A Novel Constrained Load Flow Model and Algorithm for New-Type Power System Based on the Levenberg-Marquardt Method

Load flow computation faces increasing challenges with the rapid development of new-type power system, particularly the widespread integration of renewable energy sources such as photovoltaic and wind power. Traditional load flow algorithms urgently require enhancement to address the evolving demands of new-type power system. This paper introduces a constrained load flow (CLF) model for new-type power system based on the Levenberg-Marquardt (LM) method to address the operational uncertainties inherent in such system. Firstly, Transform the traditional load flow (TLF) model's nonlinear equations into nonlinear inequalities and equalities by relaxing generator outputs and bus voltages, forming a CLF model that broadens the solution space for load flow computations. Further, the inequalities in the constrained load flow model are converted into equalities, transforming the problem into a bounded constrained least-squares problem, which is solved using the Levenberg-Marquardt method. Finally, a case study on the IEEE 30-bus system with integrated renewable energy units validates the effectiveness and practicality of the proposed approach. Results indicate that the method effectively addresses the challenges posed by the fluctuating outputs and voltage variations of renewable energy units, providing theoretical support for the planning and operation of new-type power system.

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Published
2024-12-20
DOI
https://doi.org/10.1109/icpee64457.2024.10949980
Primary Topic
High-Voltage Power Transmission Systems
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article
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article

A Novel Constrained Load Flow Model and Algorithm for New-Type Power System Based on the Levenberg-Marquardt Method

Haicheng Yao, Jiaxuan Wang, Yinsheng Su, Yujun Li et al.
High-Voltage Power Transmission Systems
article

A Novel Constrained Load Flow Model and Algorithm for New-Type Power System Based on the Levenberg-Marquardt Method

Haicheng Yao, Jiaxuan Wang, Yinsheng Su, Yujun Li, Guanghu Xu, Bao Li, Qin Gao, Tongpeng Mu
article en

Abstract

Load flow computation faces increasing challenges with the rapid development of new-type power system, particularly the widespread integration of renewable energy sources such as photovoltaic and wind power. Traditional load flow algorithms urgently require enhancement to address the evolving demands of new-type power system. This paper introduces a constrained load flow (CLF) model for new-type power system based on the Levenberg-Marquardt (LM) method to address the operational uncertainties inherent in such system. Firstly, Transform the traditional load flow (TLF) model's nonlinear equations into nonlinear inequalities and equalities by relaxing generator outputs and bus voltages, forming a CLF model that broadens the solution space for load flow computations. Further, the inequalities in the constrained load flow model are converted into equalities, transforming the problem into a bounded constrained least-squares problem, which is solved using the Levenberg-Marquardt method. Finally, a case study on the IEEE 30-bus system with integrated renewable energy units validates the effectiveness and practicality of the proposed approach. Results indicate that the method effectively addresses the challenges posed by the fluctuating outputs and voltage variations of renewable energy units, providing theoretical support for the planning and operation of new-type power system.

China Southern Power Grid (China) (CN), Xi'an Jiaotong University (CN)
Affordable and clean energy
Openalex Percentile: Top 73%
High-Voltage Power Transmission Systems
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A Novel Constrained Load Flow Model and Algorithm for New-Type Power System Based on the Levenberg-Marquardt Method — Haicheng Yao, Jiaxuan Wang, et al. · (2024) | TGRS Research Map | TGRS