A parallel power system linear model reduction method based on extended Krylov subspace

•Extend the balanced truncation method to the unstable system for power system model reduction.•Enhance the convergence of the extended Krylov subspace method by adjusting the input matrix.•Boost the computational efficiency by improved Bartels-Stewart method and parallelism techniques.•Reduce the o...

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Published inInternational journal of electrical power & energy systems Vol. 160; p. 110072
Main Authors Du, Zhaobin, Zhou, Weixian, Chen, Zhiying, Zhou, Ziqin, Chen, Baixi
Format Journal Article
LanguageEnglish
Published Elsevier Ltd 01.09.2024
Elsevier
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Abstract •Extend the balanced truncation method to the unstable system for power system model reduction.•Enhance the convergence of the extended Krylov subspace method by adjusting the input matrix.•Boost the computational efficiency by improved Bartels-Stewart method and parallelism techniques.•Reduce the overall time consumption of the balanced truncation method, while the reduced-order models still retain the dynamic characteristics of the original high-dimensional power systems. With the ever-increasing scale of power systems, stability analysis and control usually bear heavy storage and massive calculation burdens. In view of this, the model order reduction technique proves valuable by constructing a low-dimensional approximate model of the original system, which is crucial for efficiently handling large-scale systems. Balanced truncation (BT), a famous model reduction method, confronts practical limitations as it requires the systems to be stable and cannot deal with unstable models. Therefore, a parallel linear balanced truncation method for power systems based on extended Krylov subspace (EKS) is proposed in this work. Besides extending the BT method to unstable systems by α-shift, the key contribution also lies in strategies to enhance the convergence of the EKS method, whereupon the algorithm improvements include effective and efficient techniques for solving dual Lyapunov equations, and parallel acceleration of the singular value decomposition. The results of the simulation case verify that the proposed method can effectively improve the convergence of the EKS method by increasing α-shift, and the improvement work in this paper reduces the total time consumption of the BT method by about 26 %–33 % of the original, exhibiting better calculation efficiency. In addition, the case studies show that the simplified model still retains the time-domain and frequency-domain response characteristics of the original high-dimensional model.
AbstractList •Extend the balanced truncation method to the unstable system for power system model reduction.•Enhance the convergence of the extended Krylov subspace method by adjusting the input matrix.•Boost the computational efficiency by improved Bartels-Stewart method and parallelism techniques.•Reduce the overall time consumption of the balanced truncation method, while the reduced-order models still retain the dynamic characteristics of the original high-dimensional power systems. With the ever-increasing scale of power systems, stability analysis and control usually bear heavy storage and massive calculation burdens. In view of this, the model order reduction technique proves valuable by constructing a low-dimensional approximate model of the original system, which is crucial for efficiently handling large-scale systems. Balanced truncation (BT), a famous model reduction method, confronts practical limitations as it requires the systems to be stable and cannot deal with unstable models. Therefore, a parallel linear balanced truncation method for power systems based on extended Krylov subspace (EKS) is proposed in this work. Besides extending the BT method to unstable systems by α-shift, the key contribution also lies in strategies to enhance the convergence of the EKS method, whereupon the algorithm improvements include effective and efficient techniques for solving dual Lyapunov equations, and parallel acceleration of the singular value decomposition. The results of the simulation case verify that the proposed method can effectively improve the convergence of the EKS method by increasing α-shift, and the improvement work in this paper reduces the total time consumption of the BT method by about 26 %–33 % of the original, exhibiting better calculation efficiency. In addition, the case studies show that the simplified model still retains the time-domain and frequency-domain response characteristics of the original high-dimensional model.
With the ever-increasing scale of power systems, stability analysis and control usually bear heavy storage and massive calculation burdens. In view of this, the model order reduction technique proves valuable by constructing a low-dimensional approximate model of the original system, which is crucial for efficiently handling large-scale systems. Balanced truncation (BT), a famous model reduction method, confronts practical limitations as it requires the systems to be stable and cannot deal with unstable models. Therefore, a parallel linear balanced truncation method for power systems based on extended Krylov subspace (EKS) is proposed in this work. Besides extending the BT method to unstable systems by α-shift, the key contribution also lies in strategies to enhance the convergence of the EKS method, whereupon the algorithm improvements include effective and efficient techniques for solving dual Lyapunov equations, and parallel acceleration of the singular value decomposition. The results of the simulation case verify that the proposed method can effectively improve the convergence of the EKS method by increasing α-shift, and the improvement work in this paper reduces the total time consumption of the BT method by about 26 %–33 % of the original, exhibiting better calculation efficiency. In addition, the case studies show that the simplified model still retains the time-domain and frequency-domain response characteristics of the original high-dimensional model.
ArticleNumber 110072
Author Chen, Zhiying
Du, Zhaobin
Zhou, Ziqin
Zhou, Weixian
Chen, Baixi
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Keywords Balanced truncation
Parallel singular value decomposition
Extended Krylov subspace
Power system model reduction
Language English
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Snippet •Extend the balanced truncation method to the unstable system for power system model reduction.•Enhance the convergence of the extended Krylov subspace method...
With the ever-increasing scale of power systems, stability analysis and control usually bear heavy storage and massive calculation burdens. In view of this,...
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StartPage 110072
SubjectTerms Balanced truncation
Extended Krylov subspace
Parallel singular value decomposition
Power system model reduction
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Title A parallel power system linear model reduction method based on extended Krylov subspace
URI https://dx.doi.org/10.1016/j.ijepes.2024.110072
https://doaj.org/article/df57d4cf7bd34c72a39e3886092e2e25
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