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Design a Wind Speed Prediction Model Using Probabilistic Fuzzy System

机译:利用概率模糊系统设计风速预测模型

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摘要

Generation of wind is a very complicated process and influenced by large numbers of unknown factors. A probabilistic fuzzy system based prediction model is designed for the short-term wind speed prediction. By introducing the third probability dimension, the proposed prediction model can capture both stochastic and the deterministic uncertainties, and guarantee a better prediction in complex stochastic environment. The effectiveness of this intelligent wind speed prediction model is demonstrated by the simulations on a group of wind speed data. The robust modeling performance further discloses its potential in the practical prediction of wind speed under complex circumstance.
机译:风力的产生是一个非常复杂的过程,并受众多未知因素的影响。设计了基于概率模糊系统的短期风速预测模型。通过引入第三个概率维度,所提出的预测模型既可以捕获随机不确定性也可以捕获确定性不确定性,并保证在复杂随机环境中的更好预测。通过对一组风速数据进行仿真,证明了该智能风速预测模型的有效性。强大的建模性能进一步揭示了其在复杂情况下实际风速预测中的潜力。

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