Chapter
Jan 8, 2013
An Artificial Neural Network-Based Prediction of Government-Owned Building Energy Consumption with Design Variables
Authors: H. Son [email protected], S. Lee [email protected], and C. Kim [email protected]Author Affiliations
Publication: ICSDEC 2012: Developing the Frontier of Sustainable Design, Engineering, and Construction
Abstract
An accurate prediction of the energy consumption of buildings in the design phase is vital for organizations, as it helps to formulate early phases of development to reduce the environmental impact of such buildings. Accurate model is needed to gauge the energy consumption prediction of government-owned buildings in the design phase. The aim of this study is to predict energy consumption of government-owned buildings by considering 26 variables, which are defined in the design phase using artificial neural network (ANN) method. The proposed ANN method analyzed and validated 175 sets of data derived from the 2003 CBECS database. Additionally, the result obtained using the proposed ANN model was compared with multiple linear regression (MLR) method. Experimental results revealed that the proposed ANN model is able to predict the energy consumption of government-owned buildings in the design phase.
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© 2013 American Society of Civil Engineers.
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Published online: Jan 8, 2013
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Research Assistant, Dept. of Architectural Engineering, Chung-Ang University, 221 Heuksuk-dong, Dongjak-gu, Seoul, Korea 156-756. E-mail: [email protected]
Research Assistant, Dept. of Architectural Engineering, Chung-Ang University, 221 Heuksuk-dong, Dongjak-gu, Seoul, Korea 156-756. E-mail: [email protected]
A.M.ASCE
Associate Professor, Dept. of Architectural Engineering, Chung-Ang University, 221 Heuksuk-dong, Dongjak-gu, Seoul, Korea 156-756. E-mail: [email protected]
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ASCE Library Cards let you download journal articles, proceedings papers, and available book chapters across the entire ASCE Library platform. ASCE Library Cards remain active for 24 months or until all downloads are used. Note: This content will be debited as one download at time of checkout.
Terms of Use: ASCE Library Cards are for individual, personal use only. Reselling, republishing, or forwarding the materials to libraries or reading rooms is prohibited.
Terms of Use: ASCE Library Cards are for individual, personal use only. Reselling, republishing, or forwarding the materials to libraries or reading rooms is prohibited.