This paper considers endogenous uncertainty (EnU) in the stochastic economic dispatch (SED) problem, where the endogenous uncertainty means decision dependent uncertainty. In this problem, demand response (DR) commitment is the source of the EnU. Nevertheless, EnU is not well considered in existing literature. Our first contribution is to build up an optimization model of DR-involved SED under EnU (SED-DR-EnU). This is a computational challenging problem due to the EnU. Our second contribution is introducing a coupled learning enabled optimization algorithm which can effectively solve the proposed SED-DR-EnU problem. This strategy is tested on the IEEE 14 bus, and IEEE 39 bus systems, and the results showed the importance of considering EnU in the DR-involved SED problem.
翻译:本文件考虑了经济派遣(SED)问题的内在不确定性(EnU),在这一问题中,内在不确定性意味着取决于决定的不确定性。在这一问题中,需求反应(DR)承诺是EnU的来源。然而,EnU在现有的文献中没有得到很好的考虑。我们的第一个贡献是建立EnU(SED-DR-ENU)下DR-参与SED的最佳模式。这是由于EnU(SED-DR-ENU)造成的一个计算上的挑战问题。我们的第二个贡献是引入一种同时学习促进优化的算法,可以有效解决拟议的SED-DR-ENU问题。这个战略在IEEE 14大客车和IEEE39大客车系统上进行了测试,结果显示在DR-VED SED问题中考虑EU的重要性。