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Reliability Improved Stochastic Dynamic Programming for Reservoir Operation Optimization

机译:可靠性改进的随机动态规划,用于水库调度优化

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Stochastic Dynamic Programming (SDP) is widely used in reservoir operation problems. Besides its advantages, a few drawbacks have leaded many studies to improve its structure. Handling the infeasible conditions and curse of dimensionality are two major challenges in this method. The main goal of this paper is proposing a new method to avoid infeasible conditions and enhance the solution efficiency with new discretization procedure. For this purpose, an optimization module is incorporated into regular SDP structure, so that, near optimal values of state variables are determined based on the available constraints. The new method (RISDP) employs reliability concept to maximize the reservoir releases to satisfy the downstream demands. Applying the proposed technique improves the reservoir operating policies compared to regular SDP policies with the same assumptions of discretization. Simulation of reservoir operation in a real case study indicates about 15% improvement in objective function value and elimination of infeasible conditions by using RISDP operating policies.
机译:随机动态规划(SDP)广泛用于储层运行问题。除了其优点之外,一些缺点导致许多研究来改善其结构。处理不可行的条件和维数诅咒是此方法的两个主要挑战。本文的主要目的是提出一种新的方法来避免不可行的情况,并通过新的离散化程序来提高求解效率。为此,将优化模块合并到常规SDP结构中,以便根据可用约束条件确定状态变量的最佳值。新方法(RISDP)采用可靠性概念来最大化油藏释放量,以满足下游需求。与相同的离散化假设相比,与常规的SDP策略相比,应用建议的技术可以改善油藏运行策略。在实际案例研究中对油藏运行进行模拟表明,通过使用RISDP运行策略,目标函数值可提高约15%,并消除不可行的条件。

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