论文标题
EMSX:能源管理系统的数值基准
EMSx: a numerical benchmark for energy management systems
论文作者
论文摘要
以分散的方式将可再生能源插入电网中,这是能量过渡的关键挑战。但是,在本地规模上,生产和需求都表现出不稳定的行为,这使得它们与之匹配。能源管理系统(EMS)的目标是至少达到这种平衡。我们提出了EMSX,这是一种用于测试控制算法的数值基准,用于管理配备光伏单元和储能系统的电气电网管理。 EMSX由三个关键组成部分组成:由Schneider Electric提供的EMSX数据集包含各种逼真的微电网,并收集了丰富的历史观察和预测; EMSX数学框架是对电动微电网控制技术和算法评估的明确描述。 EMSX软件EMSX.JL是一个包装,以朱莉娅语言实现,它使能够轻松实现微电网控制器并进行测试。基准的所有组件均可公开使用,因此其他愿意对EMSX进行测试的研究人员可以轻松地重现实验。最终,我们展示了标准微电网控制方法的结果,包括模型预测控制,开放环反馈控制和随机动态编程。
Inserting renewable energy in the electric grid in a decentralized manneris a key challenge of the energy transition. However, at local scale, both production and demand display erratic behavior, which makes it delicate to match them. It is the goal of Energy Management Systems (EMS) to achieve such balance at least cost. We present EMSx, a numerical benchmark for testing control algorithms for the management of electric microgrids equipped with a photovoltaic unit and an energy storage system. EMSx is made of three key components: the EMSx dataset, provided by Schneider Electric, contains a diverse pool of realistic microgrids with a rich collection of historical observations and forecasts; the EMSx mathematical framework is an explicit description of the assessment of electric microgrid control techniques and algorithms; the EMSx software EMSx.jl is a package, implemented in the Julia language, which enables to easily implement a microgrid controller and to test it. All components of the benchmark are publicly available, so that other researchers willing to test controllers on EMSx may reproduce experiments easily. Eventually, we showcase the results of standard microgrid control methods, including Model Predictive Control, Open Loop Feedback Control and Stochastic Dynamic Programming.