Metadata for energy disaggregation
File(s)1403.5946.pdf (4.13 MB)
Accepted version
Author(s)
Kelly, Jack
Knottenbelt, William
Type
Conference Paper
Abstract
Energy disaggregation is the process of estimating the energy consumed by individual electrical appliances given only a time series of the whole-home power demand. Energy disaggregation researchers require datasets of the power demand from individual appliances and the whole-home power demand. Multiple such datasets have been released over the last few years but provide metadata in a disparate array of formats including CSV files and plain-text README files. At best, the lack of a standard metadata schema makes it unnecessarily time-consuming to write software to process multiple datasets and, at worse, the lack of a standard means that crucial information is simply absent from some datasets. We propose a metadata schema for representing appliances, meters, buildings, datasets, prior knowledge about appliances and appliance models. The schema is relational and provides a simple but powerful inheritance mechanism.
Date Issued
2014-09-22
Date Acceptance
2014-07-01
Citation
2014 IEEE 38th International Computer Software and Applications Conference Workshops, 2014
Publisher
IEEE
Journal / Book Title
2014 IEEE 38th International Computer Software and Applications Conference Workshops
Copyright Statement
Copyright © 2014 IEEE. Personal use of this material is permitted. Permission from IEEE must be obtained for all other uses, in any current or future media, including reprinting/republishing this material for advertising or promotional purposes, creating new collective works, for resale or redistribution to servers or lists, or reuse of any copyrighted component of this work in other works.
Identifier
http://dx.doi.org/10.1109/compsacw.2014.97
Source
2014 IEEE 38th International Computer Software and Applications Conference Workshops (COMPSACW)
Publication Status
Published
Start Date
2014-07-21
Finish Date
2014-07-25
Coverage Spatial
Vasteras, Sweden