Understanding the relationship between rural morphology and photovoltaic (PV) potential in traditional and non-traditional building clusters using shapley additive exPlanations (SHAP) values
Rural areas have a large quantity of rooftops and facades appropriate for installing PV panels. However, the unclear impact of rural morphology on PV potential hinders their effective utilization. To address this challenge, this study examined 300 clusters of traditional and non-traditional rural bu...
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| Vydáno v: | Applied energy Ročník 380; s. 125091 |
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| Hlavní autoři: | , , |
| Médium: | Journal Article |
| Jazyk: | angličtina |
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Elsevier Ltd
15.02.2025
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| ISSN: | 0306-2619 |
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| Abstract | Rural areas have a large quantity of rooftops and facades appropriate for installing PV panels. However, the unclear impact of rural morphology on PV potential hinders their effective utilization. To address this challenge, this study examined 300 clusters of traditional and non-traditional rural buildings in Nanjing. 17 morphological indicators were identified, representing plot shape, built density, building form, and terrain variation. The annual PV power generation and Levelized cost of electricity (LCOE) were simulated. Using an explainable machine learning framework (XGBoost algorithm combined with SHAP values), we explored the relationship between rural building morphology and PV potential. The results revealed that mean building height (BH) and floor area ratio (FAR) are key factors for PV power generation, while only BH is crucial for LCOE. As BH and FAR increase, PV generation declines, while LCOE rises. Particularly, BH has a stronger influence on technical potential in traditional clusters, whereas FAR plays a comparable role in non-traditional ones. Using these indicators, rural clusters can be categorized into three typologies for technical potential: low BH-low FAR, high BH-low FAR, and high BH-high FAR, and two for economic potential: low BH and high BH, with mean values being 176.1, 134, 121.5 kWh/m2/y, and 0.5, 0.53 CHY/kWh, respectively. A demonstration conducted outside Nanjing showed that our findings can be applied to the broader Yangtze River Delta region with a maximum error of less than 15 %. This study provides insights to inform rural PV policy-making and system planning, which are essential for China's low-carbon energy transition.
•Rural morphology is comprehensively evaluated using 3D building models and DEM.•PV potential disparity is examined for traditional and non-traditional building clusters.•SHAP values show that BH and FAR are the most influential indicators.•When FAR below 0.32, BH exerts a significant interference on its effect explanation.•Representative rural typologies are summarized to guide PV deployment. |
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| AbstractList | Rural areas have a large quantity of rooftops and facades appropriate for installing PV panels. However, the unclear impact of rural morphology on PV potential hinders their effective utilization. To address this challenge, this study examined 300 clusters of traditional and non-traditional rural buildings in Nanjing. 17 morphological indicators were identified, representing plot shape, built density, building form, and terrain variation. The annual PV power generation and Levelized cost of electricity (LCOE) were simulated. Using an explainable machine learning framework (XGBoost algorithm combined with SHAP values), we explored the relationship between rural building morphology and PV potential. The results revealed that mean building height (BH) and floor area ratio (FAR) are key factors for PV power generation, while only BH is crucial for LCOE. As BH and FAR increase, PV generation declines, while LCOE rises. Particularly, BH has a stronger influence on technical potential in traditional clusters, whereas FAR plays a comparable role in non-traditional ones. Using these indicators, rural clusters can be categorized into three typologies for technical potential: low BH-low FAR, high BH-low FAR, and high BH-high FAR, and two for economic potential: low BH and high BH, with mean values being 176.1, 134, 121.5 kWh/m2/y, and 0.5, 0.53 CHY/kWh, respectively. A demonstration conducted outside Nanjing showed that our findings can be applied to the broader Yangtze River Delta region with a maximum error of less than 15 %. This study provides insights to inform rural PV policy-making and system planning, which are essential for China's low-carbon energy transition.
•Rural morphology is comprehensively evaluated using 3D building models and DEM.•PV potential disparity is examined for traditional and non-traditional building clusters.•SHAP values show that BH and FAR are the most influential indicators.•When FAR below 0.32, BH exerts a significant interference on its effect explanation.•Representative rural typologies are summarized to guide PV deployment. |
| ArticleNumber | 125091 |
| Author | Zhang, Junxue Liu, Jiang Peng, Changhai |
| Author_xml | – sequence: 1 givenname: Jiang surname: Liu fullname: Liu, Jiang organization: School of Architecture, Southeast University, Nanjing 210096, China – sequence: 2 givenname: Changhai surname: Peng fullname: Peng, Changhai email: pengchanghai@seu.edu.cn organization: School of Architecture, Southeast University, Nanjing 210096, China – sequence: 3 givenname: Junxue surname: Zhang fullname: Zhang, Junxue organization: School of Civil Engineering and Architecture, Jiangsu University of Science and Technology, Zhenjiang 212100, China |
