Simulated Annealing with estimated temperature

被引:1
作者
Poupaert, E [1 ]
Deville, Y [1 ]
机构
[1] Univ Catholique Louvain, Dept Comp Sci & Engn, B-1348 Louvain, Belgium
关键词
optimisationsep metaheuristics; stochastic; local search; simulated annealing; evolutionary algorithms; temperature schedule; travelling salesman problem (TSP); function optimisation; efficiency analysis;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Temperature is the control parameter of Simulated Annealing, one of the best-known local search optimisation algorithms. Scheduling the temperature evolution during optimisation is a crucial component of simulated annealing. We propose to elect acceptance probability as a new control parameter of simulated annealing. The concept of imposing a schedule to acceptance probability throughout optimisation yields a new algorithm. A general local search optimisation platform has been designed and implemented to evaluate this algorithm on various representative problems. An efficiency analysis method of stochastic algorithms is proposed to compare the performance of this algorithm with other classical and state-of-the-art algorithms. Beyond excellent performance, our algorithm demonstrates the advantage of the new exploit of acceptance probability. This concept can also be applied to other stochastic algorithms such as Evolutionary Algorithms.
引用
收藏
页码:19 / 26
页数:8
相关论文
共 12 条
[1]  
Aarts E., 1990, SIMULATED ANNEALING
[2]  
AARTS EH, 1997, LOCAL SEARCH COMBINA, pCH4
[3]  
[Anonymous], 1989, P 3 INT C GEN ALG
[4]   A METHOD FOR SOLVING TRAVELING-SALESMAN PROBLEMS [J].
CROES, GA .
OPERATIONS RESEARCH, 1958, 6 (06) :791-812
[5]   THRESHOLD ACCEPTING - A GENERAL-PURPOSE OPTIMIZATION ALGORITHM APPEARING SUPERIOR TO SIMULATED ANNEALING [J].
DUECK, G ;
SCHEUER, T .
JOURNAL OF COMPUTATIONAL PHYSICS, 1990, 90 (01) :161-175
[6]   THE TRAVELING-SALESMAN PROBLEM [J].
FLOOD, MM .
OPERATIONS RESEARCH, 1956, 4 (01) :61-75
[7]  
Huang M. D., 1986, IEEE International Conference on Computer-Aided Design: ICCAD-86. A Conference for the EE CAD Professional. Digest of Technical Papers (Cat. No.86CH2353-1), P381
[8]   OPTIMIZATION BY SIMULATED ANNEALING [J].
KIRKPATRICK, S ;
GELATT, CD ;
VECCHI, MP .
SCIENCE, 1983, 220 (4598) :671-680
[9]   LEDA - A PLATFORM FOR COMBINATORIAL AND GEOMETRIC COMPUTING [J].
MEHLHORN, K ;
NAHER, S .
COMMUNICATIONS OF THE ACM, 1995, 38 (01) :96-102
[10]   EQUATION OF STATE CALCULATIONS BY FAST COMPUTING MACHINES [J].
METROPOLIS, N ;
ROSENBLUTH, AW ;
ROSENBLUTH, MN ;
TELLER, AH ;
TELLER, E .
JOURNAL OF CHEMICAL PHYSICS, 1953, 21 (06) :1087-1092