Title :
The analysis of cost error in parallel simulated annealing
Author :
Hong, Chul-Eui ; Chung, II-Yong ; Ahn, Hee-II
Author_Institution :
ETRI, Daejon, South Korea
Abstract :
Simulated annealing is a powerful and general algorithm for solving combinatorial optimization problems, but it takes an extremely long time to execute. The resulting cost error from a reduction of the costly synchronization in distributed-memory multicomputers is tolerated by the hill climbing nature of simulated annealing. The authors address the behavior of algorithms that contain the cost error. The new cost error measurement and relaxing synchronization method predicts the amount of cost error that an algorithm will tolerate and still converge. This method also explains certain interesting phenomena of the cost error statistically. Finally, the authors apply the new method to the problem of composite material stock cutting. Implementation results of the parallel space-decomposition algorithm on an Intel iPSC/2 are reported
Keywords :
convergence of numerical methods; cutting; distributed memory systems; error analysis; parallel algorithms; relaxation; simulated annealing; stock control; synchronisation; Intel iPSC/2; combinatorial optimization problems; composite material stock cutting; convergence; cost error analysis; distributed-memory multicomputers; hill climbing nature; parallel simulated annealing; parallel space-decomposition algorithm; relaxing synchronization method; statistics; Analytical models; Cities and towns; Computational modeling; Computer errors; Computer simulation; Cost function; Error analysis; Simulated annealing; Solid modeling; Temperature;
Conference_Titel :
Tools with Artificial Intelligence, 1993. TAI '93. Proceedings., Fifth International Conference on
Conference_Location :
Boston, MA
Print_ISBN :
0-8186-4200-9
DOI :
10.1109/TAI.1993.633980