Energy Modelling and Automated Calibrations of Ancient Building Simulations: A Case Study of a School in the Northwest of Spain

In the present paper, the energy performance of buildings forming a school centre in the northwest of Spain was analyzed using a transient simulation of the energy model of the school, which was developed with TRNSYS, a software of proven reliability in the field of thermal simulations. A determinis...

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Main Authors: Ana Ogando, Natalia Cid, Marta Fernández
Format: Article
Language:English
Published: MDPI AG 2017-06-01
Series:Energies
Subjects:
Online Access:http://www.mdpi.com/1996-1073/10/6/807
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spelling doaj-2f3e9e838c904e4e8b7e654ee5d8185f2020-11-24T21:47:51ZengMDPI AGEnergies1996-10732017-06-0110680710.3390/en10060807en10060807Energy Modelling and Automated Calibrations of Ancient Building Simulations: A Case Study of a School in the Northwest of SpainAna Ogando0Natalia Cid1Marta Fernández2Department of Mechanical Engineering, Heat Engines and Fluid Mechanics, School of Industrial Engineering, University of Vigo, Vigo 36310, SpainDepartment of Mechanical Engineering, Heat Engines and Fluid Mechanics, School of Industrial Engineering, University of Vigo, Vigo 36310, SpainDepartment of Mechanical Engineering, Heat Engines and Fluid Mechanics, School of Industrial Engineering, University of Vigo, Vigo 36310, SpainIn the present paper, the energy performance of buildings forming a school centre in the northwest of Spain was analyzed using a transient simulation of the energy model of the school, which was developed with TRNSYS, a software of proven reliability in the field of thermal simulations. A deterministic calibration approach was applied to the initial building model to adjust the predictions to the actual performance of the school, data acquired during the temperature measurement campaign. The buildings under study were in deteriorated conditions due to poor maintenance over the years, presenting a big challenge for modelling and simulating it in a reliable way. The results showed that the proposed methodology is successful for obtaining calibrated thermal models of these types of damaged buildings, as the metrics employed to verify the final error showed a reduced normalized mean bias error (NMBE) of 2.73%. It was verified that a decrease of approximately 60% in NMBE and 17% in the coefficient of variation of the root mean square error (CV(RMSE)) was achieved due to the calibration process. Subsequent steps were performed with the aid of new software, which was developed under a European project that enabled the automated calibration of the simulations.http://www.mdpi.com/1996-1073/10/6/807energy demandbuildingcalibrated simulationTRNSYSGenOpt
collection DOAJ
language English
format Article
sources DOAJ
author Ana Ogando
Natalia Cid
Marta Fernández
spellingShingle Ana Ogando
Natalia Cid
Marta Fernández
Energy Modelling and Automated Calibrations of Ancient Building Simulations: A Case Study of a School in the Northwest of Spain
Energies
energy demand
building
calibrated simulation
TRNSYS
GenOpt
author_facet Ana Ogando
Natalia Cid
Marta Fernández
author_sort Ana Ogando
title Energy Modelling and Automated Calibrations of Ancient Building Simulations: A Case Study of a School in the Northwest of Spain
title_short Energy Modelling and Automated Calibrations of Ancient Building Simulations: A Case Study of a School in the Northwest of Spain
title_full Energy Modelling and Automated Calibrations of Ancient Building Simulations: A Case Study of a School in the Northwest of Spain
title_fullStr Energy Modelling and Automated Calibrations of Ancient Building Simulations: A Case Study of a School in the Northwest of Spain
title_full_unstemmed Energy Modelling and Automated Calibrations of Ancient Building Simulations: A Case Study of a School in the Northwest of Spain
title_sort energy modelling and automated calibrations of ancient building simulations: a case study of a school in the northwest of spain
publisher MDPI AG
series Energies
issn 1996-1073
publishDate 2017-06-01
description In the present paper, the energy performance of buildings forming a school centre in the northwest of Spain was analyzed using a transient simulation of the energy model of the school, which was developed with TRNSYS, a software of proven reliability in the field of thermal simulations. A deterministic calibration approach was applied to the initial building model to adjust the predictions to the actual performance of the school, data acquired during the temperature measurement campaign. The buildings under study were in deteriorated conditions due to poor maintenance over the years, presenting a big challenge for modelling and simulating it in a reliable way. The results showed that the proposed methodology is successful for obtaining calibrated thermal models of these types of damaged buildings, as the metrics employed to verify the final error showed a reduced normalized mean bias error (NMBE) of 2.73%. It was verified that a decrease of approximately 60% in NMBE and 17% in the coefficient of variation of the root mean square error (CV(RMSE)) was achieved due to the calibration process. Subsequent steps were performed with the aid of new software, which was developed under a European project that enabled the automated calibration of the simulations.
topic energy demand
building
calibrated simulation
TRNSYS
GenOpt
url http://www.mdpi.com/1996-1073/10/6/807
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