SYSTEMS, 2021, 212
[29]   Weighted Centroids in Adaptive Nelder-Mead Simplex: With heat source locator and multiple myeloma predictor applications [J].
Gunel, Korhan .
APPLIED SOFT COMPUTING, 2024, 151
[30]   A hybrid method combining continuous tabu search and Nelder-Mead simplex algorithms for the global optimization of multiminima functions [J].
Chelouah, R ;
Siarry, P .
EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2005, 161 (03) :636-654