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A multi-scale time-series dataset with benchmark for machine learning in decarbonized energy grids

Authors :
Xiangtian Zheng
Nan Xu
Loc Trinh
Dongqi Wu
Tong Huang
S. Sivaranjani
Yan Liu
Le Xie
Source :
Scientific Data, Vol 9, Iss 1, Pp 1-18 (2022)
Publication Year :
2022
Publisher :
Nature Portfolio, 2022.

Abstract

Measurement(s) temperature • wind speed • solar zeinth angle • dew point • irradiance • voltage • current Technology Type(s) weather station • power grid model-based simulation Factor Type(s) load power • renewable generation power • disturbance location, type, and duration

Subjects

Subjects :
Science

Details

Language :
English
ISSN :
20524463
Volume :
9
Issue :
1
Database :
Directory of Open Access Journals
Journal :
Scientific Data
Publication Type :
Academic Journal
Accession number :
edsdoj.f6d88833689d4d10b2fc7f5470e4a866
Document Type :
article
Full Text :
https://doi.org/10.1038/s41597-022-01455-7