Aging Condition Evaluation of Oil Paper Insulation Based on Adaboost Algorithm

Yongqin Ke, Min Li, He Zhuang
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Abstract

Aging is a critical element influencing the insulation Characteristics of transformers, and is a key link to maintain the balanced work of the power system. To more accurately and comprehensively assess the aging extent of the transformer, this paper deeply analyzed the change mechanism of FDS spectral lines with different aging degrees, and extracted three frequency domain characteristics significantly related to the aging degree of the transformer from the spectral lines for subsequent aging degree evaluation. Then based on adaboost algorithm, the aging degree of transformer was evaluated. The conclusions show that the root mean square error of the proposed model is significantly reduced compared with other models, which fully verifies the accuracy of the model built in this paper.
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基于Adaboost算法的油纸绝缘老化状态评价
老化是影响变压器绝缘特性的关键因素,是维持电力系统平衡工作的关键环节。为了更准确、全面地评估变压器的老化程度,本文深入分析了不同老化程度下FDS谱线的变化机理,从谱线中提取出与变压器老化程度显著相关的三个频域特征,用于后续的老化程度评估。然后基于adaboost算法对变压器的老化程度进行了评估。结论表明,与其他模型相比,所建模型的均方根误差明显减小,充分验证了本文所建模型的准确性。
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