Resource allocation with local QoS: Flexible loads in the power grid

Austin R. Coffman, M. Hale, P. Barooah
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Abstract

Loads that can vary their power consumption without violating their Quality of service (QoS), that is flexible loads, are an invaluable resource for grid operators. Utilizing flexible loads as a resource requires the grid operator to incorporate them into a resource allocation problem. Since flexible loads are often consumers, for concerns of privacy it is desirable for this problem to have a distributed implementation. Technically, this distributed implementation manifests itself as a time varying convex optimization problem constrained by the QoS of each load. In the literature, a time invariant form of this problem without all of the necessary QoS metrics for the flexible loads is often considered. Moving to a more realistic setup introduces additional technical challenges, due to the problems' time-varying nature. In this work, we develop an algorithm to account for the challenges introduced when considering a time varying setup with appropriate QoS metrics.
具有本地QoS的资源分配:电网中的灵活负载
可以在不违反服务质量(QoS)的情况下改变其功耗的负载,即灵活负载,是电网运营商的宝贵资源。将灵活负载作为一种资源来利用,要求电网运营商将其纳入资源分配问题。由于灵活负载通常是消费者,出于隐私考虑,这个问题最好采用分布式实现。从技术上讲,这种分布式实现表现为受每个负载的QoS约束的时变凸优化问题。在文献中,通常考虑的是该问题的时不变形式,而不考虑柔性负载所需的所有QoS指标。由于问题的时变性质,转向更现实的设置会带来额外的技术挑战。在这项工作中,我们开发了一种算法来解释在考虑具有适当QoS指标的时变设置时引入的挑战。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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