DFG Research Training Group 2153: "Energy Status Data - Informatics Methods for its Collection, Analysis and Exploitation"

HIPE Data Set

The High-resolution Industrial Production Energy (HIPE) data set contains smart meter readings of ten machines and the main terminal of a power-electronics production plant over three months.

The accompanying publication (published by ACM) describes the data set and outlines open challenges and use cases with industrial energy data. This includes a dis­cussion of cha­rac­ter­is­tics of in­dus­tri­al machines and of differences to residential appliances.

Example week profile of active power consumption for factory machines.

 Simon Bischof, Holger Trittenbach, Michael Vollmer, Dominik Werle, Thomas Blank, and Klemens Böhm. 2018. HIPE – an Energy-Status-Data Set from Industrial Production. In Proceedings of ACM e-Energy (e-Energy ’18). ACM, New York, NY, USA, 5 pages. https://doi.org/10.1145/3208903.3210278

@INPROCEEDINGS {hipe-data-set,
    author    = {Bischof, Simon and Trittenbach, Holger and Vollmer, Michael and Werle, Dominik and
    Blank, Thomas and B{\"o}hm, Klemens},
    title     = "HIPE -- an Energy-Status-Data Set from Industrial Production",
    booktitle = "Proceedings of ACM e-Energy (e-Energy 2018)",
    year      = "2018",
    address   = "New York, NY, USA",
    publisher = "ACM",
    pages     = {599--603},
    numpages  = {5},
    isbn      = {978-1-4503-5767-8}
select BibTeX entry

The current version of HIPE is 1.0.1 (2019-05-01). The archive contains 11 files, one for each smart meter. Each file contains comma-separated values with 114 columns for two-phase sensors and 362 columns for three-phase sensors.

The data has been preprocessed to remove measurement errors. We provide the raw data and describe the preprocessing steps on a separate page.

High-resolution Industrial Production Energy (HIPE) by Simon Bischof, Holger Trittenbach, Michael Vollmer, Dominik Werle, Thomas Blank, and Klemens Böhm is licensed under a Creative Commons Attribution 4.0 International License. If you use this data set in your scientific work, please reference the companion paper.