A comparative study on pretreatment methods and dimensionality reduction techniques for energy data disaggregation in home appliances
Authors:
- Viktor IsanbaevVIViktor Isanbaev
- Raúl BañosRaúl Baños
- Francisco M. Arrabal-CamposFAFrancisco M. Arrabal-Campos
- Consolación GilCGConsolación Gil
- Francisco G. MontoyaFMFrancisco G. Montoya
- Alfredo AlcaydeAAAlfredo Alcayde
- 24 November 2022
- journal article
- research article
- Published by Elsevier in Advanced Engineering Informatics
- Vol. 54
Abstract
No abstract availableKeywords
Funding Information
- Ministerio de Ciencia, Innovación y Universidades (PGC2018-098813-B-C33)
This publication has 55 references indexed in Scilit:
- Advanced computing for the built environmentAdvanced Engineering Informatics, 2013
- Analysis of electricity consumption profiles in public buildings with dimensionality reduction techniquesEngineering Applications of Artificial Intelligence, 2013
- An extensive comparative study of cluster validity indicesPattern Recognition, 2013
- A supervised non-linear dimensionality reduction approach for manifold learningPattern Recognition, 2012
- Partial least squares regression and projection on latent structure regression (PLS Regression)WIREs Computational Statistics, 2010
- What is metabolomics all about?BioTechniques, 2009
- A comparison of generalized linear discriminant analysis algorithmsPattern Recognition, 2008
- Power signature analysisIEEE Power and Energy Magazine, 2003
- Improved analysis of multivariate data by variable stability scaling: application to NMR-based metabolic profilingAnalytica Chimica Acta, 2003
- Nonintrusive appliance load monitoringProceedings of the IEEE, 1992