A New Algorithm for Finding the Roots of Nonlinear Algebraic Equations

被引:0
|
作者
Alrazzo, Ahmad Yousef [1 ]
Ide, Nasr Al Din [2 ]
Assaad, Mohammad [2 ]
机构
[1] Univ Aleppo, Fac Sci, Dept Math, Aleppo, Syria
[2] Univ Tishreen, Dept Math, Latakia, Syria
关键词
Genetic algorithms; Nonlinear equations; Objective function; Optimizations; SGD algorithm;
D O I
10.21123/bsj.2023.7481
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
In this paper, the algorithm (Stochastic Gradient Descent) SGD, which is one of the most famous optimization algorithms, was hybridized with genetic algorithms in finding the roots of non-linear equations, which is one of the most important mathematical problems due to its application in all sciences. Genetic algorithms are used here to find the optimal primary root of SGD algorithm and its application in reducing the studied objective function. Some famous algorithms need initial point to reach the solution in terms of stability. The proposed algorithm is tested on several standard functions and the results are compared with the famous algorithms, and the results show the efficiency of the proposed algorithm through tables and figures.
引用
收藏
页码:273 / 279
页数:8
相关论文
共 50 条
  • [1] Optimization algorithm for Finding Multiple Roots of Systems of Nonlinear Equations
    Cruz Duarte, Jorge
    Amaya Contreras, Ivan
    Correa Cely, Carlos
    INGE CUC, 2013, 9 (01) : 197 - 208
  • [2] A novel method finding multiple roots of nonlinear equations
    Meng Ai-guo
    ICICTA: 2009 SECOND INTERNATIONAL CONFERENCE ON INTELLIGENT COMPUTATION TECHNOLOGY AND AUTOMATION, VOL IV, PROCEEDINGS, 2009, : 497 - 500
  • [3] An Approach Finding Multiple Roots of Nonlinear Equations or Polynomials
    Peng, Junlong
    Zeng, Zhezhao
    ADVANCES IN ELECTRONIC COMMERCE, WEB APPLICATION AND COMMUNICATION, VOL 2, 2012, 149 : 83 - +
  • [4] Complex Roots-Finding Method of Nonlinear Equations
    Siwach, Anujeet
    Malhotra, Reetu
    CONTEMPORARY MATHEMATICS, 2024, 5 (03): : 2848 - 2857
  • [5] A new fourth-order iterative method for finding multiple roots of nonlinear equations
    Li Shengguo
    Liao Xiangke
    Cheng Lizhi
    APPLIED MATHEMATICS AND COMPUTATION, 2009, 215 (03) : 1288 - 1292
  • [6] Iterative schemes for finding all roots simultaneously of nonlinear equations
    Cordero, Alicia
    Garrido, Neus
    Torregrosa, Juan R.
    Triguero-Navarro, Paula
    APPLIED MATHEMATICS LETTERS, 2022, 134
  • [7] Symbolic computation of the roots of nonlinear algebraic equations using perturbation theory
    Ustali, Gurhan
    Goktas, Unal
    Pakdemirli, Mehmet
    ICECCO'12: 9TH INTERNATIONAL CONFERENCE ON ELECTRONICS, COMPUTER AND COMPUTATION, 2012, : 171 - 173
  • [8] An improved Regula falsi method for finding simple roots of nonlinear equations
    Shaw, Soumen
    Mukhopadhyay, Basudeb
    APPLIED MATHEMATICS AND COMPUTATION, 2015, 254 : 370 - 374
  • [9] REAL ROOTS OF NONLINEAR SYSTEMS OF EQUATIONS THROUGH A METAHEURISTIC ALGORITHM
    Amaya, Ivan
    Cruz, Jorge
    Correa, Rodrigo
    DYNA-COLOMBIA, 2011, 78 (170): : 15 - 23
  • [10] COMPARATIVE STUDY OF METHODS OF VARIOUS ORDERS FOR FINDING SIMPLE ROOTS OF NONLINEAR EQUATIONS
    Chun, Changbum
    Neta, Beny
    JOURNAL OF APPLIED ANALYSIS AND COMPUTATION, 2019, 9 (02): : 400 - 427