An improved whale optimization algorithm for the model order reduction of large-scale systems

被引:0
|
作者
Dasu Butti
Sivakumar Mangipudi
Srinivasarao Rayapudi
Madhu Kiran Buddi
Kalyan Raj Kaniganti
Trinayani Chittajallu
Bhavana Rushi Dontu
Vijay Arun Dunna
RamaKrishna Boni
Chenchu Kishore Kumar Kothuri
机构
[1] Gudlvalleru Engineering College,Department of EEE
[2] University College of Engineering,Department of EEE
[3] JNTUK,undefined
关键词
Improved whale optimization algorithm; Large-scale systems; Model order reduction; Integral square error;
D O I
10.1186/s43067-023-00097-y
中图分类号
学科分类号
摘要
An improved whale optimization algorithm (IWOA) is developed for the model order reduction (MOR) of large-scale systems (LSS) in this paper. An equivalent reduced order model (ROM) for the higher-order system (HOS) is derived by considering integral square error (ISE) as the objective function using IWOA. Many practical systems of single-input and single-output (SISO) and multi-input and multi-output (MIMO) systems are considered to examine the worth of the proposed technique. The powerfulness and robustness of the proposed design technique are tested on various typical examples. Several simulation results have been reported to demonstrate the efficacy of IWOA. To prove the potentiality of the suggested technique, the results have been compared with the familiar classical MOR techniques as well as other heuristic algorithms available in the literature.
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