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一种基于ADMM的三方分布式综合电-气系统规划方法
An ADMM-based tripartite distributed planning approach in integrated electricity and natural gas system
| 作者 | Ang Xuan · Yingfei Sun · Zhengguang Liu · Peijun Zheng · Weike Pengh |
| 期刊 | Applied Energy |
| 出版日期 | 2025年1月 |
| 卷/期 | 第 388 卷 |
| 技术分类 | 储能系统技术 |
| 技术标签 | 储能系统 |
| 相关度评分 | ★★★★★ 5.0 / 5.0 |
| 关键词 | ADMM-based integrated electricity and natural gas system tripartite model is proposed. |
语言:
中文摘要
摘要 通过整合多能设备、储能系统和可再生能源技术,区域综合能源系统(RIESs)日益被视为应对未来能源需求的关键策略。该领域面临的主要挑战之一是在现有天然气与电力网络中引入分布式RIESs的扩展规划问题,包括确定RIESs建设的最佳位置以及选择合适的设备类型和容量。传统的联合规划模型通常未能充分考虑投资决策由多个具有不同所有权利益的利益相关方共同作出的实际情况。在本研究中,我们提出了一种新颖的三方分布式规划模型,将联合规划问题分解为三个子问题,以分别反映不同利益相关方的利益诉求。为协同求解这些子问题,我们采用了一种交替方向乘子法(ADMM)算法的创新应用。所提模型的有效性与优越性通过IEEE 24节点电力系统、比利时20节点天然气系统以及三个假设的RIESs进行验证。仿真结果表明,该模型对个体负荷变化具有更强的适应能力。最后,进一步分析了算法在收敛速度以及惩罚参数影响方面的性能表现。
English Abstract
Abstract Through integrating multi-energy devices, storage systems, and renewable technologies , regional integrated energy systems (RIESs) are increasingly regarded as a critical strategy for addressing future energy demands. One of the major challenges in this field is the expansion planning for existing natural gas and electricity networks with distributed RIESs. This includes determining optimal locations for RIESs implementation and selecting suitable device types and capacities. Traditional joint planning models usually fail to account for the fact that investment decisions are made by multiple stakeholders, each with distinct ownership interests. In this study, we propose a novel tripartite distributed planning model that decomposes joint planning into three subproblems considering the interests of different stakeholders. To solve these subproblems collaboratively, we employ a novel application of the alternating direction method of multipliers (ADMM) algorithm. The effectiveness and superiority of the proposed model are verified using the IEEE 24-bus electric system , the Belgian 20-node natural gas system, and three assumed RIESs. Simulation results reveal the model’s superior adaptability to individual load variations. Finally, the algorithm’s performance focusing on convergence rates and the effects of penalty parameters is further analyzed.
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SunView 深度解读
该三方分布式规划模型对阳光电源综合能源解决方案具有重要价值。研究中的ADMM算法可优化ST系列储能系统与SG光伏逆变器在区域能源网络中的选址与容量配置,符合多利益主体协同决策场景。其电-气耦合规划思路可指导PowerTitan储能系统与充电站的协同布局,提升iSolarCloud平台在多能源网络中的优化调度能力,为阳光电源拓展综合能源服务提供分布式规划方法论支撑。