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基于误差幅空特性分析的空间负荷预测误差评价方法

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对空间负荷预测误差进行有效评价是客观认识预测结果,指导预测结果合理应用的前提。然而,现有空间负荷预测误差评价的研究存在对误差的空间分布不考虑或考虑不充分导致评价不准确的问题。为此,提出一种基于误差幅空特性分析的空间负荷预测误差评价方法。首先,从空间负荷预测误差幅值大小和空间分布对电网规划影响的角度出发,对误差的幅空特性进行详细分析;其次,利用运输问题的数学模型来表征正负误差的幅空抵消特性,使用各空间邻近度-幅值误差值曲线与x轴围成面积之和来表征剩余未抵消误差的幅空叠加特性;然后,分别通过伏格尔法和各梯形面积累加公式来计算正负误差的幅空抵消影响值和剩余未抵消误差的幅空叠加影响值,并在此基础上构建空间负荷预测误差评价指标;最后,基于误差对电网规划的实际影响给出对误差评价指标性能的检验方法。算例分析表明,与传统方法相比,该文所提误差评价方法从幅值和空间两个维度实现了对空间负荷预测误差更为全面的评估,与误差对电网规划影响的实际情况贴近度更高。
Evaluation Method for Spatial Load Forecasting Error Based on Amplitude-space Characteristic Analysis of the Error
Effective evaluation of spatial load forecasting error is the premise of understanding forecasting results objectively and guiding the rational application of forecasting results.However,the existing research on error evaluation of spatial load forecasting has the problem that the spatial distribution of error is not considered or the evaluation is not accurate enough.Therefore,this paper proposes a spatial load forecasting error evaluation method based on error amplitude-space characteristic analysis.First,the amplitude-space characteristics of the error are analyzed in detail from the perspective of the magnitude of the spatial load forecasting error and the influence of the spatial distribution on the power grid planning.Secondly,the mathematical model of the transportation problem is used to characterize the amplitude-space offset characteristics of positive and negative errors.The sum of the area of each spatial proximity-amplitude error curve and the x-axis is used to characterize the amplitude-space superposition characteristics of the residual offset error.Then,the Vogel method and the trapezoidal area accumulation formula are used to calculate the amplitude-space offset influence value of the positive and negative error and the amplitude-space superposition influence value of the residual error.On this basis,the spatial load forecasting error evaluation index is constructed.Finally,the performance test method of error evaluation index is given based on the actual influence of error on power grid planning.The example analysis shows that compared with the traditional method,the error evaluation method proposed in this paper realizes a more comprehensive evaluation of the spatial load forecasting error from the two dimensions of amplitude and space,which is closer to the actual situation of the influence of error on power grid planning.

spatial load forecastingerror evaluationamplitude-space characteristicsVogel methodspatial proximitypower grid planning

肖白、李学思

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东北电力大学电气工程学院,吉林省 吉林市 132012

空间负荷预测 误差评价 幅空特性 伏格尔法 空间临近度 电网规划

国家自然科学基金(面上基金项目)国家重点研发计划项目吉林省产业创新专项基金项目

511770092017YFB09022052019C058-7

2024

中国电机工程学报
中国电机工程学会

中国电机工程学报

CSTPCD北大核心
影响因子:2.712
ISSN:0258-8013
年,卷(期):2024.44(3)
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