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
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