Fast Big Data Analytics for Smart Meter Data

A polar projection-based algorithm is proposed to reduce the computational complexity associated with dimension reduction in unsupervised learning. This algorithm employs K-means clustering. A new distance metric is developed to account for peak consumption in cluster consumer load profiles. It is u...

Full description

Bibliographic Details
Main Authors: Morteza Mohajeri, Abolfazl Ghassemi, T. Aaron Gulliver
Format: Article
Language:English
Published: IEEE 2020-01-01
Series:IEEE Open Journal of the Communications Society
Subjects:
Online Access:https://ieeexplore.ieee.org/document/9261595/