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| Cites_doi | 10.1038/s41586-018-0383-9 10.1126/sciadv.abq0995 10.1016/j.enbuild.2021.110916 10.1016/j.enbuild.2021.110762 10.1016/j.solener.2017.02.043 10.1016/j.uclim.2020.100624 10.1016/j.energy.2022.125686 10.1016/j.enpol.2014.01.045 10.1016/j.apenergy.2021.117514 10.1016/j.renene.2024.119962 10.1016/j.renene.2023.119383 10.1016/j.apenergy.2020.116430 10.1016/j.apenergy.2019.113637 10.1016/j.scs.2022.104001 10.1016/j.scs.2023.104644 10.1007/s12273-023-1014-4 10.1038/s41560-024-01516-8 10.1016/j.enconman.2015.06.067 10.1038/s41560-017-0032-9 10.1016/j.jclepro.2023.137191 10.1016/j.buildenv.2023.110100 10.1016/j.enbuild.2021.111191 10.1016/j.enbuild.2023.113002 10.1016/j.renene.2024.120440 10.1016/j.egyr.2022.03.035 10.1016/j.apenergy.2023.122058 10.1016/j.apenergy.2022.119025 10.1016/j.buildenv.2021.108295 10.1016/j.renene.2020.02.050 10.1007/s12273-024-1104-y 10.1016/j.egyai.2022.100185 10.1016/j.renene.2021.08.024 10.1016/j.apenergy.2018.09.116 10.1016/j.apenergy.2024.124396 10.1016/j.rser.2023.114203 10.1016/j.scs.2022.104267 10.1016/j.scitotenv.2024.170650 10.1016/j.scs.2021.103515 10.1126/science.abn6301 10.1016/j.enbuild.2022.111919 10.1016/j.solener.2023.112219 10.1016/j.jenvman.2024.121092 10.1016/j.renene.2023.118904 10.1038/s42256-019-0138-9 10.1016/j.renene.2016.02.053 10.1016/j.enbuild.2024.113921 10.1016/j.enbuild.2023.113446 10.1016/j.enbuild.2024.113904 10.1016/j.rse.2019.111239 10.1016/j.apenergy.2019.02.033 10.1177/030913339602000403 10.1016/j.oneear.2021.10.024 10.1016/j.ref.2019.03.002 10.1016/j.scs.2023.104660 10.1016/j.renene.2014.06.028 10.1016/j.scs.2022.104225 10.1016/j.apenergy.2021.117132 10.1016/j.energy.2023.128920 10.1016/j.enbuild.2020.109759 10.1016/j.solener.2022.05.024 10.1126/science.adf5848 10.1016/j.jclepro.2020.125297 10.1016/j.renene.2020.10.067 10.1016/j.solener.2016.07.053 10.1016/j.rser.2023.113951 10.1016/j.scs.2021.103576 10.1016/j.solener.2017.12.020 10.1016/j.enbuild.2019.05.018 10.1016/j.buildenv.2020.107114 |
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| References | Chen, Guestrin (bb0380) 2016 Rahman (bb0475) 2015; 103 Susilowati, Hardiyasanti, Widianingrum, Endrasari, Djamari, Bahar (bb0045) 2023; 219 Feng (bb0445) 2021; 205 Wang, Liu, Sha, Zhang, Liu, Wang (bb0260) 2023; 408 Carlino, Wildemeersch, Chawanda, Giuliani, Sterl, Thiery (bb0050) 2023; 381 Yang, Si, Jia, Wang, Huang, Zhang (bb0095) 2024; 306 China (bb0350) 2015 Poon, Kämpf, Tay, Wong, Reindl (bb0425) 2020; 33 Zhang, Xu, Shabunko, Tay, Sun, Lau (bb0125) 2019; 240 Mussawar, Mayyas, Azar (bb0120) 2023; 96 Lundberg, Erion, Chen, DeGrave, Prutkin, Nair (bb0410) 2020; 2 Zhang, Yao, Deng, Wang (bb0460) 2024; 267 Ren, Ma, Chan, Sun (bb0440) 2023; 263 Mariam, Ramasubramanian, Sumedha Reddy, Dalapati, Ghosh, Pa (bb0470) 2024; 192 Si, Yang, Yu, Ding (bb0375) 2021; 302 Xu, Sang, Xie, Xiong, Mendis, Xiang (bb0270) 2023 Li, Wang, Xia (bb0245) 2022; 84 Hastie, Tibshirani, Friedman (bb0165) 2009 (bb0220) 2021 Natanian, Wortmann (bb0255) 2021; 240 Mohajeri, Upadhyay, Gudmundsson, Assouline, Kämpf, Scartezzini (bb0135) 2016; 93 Shi, Fonseca, Schlueter (bb0110) 2021; 165 Zhu, Wong, You, Santi, Nichol, Ho (bb0415) 2020; 153 Frölicher, Fischer, Gruber (bb0015) 2018; 560 Feng, Shuai, Zhou, Zhang, Sun (bb0450) 2024; 918 Wang, Liu, Zhang, Shen, Jing, Xu (bb0145) 2021; 179 Sun, Chang, Wu, Sun, Su (bb0085) 2022; 8 Martins, Adolphe, Bastos, Martins (bb0105) 2016; 137 Ibrahim, Kershaw, Shepherd, Elkady (bb0320) 2022; 240 Rabinowicz, Rosset (bb0160) 2022; 23 Li, Huang, Shen, Ren, Lv, Wang (bb0205) 2016; 27 Arslan, Küçük, Biçer, Özsoy (bb0075) 2024; 226 He, Xue, Shen, Ni, Wang, Wang (bb0290) 2023; 287 Shan, Deng, Tang, Wu, Wang (bb0305) 2022; 77 Li, Lin, Zhang, Song, Sha, Zhou (bb0455) 2023; 233 Zhong, Zhang, Chen, Zhang, Zhou, Zhu (bb0210) 2021; 298 Qiu (bb0365) 2021; 282 Rostami, Nasrollahi, Khodakarami (bb0430) 2024; 305 Ahn, Sohn (bb0235) 2019; 196 Li, Ying, Xu, Wang, Hussain, Hong (bb0285) 2020; 181 Pehl, Arvesen, Humpenöder, Popp, Hertwich, Luderer (bb0055) 2017; 2 China (bb0080) 2022 Mendis, Huang, Xu, Zhang (bb0250) 2020; 194 Yu, Wang, Lin, Guo, Liu, Zhao (bb0280) 2021; 249 An, Chen, Shi, Heng, Fan (bb0180) 2023; 93 Zhao, Ge, Sun, Qiao, Zhu, Ai (bb0155) 2024; 360 Zhang, Li, She, Peng (bb0465) 2019; 231 Kaleshwarwar, Bahadure (bb0115) 2023; 96 Santos, Leitão, Caldas (bb0325) 2018; 161 Yao, Guan, Wang, Hui, Luo, Jia (bb0340) 2025; 377 Jiangning Development Zone Management Committee (bb0360) 2021 Xue (bb0335) 2024; 353 Geng, Xie, Gou (bb0200) 2024; 17 Vorlet, De Cesare (bb0040) 2024; 189 China (bb0345) 2011 Zhang, Zhu, Chen, Zhang, Lu, Zhang (bb0070) 2024; 121 Álvarez-Sanz, Satriya, Terés-Zubiaga, Campos-Celador, Bermejo (bb0395) 2024; 86 UNFCCC (bb0025) 2015 Romero Rodríguez, Duminil, Sánchez Ramos, Eicker (bb0330) 2017; 146 Li, Ma, Jiang, Zhang, Tan (bb0390) 2024; 85 Huang, Swain (bb0010) 2022; 8 Perera, Javanroodi, Nik (bb0175) 2021; 285 Nanjing committee of CPPCC (bb0225) 2023 Mahaya, Zemmouri, Benharra, Elnokaly (bb0185) 2022; 83 Boccalatte, Thebault, Ménézo, Ramousse, Fossa (bb0420) 2022; 260 Emissions Gap Report (bb0030) 2022 Lundberg, Erion, Lee (bb0405) 2019 Liu, Wu, Lin, Shi, Wen, Wu (bb0315) 2023; 282 Xiang, Tang, Xu, Hu, Zhao, Guo (bb0370) 2024; 223 Grant, Hawkes, Napp, Gambhir (bb0060) 2021; 4 Javanroodi, Mahdavinejad, Nik (bb0240) 2018; 231 Zaim, El Ibrahimi, Arbaoui, Samaouali, Tlemcani, Barhdadi (bb0385) 2023; 215 Natanian, Aleksandrowicz, Auer (bb0195) 2019; 254 