DocumentCode :
2442800
Title :
A Variable Step-Size Optimization Algorithm Based on a Special Numerical Method to Solve the System of Nonlinear Equations
Author :
Zhou You-hang ; Lin Jie-huang ; Zhang Jian-xun
Author_Institution :
Sch. of Mech. Eng., Xiangtan Univ., Xiangtan
fYear :
2008
fDate :
27-28 Dec. 2008
Firstpage :
459
Lastpage :
463
Abstract :
After being studied the expression of figure-counting methods, a special numerical method is presented to approach any given value. With a gradual decrease weight of each digit, under the given error, any given data could be described by the permutation and combination of digits (-1, 0, 1). Based on this special numerical method, a new variable step-size optimization algorithm is designed to solve the system of nonlinear equations. According to the idea of this algorithm, the gradual decrease weight is considered as a variable step, and the change of each variable should be tested with the rule of ldquoForward, backward or maintain a steprdquo to approach the optimization objective, and the choice principle of the related variables has been discussed. The computer simulated results show that this algorithm can overcome the problems such as sensitivity to initial values, poor convergence reliability, and it is easy and practical to design.
Keywords :
nonlinear equations; optimisation; figure-counting method; nonlinear equation; numerical method; permutation; variable step-size optimization algorithm; Algorithm design and analysis; Artificial intelligence; Artificial neural networks; Genetic algorithms; Mechanical engineering; Newton method; Nonlinear equations; Optimization methods; Simulated annealing; Testing; Optimization; Special numerical method; System of nonlinear equations; Variable step size;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Modelling, Simulation and Optimization, 2008. WMSO '08. International Workshop on
Conference_Location :
Hong Kong
Print_ISBN :
978-0-7695-3484-8
Type :
conf
DOI :
10.1109/WMSO.2008.16
Filename :
4757049
Link To Document :
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