Research and Application of Short-term Power Load Based on Large Data Analysis

被引:0
|
作者
Ma, Zhi-cheng [1 ]
Yang, Peng [1 ]
Zhang, Lei [1 ]
Zhao, Qiang [2 ]
Zhang, Wen-qiang [2 ]
机构
[1] State Grid Power Co, Informat & Commun Co, Lanzhou, Gansu, Peoples R China
[2] North China Elect Power Univ, Beijing, Peoples R China
关键词
Hadoop; SVM; Spark;
D O I
暂无
中图分类号
TE [石油、天然气工业]; TK [能源与动力工程];
学科分类号
0807 ; 0820 ;
摘要
We want to carry out an effectively distributed method to process large power data. Large data of electricity is first classified by big industries, and then by small industries, and finally put to use clustering to distinguish electro-sort of customers. This paper employed a computational framework named Spark based memory computing to conduct distributed computing, and adopted supporting vector machine on the Spark's, lastly the results were analyzed. Ensuring the final effect of the test, solution speed is greatly improved.
引用
收藏
页码:69 / 72
页数:4
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