Lundberg, Lee (bb0400) 2017 Xu, Huang, Wang, Mendis, Huang (bb0170) 2019; 29 Nanjing Bureau of Statistics (bb0215) 2022 (bb0090) 2022 Zhao, Gou (bb0140) 2023; 297 State of the Global Climate (bb0020) 2024; 2023 Lan, Gou, Hou (bb0150) 2022; 87 Sarralde, Quinn, Wiesmann, Steemers (bb0190) 2015; 73 Yuan, Wang, Ji, Wu, Sheffield, Otkin (bb0005) 2023; 380 Sun, Shan, Rong, Yang (bb0065) 2022; 315 China (bb0355) 2021 Xu, AzariJafari, Gregory, Norford, Kirchain (bb0275) 2020; 211 Harrison-Atlas, Glaws, King, Lantz (bb0035) 2024 Ng (bb0310) 1996; 20 Xie, Wang, Zhong, Li, Li, Mendis (bb0130) 2023; 96 Ahmadian, Sodagar, Bingham, Elnokaly, Mills (bb0230) 2021; 236 Košir, Capeluto, Krainer, Kristl (bb0435) 2014; 69 Mirzabeigi, Razkenari (bb0295) 2022; 76 Jiang, Yao, Lu, Qin, Liu, Liu (bb0100) 2022; 10 Oh, Jang, Kim (bb0300) 2021; 245 Wang, Yu, Yang, Jing, Tang, Li (bb0265) 2022; 87 Natanian (10.1016/j.apenergy.2024.125091_bb0255) 2021; 240 Arslan (10.1016/j.apenergy.2024.125091_bb0075) 2024; 226 Shan (10.1016/j.apenergy.2024.125091_bb0305) 2022; 77 UNFCCC (10.1016/j.apenergy.2024.125091_bb0025) 2015 Yu (10.1016/j.apenergy.2024.125091_bb0280) 2021; 249 Yuan (10.1016/j.apenergy.2024.125091_bb0005) 2023; 380 Zhang (10.1016/j.apenergy.2024.125091_bb0070) 2024; 121 Mendis (10.1016/j.apenergy.2024.125091_bb0250) 2020; 194 Xu (10.1016/j.apenergy.2024.125091_bb0275) 2020; 211 Zhang (10.1016/j.apenergy.2024.125091_bb0465) 2019; 231 Geng (10.1016/j.apenergy.2024.125091_bb0200) 2024; 17 Ahn (10.1016/j.apenergy.2024.125091_bb0235) 2019; 196 Zhu (10.1016/j.apenergy.2024.125091_bb0415) 2020; 153 Vorlet (10.1016/j.apenergy.2024.125091_bb0040) 2024; 189 Ng (10.1016/j.apenergy.2024.125091_bb0310) 1996; 20 Zhang (10.1016/j.apenergy.2024.125091_bb0125) 2019; 240 He (10.1016/j.apenergy.2024.125091_bb0290) 2023; 287 Mohajeri (10.1016/j.apenergy.2024.125091_bb0135) 2016; 93 Sarralde (10.1016/j.apenergy.2024.125091_bb0190) 2015; 73 Xu (10.1016/j.apenergy.2024.125091_bb0170) 2019; 29 Santos (10.1016/j.apenergy.2024.125091_bb0325) 2018; 161 Ren (10.1016/j.apenergy.2024.125091_bb0440) 2023; 263 Martins (10.1016/j.apenergy.2024.125091_bb0105) 2016; 137 Jiangning Development Zone Management Committee (10.1016/j.apenergy.2024.125091_bb0360) 2021 Shi (10.1016/j.apenergy.2024.125091_bb0110) 2021; 165 Wang (10.1016/j.apenergy.2024.125091_bb0145) 2021; 179 State of the Global Climate (10.1016/j.apenergy.2024.125091_bb0020) 2024; 2023 Sun (10.1016/j.apenergy.2024.125091_bb0065) 2022; 315 Lundberg (10.1016/j.apenergy.2024.125091_bb0405) 2019 Zaim (10.1016/j.apenergy.2024.125091_bb0385) 2023; 215 Jiang (10.1016/j.apenergy.2024.125091_bb0100) 2022; 10 Carlino (10.1016/j.apenergy.2024.125091_bb0050) 2023; 381 Nanjing Bureau of Statistics (10.1016/j.apenergy.2024.125091_bb0215) 2022 Feng (10.1016/j.apenergy.2024.125091_bb0450) 2024; 918 China (10.1016/j.apenergy.2024.125091_bb0355) Javanroodi (10.1016/j.apenergy.2024.125091_bb0240) 2018; 231 Li (10.1016/j.apenergy.2024.125091_bb0285) 2020; 181 Oh (10.1016/j.apenergy.2024.125091_bb0300) 2021; 245 Susilowati (10.1016/j.apenergy.2024.125091_bb0045) 2023; 219 Pehl (10.1016/j.apenergy.2024.125091_bb0055) 2017; 2 (10.1016/j.apenergy.2024.125091_bb0220) 2021 China (10.1016/j.apenergy.2024.125091_bb0080) Li (10.1016/j.apenergy.2024.125091_bb0245) 2022; 84 Kaleshwarwar (10.1016/j.apenergy.2024.125091_bb0115) 2023; 96 Yang (10.1016/j.apenergy.2024.125091_bb0095) 2024; 306 (10.1016/j.apenergy.2024.125091_bb0090) 2022 Ibrahim (10.1016/j.apenergy.2024.125091_bb0320) 2022; 240 Qiu (10.1016/j.apenergy.2024.125091_bb0365) 2021; 282 Frölicher (10.1016/j.apenergy.2024.125091_bb0015) 2018; 560 Liu (10.1016/j.apenergy.2024.125091_bb0315) 2023; 282 Li (10.1016/j.apenergy.2024.125091_bb0455) 2023; 233 Li (10.1016/j.apenergy.2024.125091_bb0390) 2024; 85 Poon (10.1016/j.apenergy.2024.125091_bb0425) 2020; 33 Álvarez-Sanz (10.1016/j.apenergy.2024.125091_bb0395) 2024; 86 Boccalatte (10.1016/j.apenergy.2024.125091_bb0420) 2022; 260 Lan (10.1016/j.apenergy.2024.125091_bb0150) 2022; 87 Mahaya (10.1016/j.apenergy.2024.125091_bb0185) 2022; 83 China (10.1016/j.apenergy.2024.125091_bb0350) Zhang (10.1016/j.apenergy.2024.125091_bb0460) 2024; 267 An (10.1016/j.apenergy.2024.125091_bb0180) 2023; 93 Wang (10.1016/j.apenergy.2024.125091_bb0265) 2022; 87 Chen (10.1016/j.apenergy.2024.125091_bb0380) 2016 Harrison-Atlas (10.1016/j.apenergy.2024.125091_bb0035) 2024 Mirzabeigi (10.1016/j.apenergy.2024.125091_bb0295) 2022; 76 Xu (10.1016/j.apenergy.2024.125091_bb0270) 2023 Xue (10.1016/j.apenergy.2024.125091_bb0335) 2024; 353 Si (10.1016/j.apenergy.2024.125091_bb0375) 2021; 302 Feng (10.1016/j.apenergy.2024.125091_bb0445) 2021; 205 Rahman (10.1016/j.apenergy.2024.125091_bb0475) 2015; 103 Emissions Gap Report (10.1016/j.apenergy.2024.125091_bb0030) 2022 Mariam (10.1016/j.apenergy.2024.125091_bb0470) 2024; 192 Rabinowicz (10.1016/j.apenergy.2024.125091_bb0160) 2022; 23 Romero Rodríguez (10.1016/j.apenergy.2024.125091_bb0330) 2017; 146 Lundberg (10.1016/j.apenergy.2024.125091_bb0410) 2020; 2 Lundberg (10.1016/j.apenergy.2024.125091_bb0400) 2017 Perera (10.1016/j.apenergy.2024.125091_bb0175) 2021; 285 Košir (10.1016/j.apenergy.2024.125091_bb0435) 2014; 69 Mussawar (10.1016/j.apenergy.2024.125091_bb0120) 2023; 96 Zhao (10.1016/j.apenergy.2024.125091_bb0140) 2023; 297 Nanjing committee of CPPCC (10.1016/j.apenergy.2024.125091_bb0225) 2023 Zhao (10.1016/j.apenergy.2024.125091_bb0155) 2024; 360 Natanian (10.1016/j.apenergy.2024.125091_bb0195) 2019; 254 Zhong (10.1016/j.apenergy.2024.125091_bb0210) 2021; 298 Rostami (10.1016/j.apenergy.2024.125091_bb0430) 2024; 305 Xie (10.1016/j.apenergy.2024.125091_bb0130) 2023; 96 China (10.1016/j.apenergy.2024.125091_bb0345) Sun (10.1016/j.apenergy.2024.125091_bb0085) 2022; 8 Hastie (10.1016/j.apenergy.2024.125091_bb0165) 2009 Grant (10.1016/j.apenergy.2024.125091_bb0060) 2021; 4 Huang (10.1016/j.apenergy.2024.125091_bb0010) 2022; 8 Xiang (10.1016/j.apenergy.2024.125091_bb0370) 2024; 223 Ahmadian (10.1016/j.apenergy.2024.125091_bb0230) 2021; 236 Wang (10.1016/j.apenergy.2024.125091_bb0260) 2023; 408 Li (10.1016/j.apenergy.2024.125091_bb0205) 2016; 27 Yao (10.1016/j.apenergy.2024.125091_bb0340) 2025; 377 |
