A Novel Graph Neural Network for Zone-Level Urban-Scale Building Energy Use Estimation

Author:

Halaçlı Eren Gökberk1ORCID,Canlı İlkim2ORCID,İşeri Orçun Koral3ORCID,Yavuz Feyza4ORCID,Akgül Çağla Meral5ORCID,Kalkan Sinan4ORCID,Dino Ipek Gürsel3ORCID

Affiliation:

1. Department of Computer Engineering, METU, Turkey and ODTÜ-GÜNAM, Turkey

2. Department of Architecture, METU, Turkey and ODTÜ-GÜNAM, Turkey

3. Department of Architecture, METU, Turkey

4. Department of Computer Engineering, METU, Turkey

5. Department of Civil Engineering, METU, Turkey

Funder

TÜBITAK

Publisher

ACM

Reference37 articles.

1. [n. d.]. Binalarda Enerji Performansı Uygulaması. https://beptr.csb.gov.tr/bep-web/ [n. d.]. Binalarda Enerji Performansı Uygulaması. https://beptr.csb.gov.tr/bep-web/

2. 2013 . ASHRAE Standard 90 . 1 - 2013 , Energy Standard for Buildings Except Low-Rise Residential Buildings (SI Edition). Online. www.techstreet.com 2013. ASHRAE Standard 90.1-2013, Energy Standard for Buildings Except Low-Rise Residential Buildings (SI Edition). Online. www.techstreet.com

3. 2021. Türkiye Family Structure Survey. Ankara. https://data.tuik.gov.tr/Bulten/Index?p=Turkiye-Family-Structure-Survey-2021-45813&dil=2 2021. Türkiye Family Structure Survey. Ankara. https://data.tuik.gov.tr/Bulten/Index?p=Turkiye-Family-Structure-Survey-2021-45813&dil=2

4. A review of data-driven building energy consumption prediction studies

5. Jimmy Lei Ba , Jamie Ryan Kiros , and Geoffrey  E. Hinton . 2016. Layer Normalization . ( 2016 ). arxiv:1607.06450 [stat.ML] Jimmy Lei Ba, Jamie Ryan Kiros, and Geoffrey E. Hinton. 2016. Layer Normalization. (2016). arxiv:1607.06450 [stat.ML]

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