Title :
Analyses of chaos generated by neural-network-differential-equation for intelligent fish-catching
Author :
Tomono, Takashi ; Itou, Yuya ; Minami, Mamoru ; Yanou, Akira
Author_Institution :
Grad. Sch. of Natural Sci. & Technol., Okayama Univ., Okayama, Japan
Abstract :
Continuous catching and releasing experiment of several fishes make the fishes find some escaping strategies. To make fish-catching robot intelligent more than fish´s adapting and escaping abilities, we have proposed a chaos-generator comprising Neural-Network-Differential-Equation(NNDE) and an evolving mechanism to have the NNDE generate chaotic trajectories as many as possible. We believe that the fish could not be adaptive enough to escape from chasing net with chaos motions since unpredictable chaotic motions of net may go beyond the fish´s adapting abilities. In this report we examine interesting chaotic characters of plural chaos generated by NNDE through Lyapunov number, Poincare return map, initial value sensitivity and bifurcation map.
Keywords :
Poincare mapping; bifurcation; chaos generators; differential equations; intelligent robots; neural nets; nonlinear control systems; robot vision; trajectory control; Lyapunov number; NNDE; Poincare return map; bifurcation map; chaotic characters; chaotic trajectory generation; chasing net; fish adapting abilities; fish escaping abilities; initial value sensitivity; intelligent fish catching robot; neural network-differential-equation; plural chaos; unpredictable chaotic motions; Artificial intelligence; Artificial neural networks; Bifurcation; Chaos; Robots; Sensitivity; Trajectory;
Conference_Titel :
Advanced Intelligent Mechatronics (AIM), 2012 IEEE/ASME International Conference on
Conference_Location :
Kachsiung
Print_ISBN :
978-1-4673-2575-2
DOI :
10.1109/AIM.2012.6265963