| References_xml | – volume: 189 year: 2024 ident: bb0040 article-title: A comprehensive review on geomembrane systems application in hydropower publication-title: Renew Sust Energ Rev – volume: 121 year: 2024 ident: bb0070 article-title: Spatially resolved land and grid model of carbon neutrality in China publication-title: Proc Natl Acad Sci USA – volume: 240 start-page: 104 year: 2022 end-page: 120 ident: bb0320 article-title: Multi-objective optimisation of urban courtyard blocks in hot arid zones publication-title: Sol Energy – volume: 10 year: 2022 ident: bb0100 article-title: Geospatial assessment of rooftop solar photovoltaic potential using multi-source remote sensing data publication-title: Energy AI – volume: 96 year: 2023 ident: bb0115 article-title: Assessment of the solar energy potential of diverse urban built forms in Nagpur, India, sustainable cities and society – volume: 17 start-page: 607 year: 2024 end-page: 624 ident: bb0200 article-title: Optimizing urban block morphologies for net-zero energy cities: exploring photovoltaic potential and urban design prototype publication-title: Build Simul – volume: 29 start-page: 141 year: 2019 end-page: 147 ident: bb0170 article-title: Evaluation of photovoltaic potential by urban block typology: a case study of Wuhan, China publication-title: Renewable Energy Focus – volume: 282 year: 2023 ident: bb0315 article-title: A novel approach for assessing rooftop-and-facade solar photovoltaic potential in rural areas using three-dimensional (3D) building models constructed with GIS publication-title: Energy – volume: 20 start-page: 418 year: 1996 end-page: 445 ident: bb0310 article-title: Quantifying landscape structure: a review of landscape indices and their application to forested landscapes Roy Haines-young and mark chopping publication-title: Progress Phys Geo – volume: 560 start-page: 360 year: 2018 end-page: 364 ident: bb0015 article-title: Marine heatwaves under global warming publication-title: Nature – volume: 83 year: 2022 ident: bb0185 article-title: Solar access assessment in semi-arid urban context: An application study for ten urban forms of existing apartment buildings districts in Batna City, Algeria, sustainable cities and society – year: 2019 ident: bb0405 article-title: Consistent individualized feature attribution for tree ensembles – volume: 93 start-page: 469 year: 2016 end-page: 482 ident: bb0135 article-title: Effects of urban compactness on solar energy potential publication-title: Renew Energy – volume: 236 year: 2021 ident: bb0230 article-title: Effect of urban built form and density on building energy performance in temperate climates publication-title: Energ Build – year: 2021 ident: bb0355 article-title: Notice of the national development and reform commission on matters relating to the new energy feed-in tariff policy for 2021 – volume: 306 year: 2024 ident: bb0095 article-title: Whether rural rooftop photovoltaics can effectively fight the power consumption conflicts at the regional scale – a case study of Jiangsu Province publication-title: Energ Build – volume: 240 start-page: 513 year: 2019 end-page: 533 ident: bb0125 article-title: Impact of urban block typology on building solar potential and energy use efficiency in tropical high-density city publication-title: Appl Energy – year: 2021 ident: bb0360 article-title: Jiangning economic and technological development zone interim measures for promoting green development – year: 2015 ident: bb0025 article-title: Adoption of the Paris agreement – year: 2017 ident: bb0400 article-title: A unified approach to interpreting model predictions – volume: 194 year: 2020 ident: bb0250 article-title: Economic potential analysis of photovoltaic integrated shading strategies on commercial building facades in urban blocks: a case study of Colombo, Sri Lanka, energy – volume: 263 year: 2023 ident: bb0440 article-title: Optimal planning of municipal-scale distributed rooftop photovoltaic systems with maximized solar energy generation under constraints in high-density cities publication-title: Energy – year: 2024 ident: bb0035 article-title: Artificial intelligence-aided wind plant optimization for nationwide evaluation of land use and economic benefits of wake steering publication-title: Nat Energy – volume: 381 year: 2023 ident: bb0050 article-title: Declining cost of renewables and climate change curb the need for African hydropower expansion publication-title: Science – volume: 73 start-page: 10 year: 2015 end-page: 17 ident: bb0190 article-title: Solar energy and urban morphology: scenarios for increasing the renewable energy potential of neighbourhoods in London publication-title: Renew Energy – volume: 96 year: 2023 ident: bb0120 article-title: Built form and function as determinants of urban energy performance: An integrated agent-based modeling approach and case study publication-title: Sustain Cities Soc – volume: 85 year: 2024 ident: bb0390 article-title: Assessing the impacts of urban morphological factors on urban building energy modeling based on spatial proximity analysis and explainable machine learning publication-title: