期刊文献+

一种用于家用智能电表的负荷识别方法 被引量:21

A Load Identification Method for Household Smart Meter
下载PDF
导出
摘要 为了能给电力用户提供类似电话清单的用电清单,帮助用户调整和规划家电的使用实现节能,提出一种运用相似度比较,可用于家用智能电表的负荷识别方法。该方法取家用电器正常工作时的稳态和暂态功率特性作为特征量,通过比较测量数据与数据库模板的相似度来确定用电负荷的类别、工作状态,然后匹配开关事件得到相应的耗电量。该方法不需要事先经过样本数据训练或学习过程,就能识别出家庭中典型的阻性和非阻性电器,进而分解出家庭中主要电器的用电情况。通过对实验家庭用电情况的实测数据分析和与其他方法的比较,验证了该方法的有效性和准确性。 In order to provide power consumers with the list of electricity consumption which is similar to that of telephone charge,and to help homeowners adjust and plan the usage of household appliances to save energy,a load identification method for household smart meter is proposed by using similarity comparison.Based on the steady and transient power characteristics of household appliances in normal operation condition,the electrical loads categories and operating status are determined by comparing the similarity between measured data and template in database,and corresponding energy consumption is obtained by matching the on and off events.The method can recognize typical resistive and non-resistive appliances without training or learning process of sample data in advance,and then discompose the energy consumption of major home appliances.The validity and accuracy of this method are verified through analyzing of the data measured in a family and its comparison with other methods.
作者 李静 杨洪耕
出处 《现代电力》 北大核心 2013年第5期83-89,共7页 Modern Electric Power
关键词 家用智能电表 负荷识别 稳态 暂态 相似度 household smart meter load identification steady state transient sate similarity
  • 相关文献

参考文献16

  • 1牟龙华,朱国锋,朱吉然.基于智能电网的智能用户端设计[J].电力系统保护与控制,2010,38(21):53-56. 被引量:63
  • 2李坦,杨洪耕,高云.智能电表家用负荷识别技术综述[J].供用电,2011,28(6):39-42. 被引量:9
  • 3黎鹏,余贻鑫.非侵入式电力负荷在线分解[J].天津大学学报,2009,42(4):303-308. 被引量:43
  • 4牛卢璐,贾宏杰.一种适用于非侵入式负荷监测的暂态事件检测算法[J].电力系统自动化,2011,35(9):30-35. 被引量:103
  • 5Hart G W. Nonintrusive appliance load monitoring [J]. Proceedings of IEEE, 1992, 80(12): 1870- 1891.
  • 6ChanW L, So A T P, Lai L L. Wavelet feature vectors for neural network based on harmonics load rec- ognition [C] // 2000 International Conference on Ad- vances in Power System Control, Operation and Man- agement, HonNKong, China, 2000: 511-516.
  • 7Cox R, Leeb S B, Shaw S R, et al. Transient e- vent detection for nonintrusive load monitoring and demand side management using voltage distortion [C]//2006 IEEE Applied Power Electronics Con- ference and Exposition, Hong Kong, China, 2006:1751 - 1757.
  • 8Chang Hsueh-Hsien, Lin Ching-Lung. A new method for load identification of nonintrusive energy management system in smart home [C] // 2010 IEEE International Conference on e-Business Engi- neering, Shang Hai, China,, 2010: 351- 357.
  • 9Lin Gu-yuan, Lee Shih-chiang, Jih Wan-rong, et al. Applying power meters for appliance recognition on electric panel [C] //2010 IEEE Conference on Industrial Electronics and Applications, Taiehung, China, 2010: 2254-2259.
  • 10Simon K K Ng, Jian Liang, John W M Cheng. Au- tomatic appliance signature identification by statisti- cal clustering [C] // International Conference on Advances in Power System Control, Operation and Management, Hong Kong, China, 2009: 1-6.

二级参考文献57

  • 1李天云,李想,刘辉军,王洪涛.基于谱聚类的电力负荷分类[J].吉林电力,2008,36(5):4-6. 被引量:2
  • 2李晓峰,徐玖平,王荫清,贺昌政.BP人工神经网络自适应学习算法的建立及其应用[J].系统工程理论与实践,2004,24(5):1-8. 被引量:76
  • 3陈昊,吴杰,高山.模糊聚类分析在分区负荷预测中的应用[J].电力需求侧管理,2006,8(3):12-14. 被引量:7
  • 4刘宁宁,高蒙,亢海伟.基于FFT的学生公寓典型负荷特性研究[J].石家庄铁道学院学报,2007,20(1):80-83. 被引量:3
  • 5Price W W, Wirgau K A,Murdoch A,et al. Load modeling for power flow and transient stability computer studies[J]. IEEE Transactions on Power Systems, 1988,3(1): 180-187.
  • 6Hart G W. Nonintrusive appliance load monitoring [J]. Proceedings oflEEE, 1992,80(12) : 1870-1891.
  • 7Hart G W. Residential energy monitoring and computerized surveilliance via utility power flows[J]. IEEE Tech nology and Society Magazine, 1989,8(2) ~ 12-16.
  • 8Leeb S B,Shaw S R, Kirtley J L. Transient event detection in spectral envelope estimates for nonintrusive load monitoring [J]. IEEE Transactions on Power Delivery, 1995,10(3): 1200-1210.
  • 9Khan U A, Leeb S B, Lee M C. A multiprocessor for transient event detection[J]. IEEE Transactions on Power Delivery, 1997,12(1) :51-60.
  • 10Drenker S, Kader A. Nonintrusive monitoring of electric loads[J]. IEEE Computer Applications in Power,1999, 12(4) :47-51.

共引文献220

同被引文献137

引证文献21

二级引证文献145

相关作者

内容加载中请稍等...

相关机构

内容加载中请稍等...

相关主题

内容加载中请稍等...

浏览历史

内容加载中请稍等...
;
使用帮助 返回顶部