Wang Aimin, Lin Sheng, Wu Guoxing, Li Xiaopeng, Wang Tao
School of Electrical Engineering and Electronic Information, Xihua University, Chengdu 610039, China.
School of Electrical Engineering, Southwest Jiaotong University, Chengdu 611756, China.
Entropy (Basel). 2024 Jul 11;26(7):595. doi: 10.3390/e26070595.
Metro stray currents flowing into transformer-neutral points cause the high neutral DC and a transformer to operate in the DC bias state.Because neutral DC caused by stray current varies with time, the neutral DC value cannot be used as the only characteristic indicator to evaluate the DC bias risk level. Thus, unified characteristic extraction and assessment methods are proposed to evaluate the DC bias risk of a transformer caused by stray current, considering the signals of transformer-neutral DC and vibration. In the characteristic extraction method, the primary characteristics are obtained by comparing the magnitude and frequency distributions of transformer-neutral DC and vibration with and without metro stray current invasion. By analyzing the correlation coefficients, the final characteristics are obtained by clustering the primary characteristics with high correlation. Then, the magnitude and frequency characteristics are extracted and used as indicators to evaluate the DC bias risk. Moreover, to avoid the influence of manual experience on indicator weights, the entropy weight method (EWM) is used to establish the assessment model. Finally, the proposed methods are applied based on the neutral DC and vibration test data of a certain transformer. The results show that the characteristic indicators can be extracted, and the transformer DC bias risk can be evaluated by using the proposed methods.
流入变压器中性点的地铁杂散电流会导致中性点直流电压升高,使变压器处于直流偏置状态。由于杂散电流引起的中性点直流电压随时间变化,因此中性点直流电压值不能作为评估直流偏置风险水平的唯一特征指标。为此,提出了统一的特征提取和评估方法,综合考虑变压器中性点直流信号和振动信号,来评估杂散电流引起的变压器直流偏置风险。在特征提取方法中,通过比较有、无地铁杂散电流侵入时变压器中性点直流信号和振动信号的幅值及频率分布,获取初级特征。通过分析相关系数,对高相关性的初级特征进行聚类,得到最终特征。然后,提取幅值和频率特征作为评估直流偏置风险的指标。此外,为避免人工经验对指标权重的影响,采用熵权法建立评估模型。最后,基于某变压器的中性点直流和振动测试数据应用所提方法。结果表明,所提方法能够提取特征指标,评估变压器直流偏置风险。