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Distributionally robust planning for integrated energy systems incorporating electric-thermal demand response

机译:包含电热需求响应的集成能量系统的分布稳健规划

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摘要

Demand response (DR) can achieve the optimal planning of integrated energy systems (IESs) for improving the economic performance and sustainable development of IESs. However, the integration of renewable energy imposes great uncertainties on IESs planning. In this context, electric-thermal DR is implemented to maximize the net annual profit during the planning period of electric-thermal IES. For avoiding the new electric load peak, electric price-based DR is modified by integrating the peak-valley difference constraint and cost. Meanwhile, the inertia of thermal loads measured by the predicted mean vote (PMV) is considered as the thermal DR measure. In order to deal with uncertainties of wind power, distributionally robust optimization (DRO) method is developed. Especially, the first- and second-moment uncertainties of wind power are considered in the uncertainty set. Further, based on the conditional value at risk (CVaR) and duality theories, the DRO planning model is reformulated to a tractable second order conic programming problem. Finally, the whole planning model is solved by the CPLEX solver. Case studies and comparative analysis are performed based on a representative test system. Numerical results show that the proposed model is effective in improving the net annual profit and solution robustness, and it significantly outperforms other methods.
机译:需求响应(DR)可以实现综合能源系统(IESS)的最佳规划,以改善IESS的经济绩效和可持续发展。然而,可再生能源的整合对IESS计划施加了巨大的不确定性。在这方面,实施了电热博德,以最大化电热IES规划期间的净年度利润。为了避免新的电负载峰值,通过整合峰谷差异约束和成本来修改电力价格的DR。同时,通过预测的平均投票(PMV)测量的热负荷的惯性被认为是热博级测量。为了应对风电的不确定性,开发了分布稳健的优化(DRO)方法。特别是,在不确定性集中考虑了风电的第一和第二次不确定性。此外,基于风险(CVAR)和二元理论的条件值,DRO规划模型将重新重新制定对易遗传的二阶圆锥形编程问题。最后,整个规划模型由CPLEX求解器解决。案例研究和比较分析是基于代表性测试系统进行的。数值结果表明,该模型在提高净年度利润和解决方案稳健性方面有效,其显着优于其他方法。

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  • 来源
    《Energy》 |2020年第15期|118783.1-118783.14|共14页
  • 作者单位

    College of Electrical Engineering Sichuan University 610065 Chengdu China;

    College of Electrical Engineering Sichuan University 610065 Chengdu China;

    Department of Electrical Engineering and Computer Science University of Wisconsin- Milwaukee 53211 Milwaukee WI USA;

    Global Energy Interconnection Research Institute North America San Jose CA 95134 USA;

    College of Electrical Engineering Sichuan University 610065 Chengdu China;

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