J Build Eng – volume: 205 start-page: 108295 year: 2021 ident: bb0445 article-title: Exploring the effects of the spatial arrangement and leaf area density of trees on building wall temperature publication-title: Build Environ – volume: 137 start-page: 11 year: 2016 end-page: 24 ident: bb0105 article-title: Sensitivity analysis of urban morphology factors regarding solar energy potential of buildings in a Brazilian tropical context publication-title: Sol Energy – volume: 260 year: 2022 ident: bb0420 article-title: Evaluating the impact of urban morphology on rooftop solar radiation: a new city-scale approach based on Geneva GIS data publication-title: Energ Build – year: 2022 ident: bb0080 article-title: The guiding opinions of the 963 ministry of water resources on strengthening the spatial control of the shoreline of river and lake 964 waters – volume: 192 year: 2024 ident: bb0470 article-title: Emerging trends in cooling technologies for photovoltaic systems publication-title: Renew Sust Energ Rev – volume: 211 year: 2020 ident: bb0275 article-title: An integrated model for quantifying the impacts of pavement albedo and urban morphology on building energy demand publication-title: Energ Build – volume: 179 start-page: 2016 year: 2021 end-page: 2035 ident: bb0145 article-title: From simulation to data-driven approach: a framework of integrating urban morphology to low-energy urban design publication-title: Renew Energy – volume: 254 year: 2019 ident: bb0195 article-title: A parametric approach to optimizing urban form, energy balance and environmental quality: the case of Mediterranean districts publication-title: Appl Energy – year: 2009 ident: bb0165 article-title: The elements of statistical learning – volume: 103 start-page: 348 year: 2015 end-page: 358 ident: bb0475 article-title: Effects of various parameters on PV-module power and efficiency publication-title: Energy Convers Manag – volume: 245 year: 2021 ident: bb0300 article-title: Empirical analysis of building energy consumption and urban form in a large city: a case of Seoul, South Korea, energy and buildings – volume: 153 start-page: 1111 year: 2020 end-page: 1126 ident: bb0415 article-title: The effect of urban morphology on the solar capacity of three-dimensional cities publication-title: Renew Energy – volume: 33 year: 2020 ident: bb0425 article-title: Parametric study of URBAN morphology on building solar energy potential in Singapore context publication-title: Urban Clim – volume: 267 year: 2024 ident: bb0460 article-title: A mathematical model for rapid estimation of solar radiation in urban canyons with trees and its applications publication-title: Sol Energy – volume: 408 year: 2023 ident: bb0260 article-title: Evaluation of the impact of urban morphology on commercial building carbon emissions at the block scale – a study of commercial buildings in Beijing publication-title: J Clean Prod – volume: 87 year: 2022 ident: bb0265 article-title: Assessing the impacts of urban morphology factors on the energy performance for building stocks based on a novel automatic generation framework publication-title: Sustain Cities Soc – volume: 76 year: 2022 ident: bb0295 article-title: Design optimization of urban typologies: a framework for evaluating building energy performance and outdoor thermal comfort publication-title: Sustain Cities Soc – year: 2015 ident: bb0350 article-title: Notice on improving the policy on feed-in tariffs for onshore wind power and photovoltaic power generation – volume: 196 start-page: 124 year: 2019 end-page: 133 ident: bb0235 article-title: The effect of neighbourhood-level urban form on residential building energy use: a GIS-based model using building energy benchmarking data in Seattle publication-title: Energ Build – start-page: 785 year: 2016 end-page: 794 ident: bb0380 article-title: XGBoost: A scalable tree boosting system, in: Proceedings of the 22nd ACM SIGKDD international conference on knowledge discovery and data mining – volume: 233 year: 2023 ident: bb0455 article-title: Quantifying tree canopy coverage threshold of typical residential quarters considering human thermal comfort and heat dynamics under extreme heat publication-title: Build Environ – volume: 223 year: 2024 ident: bb0370 article-title: A multi-factor spatio-temporal correlation analysis method for PV development potential estimation publication-title: Renew Energy – volume: 93 year: 2023 ident: bb0180 article-title: Solar energy potential using GIS-based urban residential environmental data: a case study of Shenzhen, China, sustainable cities and society – volume: 8 start-page: 3982 year: 2022 end-page: 3994 ident: bb0085 article-title: Potential estimation of rooftop photovoltaic with the spatialization of energy self-sufficiency in urban areas publication-title: Energy Rep – volume: 87 year: 2022 ident: bb0150 article-title: Understanding the relationship between urban morphology and solar potential in mixed-use neighborhoods using machine learning algorithms publication-title: Sustain Cities Soc – volume: 360 year: 2024 ident: bb0155 article-title: Examining nonlinear effects of socioecological drivers on urban solar energy development in China using machine learning and high-dimensional data publication-title: J Environ Manag – volume: 77 year: 2022 ident: bb0305 article-title: An integrated data mining-based approach to identify key building and urban features of different energy usage levels publication-title: Sustain Cities Soc – volume: 2 start-page: 56 year: 2020 end-page: 67 ident: bb0410 article-title: From local explanations to global understanding with explainable AI for trees publication-title: