DocumentCode :
328975
Title :
Incorporating elastic ring into Potts neural network
Author :
Wu, Jiann-Ming ; Liou, Cheng-Yuan
Author_Institution :
Dept. of Comput. Sci. & Inf. Eng., Nat. Taiwan Univ., Taipei, Taiwan
Volume :
2
fYear :
1993
fDate :
25-29 Oct. 1993
Firstpage :
1553
Abstract :
Devises a mechanism to include the elastic ring in the Potts neural encoding approach to solve the travelling salesman problem (TSP) with better performance. The obtained network is then called the elastic Potts neural network (EPNN) which has much looser coupled interconnections. Its function is close to the elastic ring method with different controlling mechanism for the ring path. The EPNN requires much less computation in finding a solution including the geometrical abstraction of this elastic ring for the TSP. Based on averages of simulations, the authors find that the performance of EPNN is much better than that of the simulated annealing method. The EPNN shows high stability in its solutions. The problem size can be extended easily to a 500-city TSP on a workstation.
Keywords :
combinatorial mathematics; mathematics computing; neural nets; optimisation; travelling salesman problems; elastic Potts neural network; elastic ring; geometrical abstraction; neural encoding; ring path; travelling salesman problem; Cities and towns; Computational modeling; Computer science; Encoding; Hopfield neural networks; Neural networks; Neurons; Simulated annealing; Stability; Workstations;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Neural Networks, 1993. IJCNN '93-Nagoya. Proceedings of 1993 International Joint Conference on
Print_ISBN :
0-7803-1421-2
Type :
conf
DOI :
10.1109/IJCNN.1993.716885
Filename :
716885
Link To Document :
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