On the simulated annealing in Rd

被引:5
作者
Fournier, Nicolas [1 ]
Tardif, Camille [1 ]
机构
[1] Sorbonne Univ, LPSM UMR 8001, Case Courrier 158, F-75252 Paris 05, France
关键词
Simulated annealing; Time-inhomogeneous diffusion processes; Large time behavior; Non-explosion; EXPLOSION;
D O I
10.1016/j.jfa.2021.109086
中图分类号
O1 [数学];
学科分类号
0701 ; 070101 ;
摘要
Using a localization procedure and the result of Holley-Kusuoka-Stroock [8] in the torus, we widely weaken the usual growth assumptions concerning the success of the continuous-time simulated annealing in R-d. Our only assumption is the existence of an invariant probability measure for a sufficiently low temperature. We also prove, in an appendix, a non-explosion criterion for a class of time-inhomogeneous diffusions. (C) 2021 Elsevier Inc. All rights reserved.
引用
收藏
页数:30
相关论文
共 16 条
[1]  
AZENCOTT R, 1988, ASTERISQUE, P223
[2]   An improved annealing method and its large-time behavior [J].
Fang, HT ;
Qian, MP ;
Gong, GL .
STOCHASTIC PROCESSES AND THEIR APPLICATIONS, 1997, 71 (01) :55-74
[3]  
Freidlin M., 1984, RANDOM PERTURBATIONS
[4]  
Friedman A., 1964, PARTIAL DIFFERENTIAL
[5]   Analytic and geometric background of recurrence and non-explosion of the Brownian motion on Riemannian manifolds [J].
Grigor'yan, A .
BULLETIN OF THE AMERICAN MATHEMATICAL SOCIETY, 1999, 36 (02) :135-249
[6]  
GRIGORIAN AA, 1986, DOKL AKAD NAUK SSSR+, V290, P534
[7]   SIMULATED ANNEALING VIA SOBOLEV INEQUALITIES [J].
HOLLEY, R ;
STROOCK, D .
COMMUNICATIONS IN MATHEMATICAL PHYSICS, 1988, 115 (04) :553-569
[8]   ASYMPTOTICS OF THE SPECTRAL GAP WITH APPLICATIONS TO THE THEORY OF SIMULATED ANNEALING [J].
HOLLEY, RA ;
KUSUOKA, S ;
STROOCK, DW .
JOURNAL OF FUNCTIONAL ANALYSIS, 1989, 83 (02) :333-347
[9]   EXPLOSION PROBLEMS FOR SYMMETRICAL DIFFUSION-PROCESSES [J].
ICHIHARA, K .
TRANSACTIONS OF THE AMERICAN MATHEMATICAL SOCIETY, 1986, 298 (02) :515-536
[10]   OPTIMIZATION BY SIMULATED ANNEALING [J].
KIRKPATRICK, S ;
GELATT, CD ;
VECCHI, MP .
SCIENCE, 1983, 220 (4598) :671-680