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A Transformation-Based Multi-Area Dynamic Economic Dispatch Approach for Preserving Information Privacy of Individual Areas

机译:基于变换的多区域动态经济调度保护单个区域信息隐私

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摘要

As the growing interconnection of regional electricity grids and the large-scale integration of renewable energy demand for effective coordination among multiple areas, the multi-area dynamic economic dispatch (MA-DED) problem has been studied for exploring coordinated optimal operations to achieve overall energy security and economic efficiency. However, due to political and technical challenges, a centralized solution to MA-DED is unlikely to be practically feasible. In turn, decomposition schemes have been applied for solving MA-DED in a distributed manner so as to avoid disclosing commercially sensitive information of individual areas to others. In recognizing computational challenges of distributed approaches, this paper discusses a transformation-based MA-DED approach, which masks each area’s private information in the objective and constraints of MA-DED by privately generated and held random matrices. Strategies of using additional slack variables and redundant constraints are also discussed to further disguise system scale of each area from being disclosed. More importantly, optimal solutions to the original MA-DED problem, including tie-line power flows, dispatches of generators and loads, and locational marginal prices, can be retrieved from solutions of the transformed problem. Numerical studies show effectiveness of the proposed approach for guaranteeing the same optimal MA-DED solution, while preserving information privacy of individual areas. Moreover, the proposed approach presents significant computational benefits over distributed approaches, especially for multi-area systems with larger numbers of tie-lines and more complicated connection topologies of areas.
机译:随着区域电网互连的不断增长以及可再生能源的大规模整合,以实现多个区域之间的有效协调,人们已经研究了多区域动态经济调度(MA-DED)问题,以探索协调的最优运营以实现整体能源安全和经济效率。但是,由于政治和技术挑战,MA-DED的集中式解决方案在实际中不太可行。反过来,分解方案已被应用于以分布式方式求解MA-DED,从而避免将各个区域的商业敏感信息泄露给其他人。在认识到分布式方法的计算挑战时,本文讨论了一种基于变换的MA-DED方法,该方法通过私有生成和持有的随机矩阵来掩盖MA-DED的目标和约束中每个区域的私有信息。还讨论了使用其他松弛变量和冗余约束的策略,以进一步掩盖每个领域的系统规模,以免被披露。更重要的是,可以从转换后的问题的解决方案中获取对原始MA-DED问题的最佳解决方案,包括联络线潮流,发电机和负荷的分配以及位置边际价格。数值研究表明,所提出的方法在保证相同最佳MA-DED解决方案的同时,还保留了各个区域的信息私密性。此外,与分布式方法相比,所提出的方法具有显着的计算优势,尤其是对于具有更多联络线和更复杂的区域连接拓扑的多区域系统而言。

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