Application of Stochastic Fractal Search in Order Reduction of Large Scale LTI Systems

被引:0
|
作者
Khanam, Iram [1 ]
Parmar, Girish [1 ]
机构
[1] Rajasthan Tech Univ, Dept Elect Engn, Kota 324010, India
关键词
Order reduction; Stochastic Fractal Search; LTI; SISO Systems; Integral Square Error; STABILITY-EQUATION METHOD; CONTINUED-FRACTION;
D O I
暂无
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Order reduction of large scale single-input single-output (SISO) linear time invariant (LTI) systems using stochastic fractal search (SFS) algorithm has been presented. Stochastic Fractal Search (SFS) is a metahuristic algorithm growth using the concept of fractal. SFS employs the diffusion property observed in random fractals to explore the search space. Stochastic rules like; Gaussian walks are used to change the iteration process to generate random fractals. Here, for order reduction of LTI system, SFS Algorithm is used. Integral square error (ISE) in between the transient responses of original higher order and reduced order system has been taken as an objective function, which has been minimized. The step and frequency responses of both low and high order systems have also been compared along with the transient response's parameters. A comparative study of ISE with the other existing techniques in the literature has also been given in the tabular form to show the superiority of the algorithm.
引用
收藏
页码:190 / 194
页数:5
相关论文
共 50 条
  • [21] Model Reduction of LTI Systems using Spectral Projection with Application to Power Systems
    Tiwari, Sharad Kumar
    Kaur, Gagandeep
    2016 7TH INDIA INTERNATIONAL CONFERENCE ON POWER ELECTRONICS (IICPE), 2016,
  • [22] Order reduction of large scale second-order systems using Krylov subspace methods
    Salimbahrami, B
    Lohmann, B
    LINEAR ALGEBRA AND ITS APPLICATIONS, 2006, 415 (2-3) : 385 - 405
  • [23] Noniterative H∞-Based Model Order Reduction of LTI Systems Using LMIs
    Nobakhti, Amin
    Wang, Hong
    IEEE TRANSACTIONS ON CONTROL SYSTEMS TECHNOLOGY, 2009, 17 (02) : 494 - 501
  • [24] Large scale arbitrary search with rendezvous search systems
    Leng, Christof
    PEER-TO-PEER NETWORKING AND APPLICATIONS, 2015, 8 (02) : 229 - 240
  • [25] Large scale arbitrary search with rendezvous search systems
    Christof Leng
    Peer-to-Peer Networking and Applications, 2015, 8 : 229 - 240
  • [26] A Review of Model Order Reduction Methods for Large-Scale Structure Systems
    Lu, Kuan
    Zhang, Kangyu
    Zhang, Haopeng
    Gu, Xiaohui
    Jin, Yulin
    Zhao, Shibo
    Fu, Chao
    Yang, Yongfeng
    SHOCK AND VIBRATION, 2021, 2021
  • [27] Order reduction for large-scale finite element models: A systems perspective
    Gressick, W
    Wen, JT
    Fish, J
    INTERNATIONAL JOURNAL FOR MULTISCALE COMPUTATIONAL ENGINEERING, 2005, 3 (03) : 337 - 362
  • [28] Parametric model order reduction for large-scale and complex thermal systems
    Lou, Daming
    Weiland, Siep
    2018 EUROPEAN CONTROL CONFERENCE (ECC), 2018, : 2593 - 2598
  • [29] Investigation and Implementation of Model Order Reduction Technique for Large Scale Dynamical Systems
    Santosh Kumar Suman
    Awadhesh Kumar
    Archives of Computational Methods in Engineering, 2022, 29 : 3087 - 3108
  • [30] AN ITERATIVE MODEL ORDER REDUCTION METHOD FOR LARGE-SCALE DYNAMICAL SYSTEMS
    Mohamed, K.
    Mehdi, A.
    Abdelkader, M.
    ANZIAM JOURNAL, 2017, 59 (01): : 115 - 133