Hybrid Data-Model Driven Flexible Convex Polyhedron Construction for Solving Optimal Electricity-Heat-Gas Flow

IF 7.2 1区 工程技术 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC IEEE Transactions on Power Systems Pub Date : 2024-12-23 DOI:10.1109/TPWRS.2024.3521414
Yingying Zheng;Jinglong Wang;Shijie Guan;Sheng Chen;Yongning Zhao
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Abstract

The integration of electricity, heat, and gas networks introduces additional dimensions of flexibility, but the complex network topology makes power dispatch challenging. This paper presents a method for constructing a convex polyhedron to define the dynamic 3D flexible region (FR), which represents all possible power/heat/gas flow injection solutions that simultaneously satisfy operational constraints. First, a modified energy hub framework is proposed, and Monte Carlo simulations are used to sample feasible unit commitment and power dispatch scenarios. The Quick-Hull algorithm is applied to form a polyhedron that encloses all feasible solutions. Second, a point coordinate projection technique is employed to approximate the non-convex optimization problem to a convex one by shaping a projected 2D dispatchable plane. A case study using the modified IEEE33-NGS15-DHS15 and IEEE33-NGS25-DHS28 test systems demonstrates the efficiency and effectiveness of the proposed 3D geometry-based approach in solving joint scheduling problems across electricity, heat, and gas clusters.
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混合数据模型驱动的柔性凸多面体构造求解最优电-热-气流动
电力、热力和燃气网络的集成引入了额外的灵活性维度,但复杂的网络拓扑结构使电力调度具有挑战性。本文提出了一种构造凸多面体来定义动态三维柔性区域(FR)的方法,该区域代表了同时满足运行约束的所有可能的功率/热量/气流注入解决方案。首先,提出了一种改进的能源枢纽框架,并利用蒙特卡罗仿真对可行的机组承诺和电力调度方案进行了抽样。采用Quick-Hull算法形成一个包含所有可行解的多面体。其次,采用点坐标投影技术,通过塑造二维可调度平面的投影,将非凸优化问题近似为凸优化问题;使用改进的IEEE33-NGS15-DHS15和IEEE33-NGS25-DHS28测试系统的案例研究证明了所提出的基于3D几何的方法在解决电力、热力和燃气集群联合调度问题方面的效率和有效性。
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来源期刊
IEEE Transactions on Power Systems
IEEE Transactions on Power Systems 工程技术-工程:电子与电气
CiteScore
15.80
自引率
7.60%
发文量
696
审稿时长
3 months
期刊介绍: The scope of IEEE Transactions on Power Systems covers the education, analysis, operation, planning, and economics of electric generation, transmission, and distribution systems for general industrial, commercial, public, and domestic consumption, including the interaction with multi-energy carriers. The focus of this transactions is the power system from a systems viewpoint instead of components of the system. It has five (5) key areas within its scope with several technical topics within each area. These areas are: (1) Power Engineering Education, (2) Power System Analysis, Computing, and Economics, (3) Power System Dynamic Performance, (4) Power System Operations, and (5) Power System Planning and Implementation.
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