
基本信息:
- 专利标题: 一种基于流形学习聚类算法的智能用电数据挖掘方法
- 专利标题(英):Intelligent electricity consumption data mining method based on manifold learning clustering algorithm
- 申请号:CN201511017533.1 申请日:2015-12-29
- 公开(公告)号:CN105653670A 公开(公告)日:2016-06-08
- 发明人: 史常凯 , 盛万兴 , 张波 , 周勐 , 高媛 , 许保平 , 孙智涛 , 常方圆
- 申请人: 中国电力科学研究院 , 国家电网公司
- 申请人地址: 北京市海淀区清河小营东路15号
- 专利权人: 中国电力科学研究院,国家电网公司
- 当前专利权人: 中国电力科学研究院,国家电网公司
- 当前专利权人地址: 北京市海淀区清河小营东路15号
- 代理机构: 北京安博达知识产权代理有限公司
- 代理人: 徐国文
- 主分类号: G06F17/30
- IPC分类号: G06F17/30 ; G06K9/62 ; G06Q50/06
The present invention relates to an intelligent electricity consumption data mining method based on a manifold learning clustering algorithm. The method comprises: acquiring a user n-point electricity consumption data set X={X1, X2...Xs...Xt}, wherein, Xs={x1, x2...xi...xn}, s is an element of [1, t], t is a total number of users, i is an element of [1, n], and n is a total number of electricity consumption data acquisition points; performing normalization processing on s-th user n-point electricity consumption data Xs, and acquiring data Xs' after normalization processing, wherein Xs'={x1', x2'...xi'...xn'}; performing curve fitting on Xs', acquiring a peak corresponding time Tp and a valley corresponding time Tv of electricity consumption of a user, and using Tp and Tv as labels of the user; based on a manifold learning algorithm, performing dimension reduction on the data subjected to normalization processing, and acquiring a data set Y after dimension reduction, wherein Y={Y1, Y2...Ys...Yt}; classifying the data set after dimension reduction by using a clustering algorithm; and evaluating price sensitivity of each class of users. According to the method provided by the present invention, targeted at intelligent electricity consumption data information, clustering analysis is performed on the information by using a manifold learning clustering method, so as to provide decision information for intelligent electricity consumption interaction.
公开/授权文献:
- CN105653670B 一种基于流形学习聚类算法的智能用电数据挖掘方法 公开/授权日:2020-12-29
IPC结构图谱:
G | 物理 |
--G06 | 计算;推算;计数 |
----G06F | 电数字数据处理 |
------G06F17/00 | 特别适用于特定功能的数字计算设备或数据处理设备或数据处理方法 |
--------G06F17/30 | .信息检索;及其数据库结构 |