考虑交流潮流和气体动力学的非凸集成电、气系统分布式调度

IF 11 1区 工程技术 Q1 ENERGY & FUELS
Qingju Luo, Jizhong Zhu, Di Zhang, Haohao Zhu, Shenglin Li
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引用次数: 0

摘要

电、气一体化系统的协调运行具有显著的经济效益和环境效益。本文采用非凸交流潮流模型和动态气体模型来准确表征电力系统,并采用改进的分解协调内点法(IDIPM)对电力系统的非凸调度问题进行高效分布式求解。与传统的分布式优化算法不同,分解协调内点法(DIPM)在数学上等同于集中内点法(CIPM),保证了非凸分布优化的局部收敛性。通过对牛顿矩阵的修正,利用Schur补和矩阵分解对DIPM进行了改进,使其求解速度比DIPM和CIPM更快。此外,IDIPM避免了DIPM引起的数值问题,因此具有更强的鲁棒性。在两台不同规模的iegs上进行了数值试验,验证了基于idipm的分布式调度方法的有效性。在最好的情况下,IDIPM的效率可以提高到传统CIPM的4倍。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Distributed dispatch of non-convex integrated electricity and gas systems considering AC power flow and gas dynamics
The coordinated operation of the integrated electricity and gas system (IEGS) produces significant economic and environmental benefits. This paper adopts the non-convex alternating current (AC) power flow and dynamic gas models to characterize the IEGS accurately and uses an improved decomposition-coordination interior point method (IDIPM) for efficient distributed solution of non-convex IEGS dispatch problems. Different from the conventional distributed algorithms, the decomposition-coordination interior point method (DIPM) is mathematically equivalent to the centralized interior point method (CIPM), which guarantees the local convergence of the non-convex distributed optimization. We improved the DIPM by modifying the Newton matrix and using Schur complement and matrix decomposition, making its solution speed faster than the DIPM and CIPM. Furthermore, the IDIPM avoids the numerical problem caused by the DIPM and is therefore more robust. The effectiveness of the IDIPM-based distributed dispatch method is verified by numerical tests on two IEGSs of different scales. In the best case, the efficiency of the IDIPM can be increased to 4 times that of the traditional CIPM.
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来源期刊
Applied Energy
Applied Energy 工程技术-工程:化工
CiteScore
21.20
自引率
10.70%
发文量
1830
审稿时长
41 days
期刊介绍: Applied Energy serves as a platform for sharing innovations, research, development, and demonstrations in energy conversion, conservation, and sustainable energy systems. The journal covers topics such as optimal energy resource use, environmental pollutant mitigation, and energy process analysis. It welcomes original papers, review articles, technical notes, and letters to the editor. Authors are encouraged to submit manuscripts that bridge the gap between research, development, and implementation. The journal addresses a wide spectrum of topics, including fossil and renewable energy technologies, energy economics, and environmental impacts. Applied Energy also explores modeling and forecasting, conservation strategies, and the social and economic implications of energy policies, including climate change mitigation. It is complemented by the open-access journal Advances in Applied Energy.
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