论文标题
运输水电厂的管理策略 - 最佳开关方法
Management strategies for run-of-river hydropower plants -an optimal switching approach
论文作者
论文摘要
目前,用于最佳切换的数学理论是相对较好的,但是该理论框架的具体应用数量仍然很少。在本文中,我们通过将最佳切换理论应用于与水力发电厂有关的一组生产计划问题来弥合差距的一部分。特别是,我们研究了两种涉及少量河流水电厂的不同情况,并显示了如何使用最佳切换来制定全自动生产方案,在这些情况下,不同生产状态之间的切换成本非零。在得出这些方案的过程中,我们还创建了一个基于随机微分方程的水流动的模型,并将该模型符合历史数据。这种随机流模型应该具有独立的兴趣,模仿了流动的长期季节性行为,同时仍允许随机波动,并且可以结合给定的预测以抑制这种波动在近时间内的影响。我们使用来自瑞典的一条小河的实际流量数据对模型进行基准测试,并发现我们的生产方案分别在2%和5%以内的最佳河流中,在对所考虑的两种工厂的长期研究中。
The mathematical theory for optimal switching is by now relatively well developed, but the number of concrete applications of this theoretical framework remains few. In this paper, we bridge parts of this gap by applying optimal switching theory to a set of production planning problems related to hydropower plants. In particular, we study two different cases involving small run-of-river hydropower plants and show how optimal switching can be used to create fully automatic production schemes in these cases, with non-zero cost of switching between different states of production. Along the way of deriving these schemes, we also create a model for the random flow of water based on stochastic differential equations and fit this model to historical data. This stochastic flow model, which should be of independent interest, mimics the long term seasonal behaviour of the flow while still allowing for stochastic fluctuations and can incorporate a given forecast to damp the impact of such fluctuations in near time. We benchmark the performance of our model using actual flow data from a small river in Sweden and find that our production scheme lies close to the optimal, within 2 % and 5 %, respectively, in a long term investigation of the two plants considered.