Climate adaptive energy efficiency modeling using a generalized additive approach to optimize building performance across Chinese climate zones

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成果类型：

期刊论文

作者：

Yang, Jian*;He, Mu;Zhang, Xingzhu;Ning, Qimeng;Chen, Yu;...

通讯作者：

Yang, Jian;Chen, Y;Yang, J

作者机构：

[Zhang, Xingzhu; Ning, Qimeng; Yang, Jian; He, Mu; Yang, J; Chen, Yu] Hunan City Univ, Coll Architecture & Urban Planning, Yiyang 413000, Hunan, Peoples R China.

[Chen, Yu] Key Lab Key Technol Digital Urban Rural Spatial Pl, Yiyang 413000, Hunan, Peoples R China.

[Yang, J; Ning, Qimeng; Yang, Jian] Key Lab Urban Planning Informat Technol Hunan Prov, Yiyang 413000, Hunan, Peoples R China.

[Mazinan, Maryam Alsadat Ziaei] Hakim Sabzevari Univ, Dept Architecture, Sabzevar, Iran.

通讯机构：

[Yang, J ] K

[Yang, J; Chen, Y ] H

Hunan City Univ, Coll Architecture & Urban Planning, Yiyang 413000, Hunan, Peoples R China.

Key Lab Key Technol Digital Urban Rural Spatial Pl, Yiyang 413000, Hunan, Peoples R China.

Key Lab Urban Planning Informat Technol Hunan Prov, Yiyang 413000, Hunan, Peoples R China.

语种：

英文

关键词：

Generalized additive models;Measurement and verification;Energy efficiency measures;Building energy performance;Monte Carlo simulation

期刊：

Scientific Reports

ISSN：

2045-2322

年：

2025

卷：

期：

页码：

20088

DOI：

10.1038/s41598-025-04844-1

基金类别：

Key Project of Education Department of Hunan Province [24A0567]; Research Project of College Teaching Reform in Hunan Province [HNJG-2022-0996]

机构署名：

本校为第一且通讯机构

院系归属：

建筑与城市规划学院

摘要：

Accurate measurement and verification (M&V) of energy efficiency measures (EEM) in commercial buildings is a key requirement to improve energy performance and meet sustainability goals. Research suggests a new method to M&V EEM using generalized additive models (GAM) to provide a way to measure how EEMs perform across different commercial buildings (i.e., offices, mixed-use developments, and healthcare). Comparisons suggest GAM is a preferred method of predicting energy savings from previous years and provides good estimates on a new dataset (comparable to previous years). The CV(RMSE) value i...

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Climate adaptive energy efficiency modeling using a generalized additive approach to optimize building performance across Chinese climate zones

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