attention U-Net

Lv, Qingzhou, Yang, Hui, Wang, Jia ORCID: https://orcid.org/0000-0003-4379-9724, Liu, Wanzeng, Feng, Gefei, Cui, Liu, Zhang, Yuan, Tao, Yuan, Han, Yang and Huang, Xinfeng (2026) Long-term mapping of aboveground carbon storage in China (2000−2020) using a prior-knowledge-constrained deep learning model. International Journal of Digital Earth, 19 (2). ISSN 1753-8947 (Print), 1753-8955 (Online) (doi:10.1080/17538947.2026.2722715)

average carbon storage

Lv, Qingzhou, Yang, Hui, Wang, Jia ORCID: https://orcid.org/0000-0003-4379-9724, Liu, Wanzeng, Feng, Gefei, Cui, Liu, Zhang, Yuan, Tao, Yuan, Han, Yang and Huang, Xinfeng (2026) Long-term mapping of aboveground carbon storage in China (2000−2020) using a prior-knowledge-constrained deep learning model. International Journal of Digital Earth, 19 (2). ISSN 1753-8947 (Print), 1753-8955 (Online) (doi:10.1080/17538947.2026.2722715)

carbon emission

Xiang, Jiawei, Wang, Jia ORCID: https://orcid.org/0000-0003-4379-9724, Yang, Hui, Cui, Liu, Qiao, Yina, Cai, Run, Wu, Shuzhen and Zhang, Yuan (2026) Impact of urban functional zoning on carbon emission from electricity consumption: a multi-source data integration approach on Xuzhou China. Energy and Buildings, 367:117747. ISSN 0378-7788 (Print), 1872-6178 (Online) (doi:10.1016/j.enbuild.2026.117747)

electricity consumption

Xiang, Jiawei, Wang, Jia ORCID: https://orcid.org/0000-0003-4379-9724, Yang, Hui, Cui, Liu, Qiao, Yina, Cai, Run, Wu, Shuzhen and Zhang, Yuan (2026) Impact of urban functional zoning on carbon emission from electricity consumption: a multi-source data integration approach on Xuzhou China. Energy and Buildings, 367:117747. ISSN 0378-7788 (Print), 1872-6178 (Online) (doi:10.1016/j.enbuild.2026.117747)

mixed functional area

Xiang, Jiawei, Wang, Jia ORCID: https://orcid.org/0000-0003-4379-9724, Yang, Hui, Cui, Liu, Qiao, Yina, Cai, Run, Wu, Shuzhen and Zhang, Yuan (2026) Impact of urban functional zoning on carbon emission from electricity consumption: a multi-source data integration approach on Xuzhou China. Energy and Buildings, 367:117747. ISSN 0378-7788 (Print), 1872-6178 (Online) (doi:10.1016/j.enbuild.2026.117747)

multi-source data integration

Lv, Qingzhou, Yang, Hui, Wang, Jia ORCID: https://orcid.org/0000-0003-4379-9724, Liu, Wanzeng, Feng, Gefei, Cui, Liu, Zhang, Yuan, Tao, Yuan, Han, Yang and Huang, Xinfeng (2026) Long-term mapping of aboveground carbon storage in China (2000−2020) using a prior-knowledge-constrained deep learning model. International Journal of Digital Earth, 19 (2). ISSN 1753-8947 (Print), 1753-8955 (Online) (doi:10.1080/17538947.2026.2722715)

prior knowledge constraint

Lv, Qingzhou, Yang, Hui, Wang, Jia ORCID: https://orcid.org/0000-0003-4379-9724, Liu, Wanzeng, Feng, Gefei, Cui, Liu, Zhang, Yuan, Tao, Yuan, Han, Yang and Huang, Xinfeng (2026) Long-term mapping of aboveground carbon storage in China (2000−2020) using a prior-knowledge-constrained deep learning model. International Journal of Digital Earth, 19 (2). ISSN 1753-8947 (Print), 1753-8955 (Online) (doi:10.1080/17538947.2026.2722715)

spatial variation

Xiang, Jiawei, Wang, Jia ORCID: https://orcid.org/0000-0003-4379-9724, Yang, Hui, Cui, Liu, Qiao, Yina, Cai, Run, Wu, Shuzhen and Zhang, Yuan (2026) Impact of urban functional zoning on carbon emission from electricity consumption: a multi-source data integration approach on Xuzhou China. Energy and Buildings, 367:117747. ISSN 0378-7788 (Print), 1872-6178 (Online) (doi:10.1016/j.enbuild.2026.117747)

terrestrial ecosystems

Lv, Qingzhou, Yang, Hui, Wang, Jia ORCID: https://orcid.org/0000-0003-4379-9724, Liu, Wanzeng, Feng, Gefei, Cui, Liu, Zhang, Yuan, Tao, Yuan, Han, Yang and Huang, Xinfeng (2026) Long-term mapping of aboveground carbon storage in China (2000−2020) using a prior-knowledge-constrained deep learning model. International Journal of Digital Earth, 19 (2). ISSN 1753-8947 (Print), 1753-8955 (Online) (doi:10.1080/17538947.2026.2722715)

urban functional zone

Xiang, Jiawei, Wang, Jia ORCID: https://orcid.org/0000-0003-4379-9724, Yang, Hui, Cui, Liu, Qiao, Yina, Cai, Run, Wu, Shuzhen and Zhang, Yuan (2026) Impact of urban functional zoning on carbon emission from electricity consumption: a multi-source data integration approach on Xuzhou China. Energy and Buildings, 367:117747. ISSN 0378-7788 (Print), 1872-6178 (Online) (doi:10.1016/j.enbuild.2026.117747)