DocumentCode
1560682
Title
Comparisons of the performance on transient chaotic neural network with different output functions
Author
Li, Qian ; Sun, Liang
Author_Institution
Coll. of Electron. Inf. & Control Eng., Beijing Univ. of Technol., China
Volume
3
fYear
2004
Firstpage
1993
Abstract
Based on the chaotic simulated annealing network used by Chen & Aihara, which has better searching properties than traditional Hopfield-Tank neural network, we proposed other two different output functions and applied all of them to 4 city TSP respectively. We constructed continuous, discrete and continuous-discrete neural networks, introduced a basic principle to initialize parameter. At last, we analyzed the performance of chaotic neural networks with different output functions, which were measured in terms of feasibility, research efficiency, scalability, convergence speed and computing cost.
Keywords
chaos; neural nets; simulated annealing; travelling salesman problems; Hopfield-Tank neural network; chaotic simulated annealing network; combinatorial optimization problem; continuous-discrete neural networks; transient chaotic neural network; travelling salesman problem; Chaos; Cities and towns; Computer networks; Convergence; Hopfield neural networks; Neural networks; Performance analysis; Scalability; Simulated annealing; Velocity measurement;
fLanguage
English
Publisher
ieee
Conference_Titel
Intelligent Control and Automation, 2004. WCICA 2004. Fifth World Congress on
Print_ISBN
0-7803-8273-0
Type
conf
DOI
10.1109/WCICA.2004.1341930
Filename
1341930
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