Audio feature engineering for occupancy and activity estimation in smart buildings
Identifiers
Permanent link (URI): http://hdl.handle.net/10017/50073DOI: 10.3390/electronics10212599
ISSN: 2079-9292
Publisher
MDPI
Date
2021-10-24Funders
European Commission
Bibliographic citation
Santiago, G., Jiménez, M., Aguilar, J. & Montoya, E. 2021, "Audio feature engineering for occupancy and activity estimation in smart buildings", Electronics, vol. 10, no. 21, art. no. 2599.
Keywords
Audio feature engineering
Acoustic features
Activity estimation
Occupancy estimation
Smart buildings
Project
info:eu-repo/grantAgreement/EC/H2020/754382/EU/GOT Energy Talent/GET
Document type
info:eu-repo/semantics/article
Version
info:eu-repo/semantics/publishedVersion
Publisher's version
https://doi.org/10.3390/electronics10212599Rights
Attribution-NonCommercial-NoDerivatives 4.0 International (CC BY-NC-ND 4.0)
Access rights
info:eu-repo/semantics/openAccess
Abstract
The occupancy and activity estimation are fields that have been severally researched in the past few years. However, the different techniques used include a mixture of atmospheric features such as humidity and temperature, many devices such as cameras and audio sensors, or they are limited to speech recognition. In this work is proposed that the occupancy and activity can be estimated only from the audio information using an automatic approach of audio feature engineering to extract, analyze and select descriptors/variables. This scheme of extraction of audio descriptors is used to determine the occupation and activity in specific smart environments, such that our approach can differentiate between academic, administrative or commercial environments. Our approach from the audio feature engineering is compared to previous similar works on occupancy estimation and/or activity estimation in smart buildings (most of them including other features, such as atmospherics and visuals). In general, the results obtained are very encouraging compared to previous studies.
Files in this item
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Audio_Santiago_Electronics_2021.pdf | 715.3Kb |
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Audio_Santiago_Electronics_2021.pdf | 715.3Kb |
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