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纸质出版:2025
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李瑞, 汤翎艺, 吕怡, 等. 低压配电网区域三相不平衡附加损耗评估方法[J]. 电力大数据, 2025,(6).
Rui Li, Lingyi Tang, Yi Lv, et al. Assessment Method for Three Phase Unbalanced Additional Losses in Low Voltage Distribution Grid Areas[J]. 2025, (6).
我国低压配电网普遍存在三相不平衡问题,评估三相不平衡附加损耗是供电公司亟待解决的问题。然而,当前对区域不平衡损耗的估计大多仅关注中性线损耗,并未评估不平衡导致的相线附加损耗,并且实现区域所有台区不平衡附加损耗的评估还面临着难以获得所有台区时序数据的问题。因此,首先基于电流相量与序分量的关系实现了不平衡附加损耗的推导(包括中性线附加损耗和相线附加损耗,即零序、负序电流产生的损耗);然后实际结合了我国低压配电网台区类型,选取部分典型台区获取时序相电流数据作为样本台区;对样本台区的时序数据进行数据分析和补全后,根据台区电流特征进行聚类,得到几个典型的聚类集群;其次通过分类模型将剩余台区(仅具有月平均相电流数据)与聚类集群相匹配。最后分别对不平衡总的附加损耗和不平衡相线附加损耗进行范围评估,应用切比雪夫不等式缩小估计范围,提高置信度;并且通过实际数据验证,有85%以上台区分类到正确的集群,最终评估的不平衡附加损耗范围置信度达到89%。
There is a common problem of three-phase imbalance in China's low-voltage distribution network
and evaluating the additional losses caused by three-phase imbalance is an urgent issue that power supply companies need to address. However
the current estimation of regional unbalanced losses mostly focuses on neutral line losses and does not evaluate the additional phase line losses caused by imbalances. Moreover
achieving the evaluation of unbalanced additional losses in all stations in the region still faces the problem of difficulty in obtaining temporal data for all stations. Therefore
based on the relationship between current phasor and sequence component
the derivation of unbalanced additional losses (including neutral line additional losses and phase line additional losses
i.e. losses caused by zero sequence and negative sequence currents) was first achieved; Then
based on the types of low-voltage distribution network substations in China
some typical substations were selected to obtain time-series phase current data as sample substations; After analyzing and completing the time-series data of the sample station area
clustering is performed based on the current characteristics of the station area to obtain several typical clustering clusters; Secondly
the remaining substation areas (with only monthly average phase current data) are matched with clustering clusters through a classification model. Finally
evaluate the range of the total additional losses caused by imbalance and the additional losses caused by unbalanced phase lines
and apply the Chebyshev inequality to narrow down the estimation range and improve confidence; And through actual data verification
more than 85% of the upper regions were classified into the correct cluster
and the confidence level of the final evaluation of the unbalanced additional loss range reached 89%.
李俊逸.低压三相不平衡台区线损研究及不平衡测量装置的研制[D].武汉理工大学,2021.
“LV network templates for a low-carbon future,” 2013. [Online]. Available: https://www.westernpower.co.uk/docs/Innovation/Closed-projects/Network-Templates/LVNT-Appendix-A-Knowledge-Management.aspx
陆嘉铭,奚增辉,瞿海妮,等.电力量测数据缺失补齐方法研究与实践[J].电力大数据,2023,26(07):40-49.
宋亮,万建洲.缺失数据插补方法的比较研究[J].统计与决策,2020,36(18):10-14.
刘炜博.数据缺失情况下基于深度学习的故障诊断[D].河南大学,2018.
魏梅芳,胡毕正,庞文龙,等.基于动态三相不平衡度的配电网线损计算方法研究[J].智慧电力,2020,48( 02) : 104-108.
苏斌,张雅,李程,等.采用统计学方法估计台区三相不平衡对低压线损的影响[J].上海节能,2023,(04):476-480.
李俊逸.低压三相不平衡台区线损研究及不平衡测量装置的研制[D].武汉理工大学,2021.
叶臻.基于机器学习的低压台区三相不平衡附加损耗计算研究[D].沈阳工程学院,2021.
韩晓婕.基于神经网络的高速列车位置计算模型及在线学习算法设计[D].北京交通大学,2016.
张家博.考虑电能质量影响的配电网损耗计算及敏感度分析[D].华北电力大学(北京),2020.
米丽萍,邢清华.后验概率支持向量机模型在目标分类中的应用[J].计算机工程与设计,2014,35(04):1402-1407.
汪清,游奕弘,赵誉洲,等.暂态电能质量扰动引发电压变动对闪变检测的影响[J].电力系统保护与控制,2022,50(06):91-99.
李俊逸.低压三相不平衡台区线损研究及不平衡测量装置的研制[D].武汉理工大学,2021.
“LV network templates for a low-carbon future,” 2013. [Online]. Available: https://www.westernpower.co.uk/docs/Innovation/Closed-projects/Network-Templates/LVNT-Appendix-A-Knowledge-Management.aspx
陆嘉铭,奚增辉,瞿海妮,等.电力量测数据缺失补齐方法研究与实践[J].电力大数据,2023,26(07):40-49.
宋亮,万建洲.缺失数据插补方法的比较研究[J].统计与决策,2020,36(18):10-14.
刘炜博.数据缺失情况下基于深度学习的故障诊断[D].河南大学,2018.
魏梅芳,胡毕正,庞文龙,等.基于动态三相不平衡度的配电网线损计算方法研究[J].智慧电力,2020,48( 02) : 104-108.
苏斌,张雅,李程,等.采用统计学方法估计台区三相不平衡对低压线损的影响[J].上海节能,2023,(04):476-480.
李俊逸.低压三相不平衡台区线损研究及不平衡测量装置的研制[D].武汉理工大学,2021.
叶臻.基于机器学习的低压台区三相不平衡附加损耗计算研究[D].沈阳工程学院,2021.
韩晓婕.基于神经网络的高速列车位置计算模型及在线学习算法设计[D].北京交通大学,2016.
张家博.考虑电能质量影响的配电网损耗计算及敏感度分析[D].华北电力大学(北京),2020.
米丽萍,邢清华.后验概率支持向量机模型在目标分类中的应用[J].计算机工程与设计,2014,35(04):1402-1407.
汪清,游奕弘,赵誉洲,等.暂态电能质量扰动引发电压变动对闪变检测的影响[J].电力系统保护与控制,2022,50(06):91-99.
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