DocumentCode :
808013
Title :
Sample-sort simulated annealing
Author :
Thompson, Dale R. ; Bilbro, Griff L.
Author_Institution :
Comput. Sci. & Comput. Eng. Dept., Univ. of Arkansas, Fayetteville, AR, USA
Volume :
35
Issue :
3
fYear :
2005
fDate :
6/1/2005 12:00:00 AM
Firstpage :
625
Lastpage :
632
Abstract :
A simulated annealing (SA) algorithm called Sample-Sort that is artificially extended across an array of samplers is proposed. The sequence of temperatures for a serial SA algorithm is replaced with an array of samplers operating at static temperatures and the single stochastic sampler is replaced with a set of samplers. The set of samplers uses a biased generator to sample the same distribution of a serial SA algorithm to maintain the same convergence property. Sample-Sort was compared to SA by applying both to a set of global optimization problems and found to be comparable if the number of iterations per sampler was sufficient. If the evaluation phase dominates the computational requirements, Sample-Sort could take advantage of parallel processing.
Keywords :
minimisation; parallel algorithms; probability; sampling methods; simulated annealing; sorting; convergence property; optimization problems; parallel algorithm; parallel processing; probability; sample-sort simulated annealing algorithm; serial SA algorithm; Concurrent computing; Convergence; Cooling; Costs; Parallel algorithms; Parallel processing; Processor scheduling; Simulated annealing; Stochastic processes; Temperature; Optimization methods; parallel algorithm; simulated annealing (SA); Algorithms; Artificial Intelligence; Cluster Analysis; Information Storage and Retrieval; Models, Biological; Models, Statistical; Numerical Analysis, Computer-Assisted; Pattern Recognition, Automated; Reproducibility of Results; Sample Size; Sensitivity and Specificity; Signal Processing, Computer-Assisted;
fLanguage :
English
Journal_Title :
Systems, Man, and Cybernetics, Part B: Cybernetics, IEEE Transactions on
Publisher :
ieee
ISSN :
1083-4419
Type :
jour
DOI :
10.1109/TSMCB.2005.843972
Filename :
1430846
Link To Document :
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