Solving System of Non-Linear Equations using Genetic Algorithm

被引:0
作者
Joshi, Gopesh [1 ]
Krishna, M. Bala [1 ]
机构
[1] GGS Indraprastha Univ, Univ Sch Informat & Commun Technol, New Delhi, India
来源
2014 INTERNATIONAL CONFERENCE ON ADVANCES IN COMPUTING, COMMUNICATIONS AND INFORMATICS (ICACCI) | 2014年
关键词
Nonlinear equations; Genetic Algorithm; Crossover rate; Degree of Mutation;
D O I
暂无
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
Solving system of non-linear equation is a general purpose problem that can be applied to real-time applications. Although there are several methods like Newton-Raphson method, secant method, bisection method, fixed-point iteration etc. evolutionary and soft computing methods optimize the space and time complexity to solve nonlinear systems. In this article, we present the Genetic Algorithm approach to solve nonlinear system of equations for travelling salesman problem, tank reactor system and neurophysiology application. The roots of nonlinear system using GA is estimated using population size, degree of mutation, crossover rate and coefficient size. Nonlinear parameters are analyzed and simulated for multi-dimensional NP hard travelling salesman problem, two dimensional tank reactor and neurophysiology application.
引用
收藏
页码:1302 / 1308
页数:7
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