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Coordinated Operation of Electricity and Natural Gas Systems: A Convex Relaxation Approach

机译:电力和天然气系统的协调运行:一种凸松弛方法

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The variability in the generation dispatch of the natural gas generation units will lead to fluctuation in natural gas demand profile that could further jeopardize the security of the natural gas network. The coordinated operation of electricity and natural gas infrastructure systems would help to improve the security and reliability measures in both infrastructure systems and mitigate the risk of demand curtailment. The electricity and natural gas network operation problems are non-convex mixed-integer nonlinear programming problems that are hard to solve in polynomial time. The non-convex feasible regions are formed by the Weymouth constraint and the introduced binary commitment decision variables in the natural gas and electricity network operation problems, respectively. This paper utilized a sparse semidefinite programming (SDP) relaxation to procure the optimal solution for the coordinated operation of electricity and natural gas networks. The presented algorithm leverages the sparseness of the natural gas network to construct several small matrices of lifting variables that are used to form a tight and traceable SDP relaxation. A set of valid constraints that tighten the relaxation ensures the exactness of the solution procured from the relaxed problem. The effectiveness of the presented approach is shown in case studies.
机译:天然气发电单元的发电调度的可变性将导致天然气需求曲线的波动,这可能进一步危害天然气网络的安全性。电力和天然气基础设施系统的协调运行将有助于改善两个基础设施系统的安全性和可靠性措施,并减轻需求缩减的风险。电力和天然气网络的运行问题是非凸混合整数非线性规划问题,很难在多项式时间内解决。非凸可行区分别由韦茅斯约束和引入的二元承诺决策变量分别在天然气和电网运行问题中形成。本文利用稀疏半定规划(SDP)松弛来获得电力和天然气网络协调运行的最佳解决方案。提出的算法利用天然气网络的稀疏性来构造几个小的提升变量矩阵,这些矩阵用于形成紧密且可追踪的SDP松弛。一组有效的约束条件可以使松弛变得更加严格,从而确保从松弛问题中获得的解决方案的准确性。案例研究显示了所提出方法的有效性。

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