Improving the Efficiency of Simulated Annealing Optimization Through Detection of Productive Search

作者: Simon Szykman , Harshawardhan Shetty , Linda C. Schmidt

DOI: 10.1115/DETC97/DAC-3980

关键词: Hill climbingAnnealing (glass)Adaptive simulated annealingSimulated annealingScheduleStatistical process controlTravelling salesman problemMathematical optimizationComputer science

摘要: The popularity of simulated annealing for engineering design applications has grown in recent years, increasing the need new techniques that improve algorithm performance. Simulated is a time-consuming, iteration-intensive algorithm. One area enhancement with high potential impact development methods improving by reducing amount wasted or non-productive search. This paper presents an approach to detection productive search based on statistical process control (SPC) concepts. proposed Detection Productive Search (DPS) schedule compared three other viable schedules using 100-city traveling salesman problem. DPS produces results par best from more traditional but does so significantly fewer iterations.

参考文章(15)
Huang, F Romeo, A K Sangiovanni Vincentelli, AN EFFICIENT GENERAL COOLING SCHEDULE FOR SIMULATED ANNEALING PROCEEDING OF IEEE INTERNATIONAL CONFERENCE ON COMPUTER AIDED DESIGN. pp. 381- 384 ,(1986)
Steve R. White, Concepts of scale in simulated annealing AIP Conference Proceedings. ,vol. 122, pp. 261- 270 ,(2008) , 10.1063/1.34823
Dennis W. King, Statistical Quality Design and Control Technometrics. ,vol. 35, pp. 331- 332 ,(1993) , 10.1080/00401706.1993.10485340
Patrick Krolak, Wayne Felts, George Marble, A man-machine approach toward solving the traveling salesman problem Communications of the ACM. ,vol. 14, pp. 327- 334 ,(1971) , 10.1145/362588.362593
P. Jain, P. Fenyes, R. Richter, Optimal Blank Nesting Using Simulated Annealing Journal of Mechanical Design. ,vol. 114, pp. 160- 165 ,(1992) , 10.1115/1.2916910
S. Kirkpatrick, C. D. Gelatt, M. P. Vecchi, Optimization by Simulated Annealing Science. ,vol. 220, pp. 671- 680 ,(1983) , 10.1126/SCIENCE.220.4598.671
G. J. Kim, S. Szykman, Combining Interactive Exploration and Optimization for Assembly Design Journal of Mechanical Design. ,vol. 120, pp. 24- 31 ,(1998) , 10.1115/1.2826671
S. Szykman, J. Cagan, Constrained Three-Dimensional Component Layout Using Simulated Annealing Journal of Mechanical Design. ,vol. 119, pp. 28- 35 ,(1997) , 10.1115/1.2828785
K. Shea, J. Cagan, S. J. Fenves, A Shape Annealing Approach to Optimal Truss Design With Dynamic Grouping of Members design automation conference. ,vol. 119, pp. 388- 394 ,(1995) , 10.1115/1.2826360
Jean-Marc Delosme, Jimmy Lam, Performance of a new annealing schedule design automation conference. pp. 306- 311 ,(1988) , 10.5555/285730.285780