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
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;
Conference_Titel :
Intelligent Control and Automation, 2004. WCICA 2004. Fifth World Congress on
Print_ISBN :
0-7803-8273-0
DOI :
10.1109/WCICA.2004.1341930