DocumentCode :
3100105
Title :
Automatic Evolutionary Design of Control Systems for Underwater Vehicles
Author :
Lamas, A. ; Pena, F. López ; Duro, R.J.
Author_Institution :
Integrated Group for Egineering Res., Univ. of Corunna, A Coruna
fYear :
2006
fDate :
Nov. 28 2006-Dec. 1 2006
Firstpage :
157
Lastpage :
157
Abstract :
The development of an automatic evolutionary design environment based on genetic algorithms for obtaining artificial neural network based control system structures for underwater vehicles is presented. The design procedure is carried out by means of evolutionary techniques from a set of specifications using as a fitness evaluator an ad-hoc hydrodynamic simulator which includes the estimation of added mass and added inertia coefficients. The model´s equations of motion employed were obtained by theoretical formulation combined with some empirical correlations. The resulting design environment was used to obtain the neural network based controllers for submarine vehicles. Results of the simulations obtained using this technique, of the application of the automatic design procedure and of the operation of the controllers thus obtained are presented.
Keywords :
evolutionary computation; genetic algorithms; neurocontrollers; transport control; underwater vehicles; ad-hoc hydrodynamic simulator; artificial neural network based control system; automatic evolutionary design; control systems; evolutionary techniques; genetic algorithms; neural network based controllers; submarine vehicles; underwater vehicles; Algorithm design and analysis; Automatic control; Computational modeling; Control systems; Equations; Hydrodynamics; Neural networks; Remotely operated vehicles; Underwater vehicles; Vehicle dynamics;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Computational Intelligence for Modelling, Control and Automation, 2006 and International Conference on Intelligent Agents, Web Technologies and Internet Commerce, International Conference on
Conference_Location :
Sydney, NSW
Print_ISBN :
0-7695-2731-0
Type :
conf
DOI :
10.1109/CIMCA.2006.55
Filename :
4052786
Link To Document :
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