DocumentCode :
1131970
Title :
A New Approach for Solving Nonlinear Equations Systems
Author :
Grosan, Crina ; Abraham, Ajith
Author_Institution :
Babes-Bolyai Univ., Cluj-Napoca
Volume :
38
Issue :
3
fYear :
2008
fDate :
5/1/2008 12:00:00 AM
Firstpage :
698
Lastpage :
714
Abstract :
This paper proposes a new perspective for solving systems of complex nonlinear equations by simply viewing them as a multiobjective optimization problem. Every equation in the system represents an objective function whose goal is to minimize the difference between the right and left terms of the corresponding equation. An evolutionary computation technique is applied to solve the problem obtained by transforming the system into a multiobjective optimization problem. The results obtained are compared with a very new technique that is considered as efficient and is also compared with some of the standard techniques that are used for solving nonlinear equations systems. Several well-known and difficult applications (such as interval arithmetic benchmark, kinematic application, neuropsychology application, combustion application, and chemical equilibrium application) are considered for testing the performance of the new approach. Empirical results reveal that the proposed approach is able to deal with high-dimensional equations systems.
Keywords :
evolutionary computation; iterative methods; minimisation; nonlinear equations; complex nonlinear equation solving; evolutionary computation technique; iterative method; minimization problem; multiobjective optimization problem; Arithmetic; Benchmark testing; Chemicals; Combustion; Difference equations; Evolutionary computation; Intelligent robots; Intelligent systems; Kinematics; Nonlinear equations; Computational intelligence; evolutionary multiobjective optimization; metaheuristics; nonlinear equation systems;
fLanguage :
English
Journal_Title :
Systems, Man and Cybernetics, Part A: Systems and Humans, IEEE Transactions on
Publisher :
ieee
ISSN :
1083-4427
Type :
jour
DOI :
10.1109/TSMCA.2008.918599
Filename :
4490037
Link To Document :
بازگشت