Fast dynamic programming with application to storage planning

R. Girard, Vincent Barbesant, Fiona Foucault, G. Kariniotakis
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Abstract

In this paper we propose a new class of algorithms that allows to solve a class of optimization problems including that of finding an optimal storage policy. The proposed algorithm is fast with a quadratic time or even quasi linear time in some cases. The gain in term of complexity with regard to the use of a commercial linear solver is shown empirically. A freely available package in the R statistical software has been implemented and is presented here. Possible extension to more complex framework are presented. This paper ends with an example of application for the determination of the market revenue of a storage device in a local price market as a function of location, energy capacity and power limits.
快速动态规划应用于存储规划
在本文中,我们提出了一类新的算法,允许解决一类优化问题,包括寻找最优存储策略的问题。该算法速度快,在某些情况下可以达到二次甚至准线性。关于使用商业线性解算器的复杂性方面的增益是经验显示的。R统计软件中已经实现了一个免费的软件包,并在这里给出。提出了对更复杂框架的可能扩展。本文最后给出了一个应用实例,用于确定存储设备在当地价格市场上的市场收益作为位置,能量容量和功率限制的函数。
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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