基于PSO-SVM模型的节制闸过闸流量计算方法研究

    Research on Calculation Method of Check-sluice Discharge Based on PSO-SVM Model

    • 摘要: 为了进一步提高节制闸过闸流量的计算精度,提出了一种基于PSO-SVM模型的过闸流量计算方法。分析了PSO-SVM模型的计算原理和方法,并用某节制闸一年的水文实测数据对PSOSVM模型进行了训练与计算,结果表明:PSO-SVM模型用于节制闸过闸流量计算,具有较高的计算精度。但在实测样本较少时或流量较大的区间内,模型表现欠佳。

       

      Abstract: In order to improve the calculation accuracy of check-sluice discharge, a calculation method of discharge based on PSO-SVM model is proposed. The calculation principle and method of PSO-SVM model are analyzed. The hydrologic data of a check-sluice for one year are used to train and calculate the PSOSVM model. The results showed that the PSO-SVM model could be used to calculate the check-sluice discharge and had high calculation accuracy. However, when the measured samples are not enough and the discharge is large, the performance of the model is poor.

       

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