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An approach based on Takagi-Sugeno Fuzzy Inference System applied to the operation planning of hydrothermal systems

机译:基于Takagi-Sugeno模糊推理系统的热液运行规划方法

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The operation planning in hydrothermal systems with great hydraulic participation, as it is the case of Brazilian system, seeks to determine an operation policy to specify how hydroelectric plants should be operated, in order to use the hydroelectric resources economically and reliably. This paper presents an application of Takagi-Sugeno Fuzzy Inference Systems to obtain an operation policy (PBFIS — Policy Based on Fuzzy Inference Systems) that follows the principles of the optimized operation of reservoirs for electric power generation. PBFIS is obtained through the application of an optimization algorithm for the operation of hydroelectric plants. From this optimization the relationships between the stored energy of the system and the volume of the reservoir of each plant are extracted. These relationships are represented in the consequent parameters of the fuzzy linguistic rules. Thus, PBFIS is used to estimate the operative volume of each hydroelectric plant, based on the value of the energy stored in the system. In order to verify the effectiveness of PBFIS, a computer simulation model of the operation of hydroelectric plants was used so as to compare it with the operation policy in parallel; with the operation policy based on functional approximations; and also with the result obtained through the application of the optimization of individualized plants' operation. With the proposed methodology, we try to demonstrate the viability of PBFIS' obtainment and application, and with the obtained results, we intend to illustrate the effectiveness and the gains which came from it.
机译:与巴西系统一样,在水力参与程度很高的水热系统中,其运行计划旨在确定一种运行策略,以规定应如何运行水力发电厂,以便经济,可靠地利用水力资源。本文介绍了Takagi-Sugeno模糊推理系统在遵循发电库优化运行原理的运行策略(PBFIS-基于模糊推理系统的策略)中的应用。通过将优化算法应用于水力发电厂的运行来获得PBFIS。从该优化中,提取系统的存储能量与每个工厂的水库容量之间的关系。这些关系在模糊语言规则的后续参数中表示。因此,基于系统中存储的能量值,PBFIS用于估算每个水力发电厂的运行量。为了验证PBFIS的有效性,使用了水电厂运行的计算机仿真模型,以便将其与并行运行策略进行比较。基于功能近似的操作策略;以及通过应用个性化工厂操作的优化而获得的结果。通过提出的方法,我们试图证明PBFIS的获得和应用的可行性,并根据获得的结果来说明有效性和从中获得的收益。

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