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Line loss calculation for middle voltage distribution network planning |
Zhang Qin1, Ma Wei1, Fu Jin1, Feng Chao2 |
1. Nanchong Power Supply Company of Sichuan Electric Power Corporation, State Grid, Nanchong, Sichuan 637000 2. Dazhou Power Supply Company of Sichuan Electric Power Corporation, State Grid, Dazhou, Sichuan 635000 |
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Abstract The research on line loss for planning grid project is conducive to power grid optimization and energy conservation. In this paper, the method of loss calculation for middle voltage distribution networks is researched. First the artificial neural network is adopted to predict the basic component of line loss. Line loss forecast structure is modeled according to main factors that influence the line loss. In consideration of value range and the unit diversity of the collected original sample data, the independent and dependent variables of the sample are standardization processed. Then train the neural network with improved BP algorithm, the convergence performance and accuracy of prediction is grossly improved. Then the paper calculate and analyze the main factors that influence the loss rate of planning projects, finally correct the predicted loss value in BP algorithm with previous calculation results. An example will be taken to prove the proposed method for loss calculation in this paper practical.
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Received: 26 July 2017
Published: 07 February 2018
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Cite this article: |
Zhang Qin,Ma Wei,Fu Jin等. Line loss calculation for middle voltage distribution network planning[J]. Electrical Engineering, 2018, 19(2): 42-45.
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URL: |
http://dqjs.cesmedia.cn/EN/Y2018/V19/I2/42
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[1] 杨秀台. 电力网线损的理论计算和分析[M]. 北京:水利电力出版社, 1985. [2] 王家华. 基于台区分群的线损标准化管理模式研究[J]. 电气技术, 2017, 18(2): 117-119, 123. [3] 付学谦, 陈皓勇. 平均电流损耗法在配网线损计算中的应用[J]. 电工技术学报, 2015, 30(12): 377-382. [4] 李学平, 刘怡然, 卢志刚, 等. 基于聚类的阶段理论线损快速计算与分析[J]. 电工技术学报, 2015, 30(12): 367-376. [5] 卢志刚, 李爽. 厂站量测信息不完整时的全网理论线损计算[J]. 电网技术, 2007, 31(16): 83-87. [6] 张勤, 周步祥, 林楠, 等. 基于灰色模型与神经网络组合的线损率预测[J]. 电力系统及其自动化学报, 2013, 25(5): 162-166. [7] 叶云, 王主丁, 张宗益, 等. 一种规划态配电网线损规划方法[J]. 电力系统保护和控制, 2010, 38(17): 82-87. [8] 田宏杰. 线损分析预测在供电管理中的应用[J]. 电力系统保护与控制, 2010, 38(7): 77-80. [9] 高山, 单渊达. 神经网络短期负荷预测输入变量选择新方法[J]. 电力系统自动化, 2001, 25(22): 41-44. [10] 文福拴, 韩祯祥. 基于分群算法和人工神经元网络的配电网线损计算[J]. 中国电机工程学报, 1993, 13(3): 41-50. [11] 成蓬勃, 袁福科, 刘灿萍, 等. 改进BP网络算法在配电网故障诊断中的应用研究[J]. 继电器, 2007, 35(12): 27-31, 40. [12] 赵俊光, 王主丁, 乐欢. 中压配电网规划中馈线电气计算的估算方法[J]. 电力系统自动化, 2008, 32(16): 98-102. [13] 王涛, 张坚敏, 李小平. 计划线损率的计算及其评价[J]. 华中电力, 2003, 16(1): 5-7. |
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