Real-World Implementation of an ICT-Based Platform to Promote Energy Efficiency

The energy efficiency requirements of most energy-consuming sectors have increased recently in response to climate change. For buildings, this means targeting both facility managers and building users with the aim of identifying potential energy savings and encouraging more energy-responsible behavi...

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Main Authors: Marina Dorokhova, Fernando Ribeiro, António Barbosa, João Viana, Filipe Soares, Nicolas Wyrsch
Format: Article
Language:English
Published: MDPI AG 2021-04-01
Series:Energies
Subjects:
Online Access:https://www.mdpi.com/1996-1073/14/9/2416
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spelling doaj-b5bc4197658644e09ce84b0c494c722a2021-04-23T23:04:11ZengMDPI AGEnergies1996-10732021-04-01142416241610.3390/en14092416Real-World Implementation of an ICT-Based Platform to Promote Energy EfficiencyMarina Dorokhova0Fernando Ribeiro1António Barbosa2João Viana3Filipe Soares4Nicolas Wyrsch5École Polytechnique Fédérale de Lausanne (EPFL), STI IMT PV-LAB, MC A2 304 (Microcity), Rue de la Maladière 71b, CH-2002 Neuchâtel, SwitzerlandInstitute for Systems and Computing Engineering, Tecnology and Science (INESC TEC), Campus da Faculdade de Engenharia da Universidade do Porto, Rua Dr. Roberto Frias, 4200-465 Porto, PortugalInstitute for Systems and Computing Engineering, Tecnology and Science (INESC TEC), Campus da Faculdade de Engenharia da Universidade do Porto, Rua Dr. Roberto Frias, 4200-465 Porto, PortugalInstitute for Systems and Computing Engineering, Tecnology and Science (INESC TEC), Campus da Faculdade de Engenharia da Universidade do Porto, Rua Dr. Roberto Frias, 4200-465 Porto, PortugalInstitute for Systems and Computing Engineering, Tecnology and Science (INESC TEC), Campus da Faculdade de Engenharia da Universidade do Porto, Rua Dr. Roberto Frias, 4200-465 Porto, PortugalÉcole Polytechnique Fédérale de Lausanne (EPFL), STI IMT PV-LAB, MC A2 304 (Microcity), Rue de la Maladière 71b, CH-2002 Neuchâtel, SwitzerlandThe energy efficiency requirements of most energy-consuming sectors have increased recently in response to climate change. For buildings, this means targeting both facility managers and building users with the aim of identifying potential energy savings and encouraging more energy-responsible behaviors. The Information and Communication Technology (ICT) platform developed in Horizon 2020 FEEdBACk project intends to fulfill these goals by enabling the optimization of energy consumption, generation, and storage and control of flexible devices without compromising comfort levels and indoor air quality parameters. This work aims to demonstrate the real-world implementation and functionality of the ICT platform composed of Load Disaggregation, Net Load Forecast, Occupancy Forecast, Automation Manager, and Behavior Predictor applications. Particularly, the results obtained by individual applications during the test phase are presented alongside the specific metrics used to evaluate their performance.https://www.mdpi.com/1996-1073/14/9/2416behavioral changebuilding managementenergy efficiencyICT platformmachine learning application
collection DOAJ
language English
format Article
sources DOAJ
author Marina Dorokhova
Fernando Ribeiro
António Barbosa
João Viana
Filipe Soares
Nicolas Wyrsch
spellingShingle Marina Dorokhova
Fernando Ribeiro
António Barbosa
João Viana
Filipe Soares
Nicolas Wyrsch
Real-World Implementation of an ICT-Based Platform to Promote Energy Efficiency
Energies
behavioral change
building management
energy efficiency
ICT platform
machine learning application
author_facet Marina Dorokhova
Fernando Ribeiro
António Barbosa
João Viana
Filipe Soares
Nicolas Wyrsch
author_sort Marina Dorokhova
title Real-World Implementation of an ICT-Based Platform to Promote Energy Efficiency
title_short Real-World Implementation of an ICT-Based Platform to Promote Energy Efficiency
title_full Real-World Implementation of an ICT-Based Platform to Promote Energy Efficiency
title_fullStr Real-World Implementation of an ICT-Based Platform to Promote Energy Efficiency
title_full_unstemmed Real-World Implementation of an ICT-Based Platform to Promote Energy Efficiency
title_sort real-world implementation of an ict-based platform to promote energy efficiency
publisher MDPI AG
series Energies
issn 1996-1073
publishDate 2021-04-01
description The energy efficiency requirements of most energy-consuming sectors have increased recently in response to climate change. For buildings, this means targeting both facility managers and building users with the aim of identifying potential energy savings and encouraging more energy-responsible behaviors. The Information and Communication Technology (ICT) platform developed in Horizon 2020 FEEdBACk project intends to fulfill these goals by enabling the optimization of energy consumption, generation, and storage and control of flexible devices without compromising comfort levels and indoor air quality parameters. This work aims to demonstrate the real-world implementation and functionality of the ICT platform composed of Load Disaggregation, Net Load Forecast, Occupancy Forecast, Automation Manager, and Behavior Predictor applications. Particularly, the results obtained by individual applications during the test phase are presented alongside the specific metrics used to evaluate their performance.
topic behavioral change
building management
energy efficiency
ICT platform
machine learning application
url https://www.mdpi.com/1996-1073/14/9/2416
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AT fernandoribeiro realworldimplementationofanictbasedplatformtopromoteenergyefficiency
AT antoniobarbosa realworldimplementationofanictbasedplatformtopromoteenergyefficiency
AT joaoviana realworldimplementationofanictbasedplatformtopromoteenergyefficiency
AT filipesoares realworldimplementationofanictbasedplatformtopromoteenergyefficiency
AT nicolaswyrsch realworldimplementationofanictbasedplatformtopromoteenergyefficiency
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