ON A NEW SMOOTHING TECHNIQUE FOR NON-SMOOTH, NON-CONVEX OPTIMIZATION

被引:7
作者
Yilmaz, Nurullah [1 ]
Sahiner, Ahmet [1 ]
机构
[1] Suleyman Demirel Univ, Dept Math, Isparta, Turkey
来源
NUMERICAL ALGEBRA CONTROL AND OPTIMIZATION | 2020年 / 10卷 / 03期
关键词
Smoothing techniques; non-smooth analysis; non-Lipschitz problems; global optimization; FILLED FUNCTION-METHOD; GLOBAL DESCENT METHOD; MINIMIZATION; ALGORITHM; SPLINE;
D O I
10.3934/naco.2020004
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
In many global optimization techniques, the local search methods are used for different issues such as to obtain a new initial point and to find the local solution rapidly. Most of these local search methods base on the smoothness of the problem. In this study, we propose a new smoothing approach in order to smooth out non-smooth and non-Lipschitz functions playing a very important role in global optimization problems. We illustrate our smoothing approach on well-known test problems in the literature. The numerical results show the efficiency of our method.
引用
收藏
页码:317 / 330
页数:14
相关论文
共 54 条
[31]   FUZZY GOAL PROGRAMMING APPROACH FOR STRUCTURAL OPTIMIZATION [J].
RAO, SS ;
SUNDARARAJU, K ;
PRAKASH, BG ;
BALAKRISHNA, C .
AIAA JOURNAL, 1992, 30 (05) :1425-1432
[32]   Optimization techniques applied to planning of electric power distribution systems: a bibliographic survey [J].
Resener M. ;
Haffner S. ;
Pereira L.A. ;
Pardalos P.M. .
Energy Systems, 2018, 9 (03) :473-509
[33]  
Rockafellar RT, 1998, Variational Analysis
[34]   A NEW SMOOTHING APPROACH TO EXACT PENALTY FUNCTIONS FOR INEQUALITY CONSTRAINED OPTIMIZATION PROBLEMS [J].
Sahiner, Ahmet ;
Kapusuz, Gulden ;
Yilmaz, Nurullah .
NUMERICAL ALGEBRA CONTROL AND OPTIMIZATION, 2016, 6 (02) :161-173
[35]   Mathematical modeling and an application of the filled function method in entomology [J].
Sahiner, Ahmet ;
Yilmaz, Nurullah ;
Demirozer, Ozan .
INTERNATIONAL JOURNAL OF PEST MANAGEMENT, 2014, 60 (03) :232-237
[36]   On the efficiency of nature-inspired metaheuristics in expensive global optimization with limited budget [J].
Sergeyev, Ya. D. ;
Kvasov, D. E. ;
Mukhametzhanov, M. S. .
SCIENTIFIC REPORTS, 2018, 8
[37]  
Sergeyev Ya.D., 2013, Introduction to global optimization exploiting space-filling curves
[38]   A modified particle swarm optimizer [J].
Shi, YH ;
Eberhart, R .
1998 IEEE INTERNATIONAL CONFERENCE ON EVOLUTIONARY COMPUTATION - PROCEEDINGS, 1998, :69-73
[39]  
Strogin R. G., 2000, GLOBAL OPTIMIZATION
[40]  
Tuy H., 2009, ENCY OPTIMIZATION, P590594