A self-organizing neural network for the traveling salesman problem that is competitive with simulated annealing

被引:49
作者
Budinich, M
机构
[1] IST NAZL FIS NUCL,I-34127 TRIESTE,ITALY
[2] DIPARTIMENTO FIS,I-34127 TRIESTE,ITALY
关键词
D O I
10.1162/neco.1996.8.2.416
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Unsupervised learning applied to an unstructured neural network can give approximate solutions to the traveling salesman problem. For 50 cities in the plane this algorithm performs like the elastic net of Durbin and Willshaw (1987) and it improves when increasing the number of cities to get better than simulated annealing for problems with more than 500 cities. In all the tests this algorithm requires a fraction of the time taken by simulated annealing.
引用
收藏
页码:416 / 424
页数:9
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