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基于双曲线截断混沌多项式展开的地磁感应电流敏感度分析
引用本文:刘青,崔茜凯,马龙雄,查虹丽,周宁馨.基于双曲线截断混沌多项式展开的地磁感应电流敏感度分析[J].强激光与粒子束,2019,31(7):070010-1-070010-8.
作者姓名:刘青  崔茜凯  马龙雄  查虹丽  周宁馨
作者单位:西安科技大学 电气与控制工程学院, 西安 710054
基金项目:国家重点研发计划项目2016YFC0800100
摘    要:地磁感应电流(GIC) 可能会引起变压器直流偏磁从而威胁电力设备和电网的安全。鉴于GIC计算所需的很多输入参数是不确定变量, 全面评估电网GIC水平及对电网的威胁有必要研究GIC的不确定度及GIC对输入变量的敏感度。基于混沌多项式展开(PCE) 提出了一种GIC的不确定度量化方法, 利用双曲线截断技术进一步提高了计算效率, 计算了GIC对输入参数的敏感度指标。以新疆750kV规划电网为例, 利用提出的方法对GIC进行了不确定度量化, 得到了GIC的均值和标准差等统计量。根据混沌多项式系数计算了Sobol敏感度指标, 得到了GIC对电场幅值和电网直流电阻等输入参数的敏感度。与蒙特卡罗法(MC) 相比, 此方法在保证精度的前提下大大提高了计算效率。

关 键 词:地磁感应电流    混沌多项式展开    不确定度量化    敏感性分析    稀疏展开
收稿时间:2019-04-11

Sensitivity analysis of geomagnetically induced current based on hyperbolic scheme for truncating polynomial chaos expansion
Institution:School of Electrical and Control Engineering, Xi' an University of Science and Technology, Xi'an 710054, China
Abstract:Geomagnetically Induced Current (GIC) can cause DC bias of the transformer.The derivative effect of DC bias may threaten the safety of power equipment and power grid.In view of the fact that many input parameters are uncertain variables in GIC calculations, it is necessary to study the uncertainty of GIC and the sensitivity of GIC to input variables.In this paper, based on polynomial chaos expansion (PCE) and hyperbolic scheme for truncating the polynomial chaos expansion, a GIC uncertainty quantization method is proposed.Using the constructed polynomial chaos expansion, the sensitivity index of GIC to input parameters is derived.For the planned Xinjiang power grid, the proposed method is used to measure the uncertainty of GIC, and the statistics of mean and variance of GIC are obtained.The Sobol sensitivity index is calculated according to the chaotic polynomial coefficient, and the sensitivity of GIC to input parameters such as electric field amplitude and grid DC resistance is obtained.Compared with the Monte Carlo method (MC), this method is not only precise, but also greatly improves the computational efficiency.
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