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Distributed storage operation in distribution network with stochastic renewable generation

机译:具有随机可再生能源的配电网络中的分布式存储操作

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The integration of distributed renewable energy generations and storages in the distribution system imposes new challenges on the paradigm of the operation. The resulting control problems are intrinsically hard because of nonlinearity in power flow equations, stochasticity in renewable generations, and inter-temporal coupling of decision problems due to energy storage. This paper provides an initial attempt to solve these nonlinear stochastic control problems numerically, within the framework of Markov decision processes (MDPs). Detailed MDPs are first designed for two-bus sub-networks of the distribution system. Optimal control policies for each sub-network are then combined to guide the design of a control policy to operate the entire storage system on a distribution network. The performance of this approach is demonstrated numerically by comparing with other typical operation policies.
机译:分布式可再生能源发电和存储在配电系统中的集成给运营模式带来了新的挑战。由于潮流方程中的非线性,可再生能源发电中的随机性以及由于储能而引起的决策问题在时间上的耦合,因此所产生的控制问题在本质上很难解决。本文提供了在马尔可夫决策过程(MDP)框架内以数值方式解决这些非线性随机控制问题的初步尝试。详细的MDP首先是为配电系统的两总线子网设计的。然后,将每个子网的最佳控制策略组合在一起,以指导控制策略的设计,以在配电网络上操作整个存储系统。通过与其他典型的操作策略进行比较,以数字方式证明了该方法的性能。

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