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A Novel Solution for Stochastic Dynamic Game of Water Allocation from a Reservoir Using Collocation Method

机译:配水法求解水库随机动态配水的新方法

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In this study, a continuous model of stochastic dynamic game for water allocation from a reservoir system was developed. The continuous random variable of inflow in the state transition function was replaced with a discrete approximant rather than using the mean of the random variable as is done in a continuous model of deterministic dynamic game. As a result, a new solution method was used to solve the stochastic model of game based on collocation method. The collocation method was introduced as an alternative to linear-quadratic (LQ) approximation methods to resolve a dynamic model of game. The collocation method is not limited to the first and second degree approximations, compared to LQ approximation, i.e. Ricatti equations. Furthermore, in spite of LQ related problems, consideration of the stochastic nature of game on the action variables in the collocation method would be possible. The proposed solution method was applied to the real case of reservoir operation, which typically requires considering the effect of uncertainty on decision variables. The results of the solution of the stochastic model of game are compared with the results of a deterministic solution of game, a classical stochastic dynamic programming model (e.g. Bayesian Stochastic Dynamic Programming model, BSDP), and a discrete stochastic dynamic game model (PSDNG). By comparing the results of alternative methods, it is shown that the proposed solution method of stochastic dynamic game is quite capable of providing appropriate reservoir operating policies.
机译:在这项研究中,建立了一个随机动态博弈的连续模型,用于从水库系统中分配水。状态转移函数中流入的连续随机变量被离散近似替代,而不是像确定性动态博弈的连续模型那样使用随机变量的平均值。因此,采用了一种新的求解方法来解决基于搭配方法的游戏随机模型。介绍了搭配方法,以替代线性二次(LQ)逼近方法来解决游戏的动态模型。与LQ逼近(即Ricatti方程)相比,搭配方法不限于一阶和二阶逼近。此外,尽管存在与LQ相关的问题,但仍可以在搭配方法中考虑游戏的随机性对动作变量的影响。所提出的解决方案方法已应用于水库运行的实际情况,通常需要考虑不确定性对决策变量的影响。将游戏随机模型的求解结果与确定性游戏,经典随机动态规划模型(例如贝叶斯随机动态规划模型,BSDP)和离散随机动态博弈模型(PSDNG)的结果进行比较。通过比较备选方法的结果,可以看出,所提出的随机动态博弈的求解方法完全能够提供适当的油藏调度策略。

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