环境因素对避雷器泄漏电流影响研究
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Influence of environmental factors on the leakage current of arrester
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    摘要:

    避雷器泄漏电流幅值会受环境气象条件影响,建立泄漏电流幅值模型对于避雷器健康状况判断具有重要意义。通过分析避雷器周围的环境因素,建立基于多元线性回归的避雷器泄漏电流数学模型。首先,收集影响泄漏电流幅值主要因素的数据,包括温度、湿度、大气压强与光照强度;然后,基于散点图与趋势线对这些因素进行分析,借助MATLAB软件对收集到的数据建模,获得基于最小二乘法的多元线性回归模型,并通过基于方差膨胀因子的共线性进行诊断;最后,运用所获得的模型对未来10 d泄漏电流进行了预测。预测结果表明,所提模型精度较高,可满足工程实用要求。

    Abstract:

    Leakage currentamplitude of lightning arrester is affected by ambient weather conditions. The model of leakage current is significance for health diagnosis of lightning arrester. In this paper, a model of leakage current of lightning arrester is established with multiple linear regression and ambient weather analysis. Firstly, the factors effect on the leakage current is collected. These factors include ambient temperature, humanity, atmospheric pressure and light intensity. Then, the factors are analyzed by using scatter diagram and trend line and the multiple linear regression model of leakage current is given with the least square. This proposed model is diagnosed with the varianceinflationfactor. Finally, the proposed model is used to predict the leakage current of lightning arrester for next ten days. The predicted results show that the proposed model have high accuracy and can be used in actual engineering.

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衡思坤,王琛,张自伟,郑许林,高赫,周光宇.环境因素对避雷器泄漏电流影响研究[J].电力工程技术,2019,38(1):114-118

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历史
  • 收稿日期:2018-09-25
  • 最后修改日期:2018-11-06
  • 录用日期:2018-09-17
  • 在线发布日期: 2019-01-28
  • 出版日期: 2019-01-28