Energy performance optimisation of building envelope retrofit through integrated orthogonal arrays with data envelopment analysis

Retrofitting building envelopes is regarded as an effective solution that can help commercial and individual investors offset daily power usage. However, it is worthwhile to explore a highly efficient approach to seek optimum retrofitting strategies. A novel hybrid approach that integrates energy si...

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Main Authors: Li, Hong Xian, Li, Yan, Jiang, Boya, Zhang, Limao, Wu, Xianguo, Lin, Jingyi
Other Authors: School of Civil and Environmental Engineering
Format: Article
Language:English
Published: 2022
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Online Access:https://hdl.handle.net/10356/161177
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Institution: Nanyang Technological University
Language: English
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spelling sg-ntu-dr.10356-1611772022-08-17T07:44:52Z Energy performance optimisation of building envelope retrofit through integrated orthogonal arrays with data envelopment analysis Li, Hong Xian Li, Yan Jiang, Boya Zhang, Limao Wu, Xianguo Lin, Jingyi School of Civil and Environmental Engineering Engineering::Civil engineering Building Envelope Retrofit Energy Optimisation Retrofitting building envelopes is regarded as an effective solution that can help commercial and individual investors offset daily power usage. However, it is worthwhile to explore a highly efficient approach to seek optimum retrofitting strategies. A novel hybrid approach that integrates energy simulation, Orthogonal Array Testing (OAT), and Data Envelopment Analysis (DEA) is developed in this research to discover optimal solutions for building retrofit. A commercial high-rise building is chosen as a case study, and five parameters are considered, including the exterior envelope fabric, exterior window type, sunshade type, window-to-wall ratio, and airtightness. The energy consumption is first simulated and verified as a baseline. OAT is then employed to conduct experiments and explore potential solutions to the energy optimisation problem, based on which the most efficient strategy is obtained through DEA benchmarking. The identified optimal solution is able to save an annual operation energy of 7.01 kWh/m2, which is also cost-effective. It is also found that the window type and airtightness are significant factors with regard to the energy performance of building envelope retrofit. The study benefits designers and construction managers in determining the optimal solution of retrofitting building envelope for achieving energy-efficient building operations. Ministry of Education (MOE) Nanyang Technological University The National Natural Science Foundation of China (Grant No.51708282), the Start-Up Grant at Nanyang Technological University, Singapore (No. M4082160.030), and the Ministry of Education Grant, Singapore (No. M4011971.030) are acknowledged for their financial support of this research. 2022-08-17T07:44:52Z 2022-08-17T07:44:52Z 2020 Journal Article Li, H. X., Li, Y., Jiang, B., Zhang, L., Wu, X. & Lin, J. (2020). Energy performance optimisation of building envelope retrofit through integrated orthogonal arrays with data envelopment analysis. Renewable Energy, 149, 1414-1423. https://dx.doi.org/10.1016/j.renene.2019.10.143 0960-1481 https://hdl.handle.net/10356/161177 10.1016/j.renene.2019.10.143 2-s2.0-85074439874 149 1414 1423 en M4082160.030 M4011971.030 Renewable Energy © 2019 Elsevier Ltd. All rights reserved.
institution Nanyang Technological University
building NTU Library
continent Asia
country Singapore
Singapore
content_provider NTU Library
collection DR-NTU
language English
topic Engineering::Civil engineering
Building Envelope Retrofit
Energy Optimisation
spellingShingle Engineering::Civil engineering
Building Envelope Retrofit
Energy Optimisation
Li, Hong Xian
Li, Yan
Jiang, Boya
Zhang, Limao
Wu, Xianguo
Lin, Jingyi
Energy performance optimisation of building envelope retrofit through integrated orthogonal arrays with data envelopment analysis
description Retrofitting building envelopes is regarded as an effective solution that can help commercial and individual investors offset daily power usage. However, it is worthwhile to explore a highly efficient approach to seek optimum retrofitting strategies. A novel hybrid approach that integrates energy simulation, Orthogonal Array Testing (OAT), and Data Envelopment Analysis (DEA) is developed in this research to discover optimal solutions for building retrofit. A commercial high-rise building is chosen as a case study, and five parameters are considered, including the exterior envelope fabric, exterior window type, sunshade type, window-to-wall ratio, and airtightness. The energy consumption is first simulated and verified as a baseline. OAT is then employed to conduct experiments and explore potential solutions to the energy optimisation problem, based on which the most efficient strategy is obtained through DEA benchmarking. The identified optimal solution is able to save an annual operation energy of 7.01 kWh/m2, which is also cost-effective. It is also found that the window type and airtightness are significant factors with regard to the energy performance of building envelope retrofit. The study benefits designers and construction managers in determining the optimal solution of retrofitting building envelope for achieving energy-efficient building operations.
author2 School of Civil and Environmental Engineering
author_facet School of Civil and Environmental Engineering
Li, Hong Xian
Li, Yan
Jiang, Boya
Zhang, Limao
Wu, Xianguo
Lin, Jingyi
format Article
author Li, Hong Xian
Li, Yan
Jiang, Boya
Zhang, Limao
Wu, Xianguo
Lin, Jingyi
author_sort Li, Hong Xian
title Energy performance optimisation of building envelope retrofit through integrated orthogonal arrays with data envelopment analysis
title_short Energy performance optimisation of building envelope retrofit through integrated orthogonal arrays with data envelopment analysis
title_full Energy performance optimisation of building envelope retrofit through integrated orthogonal arrays with data envelopment analysis
title_fullStr Energy performance optimisation of building envelope retrofit through integrated orthogonal arrays with data envelopment analysis
title_full_unstemmed Energy performance optimisation of building envelope retrofit through integrated orthogonal arrays with data envelopment analysis
title_sort energy performance optimisation of building envelope retrofit through integrated orthogonal arrays with data envelopment analysis
publishDate 2022
url https://hdl.handle.net/10356/161177
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