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Security-Constrained Multiperiod Economic Dispatch With Renewable Energy Utilizing Distributionally Robust Optimization

机译:利用分布式稳健优化的可再生能源安全约束的多周期经济调度

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摘要

This paper presents a security-constrained multi-period economic dispatch model (M-SCED) for systems with renewable energy sources (RES). A two-stage framework is adopted to model initial operation plans and recourse actions before and after the uncertainty realization of RES power. For ensuring superior system economic efficiency, distributionally robust optimization (DRO) is utilized to evaluate the expectations of operation costs affected by RES uncertainty. Practical issues, including boundedness of uncertainty and inaccurate information, are considered in modeling uncertainty in DRO. Within the framework of DRO, robust optimization is integrated to enhance system security. Besides, decision variables after the first period in M-SCED are approximated by segregated linear decision rules to achieve computational tractability without substantially degrading the model accuracy. A Constraint Generation algorithm is proposed to solve this problem with comprehensive case studies illustrating the effectiveness of the proposed M-SCED.
机译:本文针对具有可再生能源(RES)的系统,提出了一种安全受限的多周期经济调度模型(M-SCED)。采用两阶段框架来建模RES不确定性实现之前和之后的初始运营计划和追索行动。为了确保卓越的系统经济效率,利用分布式稳健优化(DRO)来评估受RES不确定性影响的运营成本预期。在对DRO中的不确定性进行建模时,应考虑到实际问题,包括不确定性的有界性和不准确的信息。在DRO框架内,集成了强大的优化功能以增强系统安全性。此外,通过分离的线性决策规则对M-SCED中第一阶段之后的决策变量进行近似,以实现计算可处理性,而不会显着降低模型准确性。提出了一种约束生成算法来解决此问题,并通过全面的案例研究来说明所提出的M-SCED的有效性。

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