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Design of evolutionary optimized finite difference based numerical computing for dust density model of nonlinear Van-der Pol Mathieu's oscillatory systems

机译:非线性van-der Mathieu振荡系统灰尘密度模型的进化优化有限差分数值计算设计

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摘要

In this study, a new evolutionary optimized finite difference based computing paradigm is presented for dynamical analysis of dust density model for the ensemble of electrical charges and dust particles represented with nonlinear oscillatory system based on hybridization of Van-der Pol and Mathieu equation (VDP-ME). Strength of accurate and effective discretization ability of finite difference method (FDM) is exploited to transform VDP-ME to equivalent nonlinear system of algebraic equations. The residual error based fitness function of the transformed model is constructed by the competency of approximation theory in mean square sense. The optimization of the residual error of the system through hybrid meta-heuristic computing paradigm GA-SQP; genetic algorithm (GA) for viable global search aided with rapid fine tuning of sequential quadratic programming (SQP). The proposed GA-SQP-FDM is applied on variants of dust density model of VDP-ME by varying the rate of charged dust grain production, as well as, loss and comparison of results with state of art numerical procedure established the worth of the scheme in terms of accuracy and convergence measures endorsed through statistical observations on large dataset.
机译:在这项研究中,提出了一种新的进化优化的有限差分计算范式,用于基于Van-der Pol和Mathieu方程杂交的非线性振荡系统所示的电荷和粉尘颗粒的动态分析,用于基于非线性振荡系统(VDP-我)。有限差分法(FDM)的准确性和有效离散化能力的强度被利用将VDP-ME转换为代数方程的等效非线性系统。变换模型的基于误差的基于误差的适应性函数由均值均衡理论的竞争力构成。通过混合元启发式计算范式GA-SQP来优化系统的残余误差;具有顺序二次编程(SQP)的快速微调的可行全球搜索遗传算法(GA)。通过改变带电粉尘谷物生产的速率,以及现有化状态的损失和比较,应用了所提出的GA-SQP-FDM对VDP-ME的粉尘密度模型的变体,以及现有技术的结果的损失和比较确定了该计划的价值就通过大型数据集的统计观测认可的准确性和收敛措施而言。

著录项

  • 来源
    《Mathematics and computers in simulation》 |2021年第3期|444-470|共27页
  • 作者单位

    Department of Electrical and Computer Engineering COMSATS University Islamabad Wah Campus Rawalpindi Pakistan;

    Future Technology Research Center National Yunlin University of Science and Technology 123 University Road Section 3 Douliou Yunlin 64002 Taiwan ROC Department of Electrical and Computer Engineering COMSATS University Islamabad Campus Attock Attock Pakistan;

    Department of Electrical and Computer Engineering COMSATS University Islamabad Campus Attock Attock Pakistan;

    Department of Electrical and Computer Engineering COMSATS University Islamabad Wah Campus Rawalpindi Pakistan;

    Department of Electrical and Computer Engineering COMSATS University Islamabad Campus Attock Attock Pakistan;

    Department of Mathematics COMSATS University Islamabad Campus Attock Attock Pakistan;

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  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Evolutionary computing; Dusty plasma; Finite difference method; Sequential quadratic programming; Integrated computing;

    机译:进化计算;尘土飞扬的等离子体;有限差分法;顺序二次编程;集成计算;

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