Nat Mach Intell – volume: 282 start-page: 125297 year: 2021 ident: bb0365 article-title: Economic analysis of residential solar photovoltaic systems in China publication-title: J Clean Prod – year: 2023 ident: bb0270 article-title: Influence of urban morphological factors on building energy consumption combined with photovoltaic potential: a case study of residential blocks in Central China publication-title: Build Simul – volume: 249 year: 2021 ident: bb0280 article-title: Prioritizing urban planning factors on community energy performance based on GIS-informed building energy modeling publication-title: Energ Build – volume: 305 year: 2024 ident: bb0430 article-title: A comprehensive study of how urban morphological parameters impact the solar potential, energy consumption and daylight autonomy in canyons and buildings publication-title: Energ Build – volume: 231 year: 2019 ident: bb0465 article-title: Assimilating remote sensing data into GIS-based all sky solar radiation modeling for mountain terrain publication-title: Remote Sens Environ – volume: 240 year: 2021 ident: bb0255 article-title: Simplified evaluation metrics for generative energy-driven urban design: a morphological study of residential blocks in Tel Aviv publication-title: Energ Build – volume: 2 start-page: 939 year: 2017 end-page: 945 ident: bb0055 article-title: Understanding future emissions from low-carbon power systems by integration of life-cycle assessment and integrated energy modelling publication-title: Nat Energy – volume: 165 start-page: 823 year: 2021 end-page: 841 ident: bb0110 article-title: A parametric method using vernacular urban block typologies for investigating interactions between solar energy use and urban design publication-title: Renew Energy – volume: 23 start-page: 1 year: 2022 end-page: 31 ident: bb0160 article-title: Tree-based models for correlated data publication-title: J Mach Learn Res – volume: 285 year: 2021 ident: bb0175 article-title: Climate resilient interconnected infrastructure: co-optimization of energy systems and urban morphology publication-title: Appl Energy – volume: 219 year: 2023 ident: bb0045 article-title: Carbon credit and economic feasibility analysis of biomass-solar PV-battery power plant for application in Indonesia remote area publication-title: Renew Energy – volume: 4 start-page: 1588 year: 2021 end-page: 1601 ident: bb0060 article-title: Cost reductions in renewables can substantially erode the value of carbon capture and storage in mitigation pathways publication-title: One Earth – volume: 287 year: 2023 ident: bb0290 article-title: The impact of neighborhood layout heterogeneity on carbon emissions in high-density urban areas: a case study of new development areas in Hong Kong publication-title: Energ Build – volume: 146 start-page: 264 year: 2017 end-page: 275 ident: bb0330 article-title: Assessment of the photovoltaic potential at urban level based on 3D city models: a case study and new methodological approach publication-title: Sol Energy – volume: 353 start-page: 122058 year: 2024 ident: bb0335 article-title: Assessing urban rooftop PV economics for regional deployment by integrating local socioeconomic, technological, and policy conditions publication-title: Appl Energy – volume: 315 year: 2022 ident: bb0065 article-title: Estimating the spatial distribution of solar photovoltaic power generation potential on different types of rural rooftops using a deep learning network applied to satellite images publication-title: Appl Energy – year: 2022 ident: bb0090 publication-title: National Bureau of Statistics of China (NBS). China population census yearbook 2020 – volume: 918 year: 2024 ident: bb0450 article-title: Improving the green space arrangement in residential areas from the perspective of tree leaf temperature utilizing scenario simulation in ENVI-met publication-title: Sci Total Environ – volume: 215 year: 2023 ident: bb0385 article-title: Using artificial intelligence for global solar radiation modeling from meteorological variables publication-title: Renew Energy – volume: 69 start-page: 443 year: 2014 end-page: 456 ident: bb0435 article-title: Solar potential in existing urban layouts—critical overview of the existing building stock in Slovenian context publication-title: Energy Policy – volume: 181 year: 2020 ident: bb0285 article-title: Identifying key determinants for building energy analysis from urban building datasets publication-title: Build Environ – start-page: 2022 year: 2022 ident: bb0030 article-title: The closing window : Climate crisis calls for rapid transformation of societies – volume: 86 year: 2024 ident: bb0395 article-title: Ranking building design and operation parameters for residential heating demand forecasting with machine learning publication-title: J Build Eng – volume: 297 year: 2023 ident: bb0140 article-title: Influence of urban morphology on facade solar potential in mixed-use neighborhoods: block prototypes and design benchmark publication-title: Energ Build – volume: 161 start-page: 47 year: 2018 end-page: 63 ident: bb0325 article-title: A comparison of two light-redirecting fenestration systems using a modified modeling technique for radiance 3-phase method simulations publication-title: Sol Energy – volume: 377 year: 2025 ident: bb0340 article-title: Evaluating the feasibility of concentrated solar power as a replacement for coal-fired power in China: a comprehensive comparative analysis publication-title: Appl Energy – volume: 302 year: 2021 ident: bb0375 article-title: Photovoltaic power forecast based on satellite images considering effects of solar position publication-title: Appl Energy – volume: 380 start-page: 187 year: 2023 end-page: 191 ident: bb0005 article-title: A global transition to flash droughts under climate change publication-title: Science – volume: 2023 year: 2024 ident: bb0020 article-title: United Nations publication-title: Erscheinungsort nicht ermittelbar – volume: 226 year: 2024 ident: bb0075 article-title: Determining energy, exergy and enviroeconomic analysis of stand-alone photovoltaic panel under harsh environment condition: Antarctica Horseshoe-Island cases publication-title: Renew Energy – volume: 231 start-page: 714 year: 2018 end-page: 746 ident: bb0240 article-title: Impacts of urban morphology on reducing cooling load and increasing ventilation potential in hot-arid climate publication-title: Appl Energy – volume: 96 year: 2023 ident: bb0130 article-title: The impact of urban morphology on the building energy consumption and solar energy generation potential of university dormitory blocks publication-title: Sustain Cities Soc – year: 2011 ident: bb0345 article-title: Notice on improving the feed-in tariff policy for solar photovoltaic power generation – volume: 8 year: 2022 ident: bb0010 article-title: Climate change is increasing the risk of a California megaflood publication-title: Sci Adv – volume: 298 year: 2021 ident: bb0210 article-title: A city-scale estimation of rooftop solar photovoltaic potential based on deep learning publication-title: Appl Energy – year: 2022 ident: bb0215 article-title: Nanjing statistical yearbook 2022 – year: 2023 ident: bb0225 article-title: Vigorously develop the photovoltaic industry, expand the scale of green power application – volume: 27 start-page: 1329 year: 2016 end-page: 1341 ident: bb0205 article-title: Characterizing long-term forest disturbance history and its drivers in the Ning-Zhen Mountains, Jiangsu Province of eastern China using yearly Landsat observations (1987–2011) publication-title: J Dent Res – volume: 84 year: 2022 ident: bb0245 article-title: A novel geometric parameter to evaluate the effects of block form on solar radiation towards sustainable urban design publication-title: Sustain Cities Soc – year: 2021 ident: bb0220 article-title: Nanjing urban & rural construction committee publication-title: Nanjing Green Build Demonstrat Project Manage Measures – volume: 560 start-page: 360 year: 2018 ident: 10.1016/j.apenergy.2024.125091_bb0015 article-title: Marine heatwaves under global warming publication-title: Nature doi: 10.1038/s41586-018-0383-9 – volume: 8 year: 2022 ident: 10.1016/j.apenergy.2024.125091_bb0010 article-title: Climate change is increasing the risk of a California megaflood publication-title: Sci Adv doi: 10.1126/sciadv.abq0995 – volume: 240 year: 2021 ident: 10.1016/j.apenergy.2024.125091_bb0255 article-title: Simplified evaluation metrics for generative energy-driven urban design: a morphological study of residential blocks in Tel Aviv publication-title: Energ Build doi: 10.1016/j.enbuild.2021.110916 – volume: 236 year: 2021 ident: 10.1016/j.apenergy.2024.125091_bb0230 article-title: Effect of urban built form and density on building energy performance in temperate climates publication-title: Energ Build doi: 10.1016/j.enbuild.2021.110762 – volume: 146 start-page: 264 year: 2017 ident: 10.1016/j.apenergy.2024.125091_bb0330 article-title: Assessment of the photovoltaic potential at urban level based on 3D city models: a case study and new methodological approach publication-title: Sol Energy doi: 10.1016/j.solener.2017.02.043 – volume: 33 year: 2020 ident: 10.1016/j.apenergy.2024.125091_bb0425 article-title: Parametric study of URBAN morphology on building solar energy potential in Singapore context publication-title: Urban Clim doi: 10.1016/j.uclim.2020.100624 – volume: 263 year: 2023 ident: 10.1016/j.apenergy.2024.125091_bb0440 article-title: Optimal planning of municipal-scale distributed rooftop photovoltaic systems with maximized solar energy generation under constraints in high-density cities publication-title: Energy doi: 10.1016/j.energy.2022.125686 – volume: 69 start-page: 443 year: 2014 ident: 10.1016/j.apenergy.2024.125091_bb0435 article-title: Solar potential in existing urban layouts—critical overview of the existing building stock in Slovenian context publication-title: Energy Policy doi: 10.1016/j.enpol.2014.01.045 – volume: 302 year: 2021 ident: 10.1016/j.apenergy.2024.125091_bb0375 article-title: Photovoltaic power forecast based on satellite images considering effects of solar position publication-title: Appl Energy doi: 10.1016/j.apenergy.2021.117514 – volume: 223 year: 2024 ident: 10.1016/j.apenergy.2024.125091_bb0370 article-title: A multi-factor spatio-temporal correlation analysis method for PV development potential estimation publication-title: Renew Energy doi: 10.1016/j.renene.2024.119962 – volume: 219 year: 2023 ident: 10.1016/j.apenergy.2024.125091_bb0045 article-title: Carbon credit and economic feasibility analysis of biomass-solar PV-battery power plant for application in Indonesia remote area publication-title: Renew Energy doi: 10.1016/j.renene.2023.119383 – year: 2015 ident: 10.1016/j.apenergy.2024.125091_bb0025 – volume: 285 year: 2021 ident: 10.1016/j.apenergy.2024.125091_bb0175 article-title: Climate resilient interconnected infrastructure: co-optimization of energy systems and urban morphology publication-title: Appl Energy doi: 10.1016/j.apenergy.2020.116430 – volume: 254 year: 2019 ident: 10.1016/j.apenergy.2024.125091_bb0195 article-title: A parametric approach to optimizing urban form, energy balance and environmental quality: the case of Mediterranean districts publication-title: Appl Energy doi: 