Optimal fuzzy inference for short-term load forecasting

H. Mori, H. Kobayashi
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引用次数: 198

Abstract

This paper proposes an optimal fuzzy inference method for short-term load forecasting. The proposed method constructs an optimal structure of the simplified fuzzy inference that minimizes model errors and the number of the membership functions to grasp nonlinear behavior of power system short-term loads. The model is identified by simulated annealing and the steepest descent method. The proposed method is demonstrated in examples.
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短期负荷预测的最优模糊推理
提出了一种短期负荷预测的最优模糊推理方法。该方法构建了一种简化模糊推理的最优结构,使模型误差和隶属函数数量最小化,以掌握电力系统短期负荷的非线性行为。采用模拟退火和最陡下降法对模型进行辨识。算例验证了该方法的有效性。
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Development of the Intercontrol Center Communications Protocol (ICCP) [power system control] Hydropower generation management under uncertainty via scenario analysis and parallel computation Optimal fuzzy inference for short-term load forecasting Long-term/mid-term resource optimization of a hydro-dominant power system using interior point method The design of next generation SCADA systems
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