Title :
Backing-up control of a truck using neural fuzzy systems with culture-based cooperative differential evolution
Author :
Cheng-hung Chen ; Sheng-Yen Yang
Author_Institution :
Dept. of Electr. Eng., Nat. Formosa Univ., Yunlin, Taiwan
Abstract :
This study presents a culture-based cooperative differential evolution (CCDE) for neural fuzzy isystems (NFS) to backing-up control of a truck. CCDE decomposes the fuzzy system into subpopulations, and each individual within each subpopulation evolves separately. The CCDE method uses differential evolution (DE) to generate a new population space to influence the population space. The exemplary individuals are selected from the population space to the belief space in cultural algorithm (CA). Finally, the experimental results show that the proposed CCDE method better approximates the global optimal solution and has a faster convergence rate than the other methods.
Keywords :
convergence; evolutionary computation; fuzzy control; fuzzy neural nets; motion control; neurocontrollers; road vehicles; CA; CCDE; NFS; backing-up control; belief space; convergence rate; cultural algorithm; culture-based cooperative differential evolution; global optimal solution; neural fuzzy system; population space; truck; Aerospace electronics; Fuzzy systems; Input variables; Loading; Sociology; Statistics; Vectors; backing-up a truck; cultural algorithm; differential evolution; neural fuzzy systems;
Conference_Titel :
Fuzzy Theory and it's Applications (iFUZZY), 2012 International Conference on
Conference_Location :
Taichung
Print_ISBN :
978-1-4673-2057-3
DOI :
10.1109/iFUZZY.2012.6409700