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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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 |
work_keys_str_mv |
AT marinadorokhova realworldimplementationofanictbasedplatformtopromoteenergyefficiency AT fernandoribeiro realworldimplementationofanictbasedplatformtopromoteenergyefficiency AT antoniobarbosa realworldimplementationofanictbasedplatformtopromoteenergyefficiency AT joaoviana realworldimplementationofanictbasedplatformtopromoteenergyefficiency AT filipesoares realworldimplementationofanictbasedplatformtopromoteenergyefficiency AT nicolaswyrsch realworldimplementationofanictbasedplatformtopromoteenergyefficiency |
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