Decentralized Optimization of Multi-Area Electricity-Natural Gas Flows Based on Cone Reformulation

被引:167
|
作者
He, Yubin [1 ]
Yan, Mingyu [2 ]
Shahidehpour, Mohammad [3 ]
Li, Zhiyi [3 ]
Guo, Chuangxin [1 ]
Wu, Lei [4 ]
Ding, Yi [1 ]
机构
[1] Zhejiang Univ, Coll Elect Engn, Hangzhou 310027, Zhejiang, Peoples R China
[2] Huazhong Univ Sci & Technol, Coll Elect Engn, Wuhan 430074, Peoples R China
[3] IIT, Dept Elect & Comp Engn, Chicago, IL 60616 USA
[4] Clarkson Univ, Dept Elect & Comp Engn, Potsdam, NY 13699 USA
基金
中国国家自然科学基金;
关键词
Multi-area electricity-natural gas system; optimal energy flow; second-order cone programming; decentralized model; iterative ADMM; OPTIMAL POWER; INFRASTRUCTURES; SYSTEMS;
D O I
10.1109/TPWRS.2017.2788052
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
A large-scale integrated energy system can represent several subsystems representing areas that are tied by electricity and natural gas networks. Accordingly, we propose a decentralized optimal energy flow (DOEF) calculation as compared with a centralized solution method. The proposed approach demonstrates the merits of the decentralized operation and control of a multi-area integrated electricity-natural gas system (IEGS), in terms of large-scale modeling requirements, faster computations, and data management for local sensitivity analyses. Using the proposed decentralized structure, the communication burden is relatively light as individual area operators in a multi-area IEGS will make optimal dispatch decisions independently and the corresponding information is shared with adjacent subsystems. The reformulation of the second-order cone (SOC) is proposed using advanced sequential cone programming (SCP) to handle the nonlinear steady-state natural gas flow, which provides a feasible solution with a high degree of computational efficiency. Furthermore, an iterative alternating direction method of multipliers (I-ADMM) is adopted to manage the nonconvexity of integer variables, which guarantees a satisfactory convergence performance. Case studies on three multi-area IEGS validate the effectiveness of the proposed model in a multi-area IEGS.
引用
收藏
页码:4531 / 4542
页数:12
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