10.1016/j.apenergy.2019.113637 – volume: 84 year: 2022 ident: 10.1016/j.apenergy.2024.125091_bb0245 article-title: A novel geometric parameter to evaluate the effects of block form on solar radiation towards sustainable urban design publication-title: Sustain Cities Soc doi: 10.1016/j.scs.2022.104001 – volume: 85 year: 2024 ident: 10.1016/j.apenergy.2024.125091_bb0390 article-title: Assessing the impacts of urban morphological factors on urban building energy modeling based on spatial proximity analysis and explainable machine learning publication-title: J Build Eng – year: 2021 ident: 10.1016/j.apenergy.2024.125091_bb0360 – volume: 2023 year: 2024 ident: 10.1016/j.apenergy.2024.125091_bb0020 article-title: United Nations publication-title: Erscheinungsort nicht ermittelbar – volume: 96 year: 2023 ident: 10.1016/j.apenergy.2024.125091_bb0130 article-title: The impact of urban morphology on the building energy consumption and solar energy generation potential of university dormitory blocks publication-title: Sustain Cities Soc doi: 10.1016/j.scs.2023.104644 – year: 2023 ident: 10.1016/j.apenergy.2024.125091_bb0270 article-title: Influence of urban morphological factors on building energy consumption combined with photovoltaic potential: a case study of residential blocks in Central China publication-title: Build Simul doi: 10.1007/s12273-023-1014-4 – year: 2024 ident: 10.1016/j.apenergy.2024.125091_bb0035 article-title: Artificial intelligence-aided wind plant optimization for nationwide evaluation of land use and economic benefits of wake steering publication-title: Nat Energy doi: 10.1038/s41560-024-01516-8 – volume: 103 start-page: 348 year: 2015 ident: 10.1016/j.apenergy.2024.125091_bb0475 article-title: Effects of various parameters on PV-module power and efficiency publication-title: Energy Convers Manag doi: 10.1016/j.enconman.2015.06.067 – volume: 83 year: 2022 ident: 10.1016/j.apenergy.2024.125091_bb0185 – ident: 10.1016/j.apenergy.2024.125091_bb0080 – volume: 23 start-page: 1 year: 2022 ident: 10.1016/j.apenergy.2024.125091_bb0160 article-title: Tree-based models for correlated data publication-title: J Mach Learn Res – volume: 2 start-page: 939 year: 2017 ident: 10.1016/j.apenergy.2024.125091_bb0055 article-title: Understanding future emissions from low-carbon power systems by integration of life-cycle assessment and integrated energy modelling publication-title: Nat Energy doi: 10.1038/s41560-017-0032-9 – volume: 96 year: 2023 ident: 10.1016/j.apenergy.2024.125091_bb0115 – volume: 408 year: 2023 ident: 10.1016/j.apenergy.2024.125091_bb0260 article-title: Evaluation of the impact of urban morphology on commercial building carbon emissions at the block scale – a study of commercial buildings in Beijing publication-title: J Clean Prod doi: 10.1016/j.jclepro.2023.137191 – volume: 233 year: 2023 ident: 10.1016/j.apenergy.2024.125091_bb0455 article-title: Quantifying tree canopy coverage threshold of typical residential quarters considering human thermal comfort and heat dynamics under extreme heat publication-title: Build Environ doi: 10.1016/j.buildenv.2023.110100 – volume: 249 year: 2021 ident: 10.1016/j.apenergy.2024.125091_bb0280 article-title: Prioritizing urban planning factors on community energy performance based on GIS-informed building energy modeling publication-title: Energ Build doi: 10.1016/j.enbuild.2021.111191 – volume: 287 year: 2023 ident: 10.1016/j.apenergy.2024.125091_bb0290 article-title: The impact of neighborhood layout heterogeneity on carbon emissions in high-density urban areas: a case study of new development areas in Hong Kong publication-title: Energ Build doi: 10.1016/j.enbuild.2023.113002 – year: 2022 ident: 10.1016/j.apenergy.2024.125091_bb0215 – volume: 226 year: 2024 ident: 10.1016/j.apenergy.2024.125091_bb0075 article-title: Determining energy, exergy and enviroeconomic analysis of stand-alone photovoltaic panel under harsh environment condition: Antarctica Horseshoe-Island cases publication-title: Renew Energy doi: 10.1016/j.renene.2024.120440 – volume: 8 start-page: 3982 year: 2022 ident: 10.1016/j.apenergy.2024.125091_bb0085 article-title: Potential estimation of rooftop photovoltaic with the spatialization of energy self-sufficiency in urban areas publication-title: Energy Rep doi: 10.1016/j.egyr.2022.03.035 – volume: 353 start-page: 122058 year: 2024 ident: 10.1016/j.apenergy.2024.125091_bb0335 article-title: Assessing urban rooftop PV economics for regional deployment by integrating local socioeconomic, technological, and policy conditions publication-title: Appl Energy doi: 10.1016/j.apenergy.2023.122058 – volume: 315 year: 2022 ident: 10.1016/j.apenergy.2024.125091_bb0065 article-title: Estimating the spatial distribution of solar photovoltaic power generation potential on different types of rural rooftops using a deep learning network applied to satellite images publication-title: Appl Energy doi: 10.1016/j.apenergy.2022.119025 – volume: 205 start-page: 108295 year: 2021 ident: 10.1016/j.apenergy.2024.125091_bb0445 article-title: Exploring the effects of the spatial arrangement and leaf area density of trees on building wall temperature publication-title: Build Environ doi: 10.1016/j.buildenv.2021.108295 – volume: 153 start-page: 1111 year: 2020 ident: 10.1016/j.apenergy.2024.125091_bb0415 article-title: The effect of urban morphology on the solar capacity of three-dimensional cities publication-title: Renew Energy doi: 10.1016/j.renene.2020.02.050 – volume: 121 year: 2024 ident: 10.1016/j.apenergy.2024.125091_bb0070 article-title: Spatially resolved land and grid model of carbon neutrality in China publication-title: Proc Natl Acad Sci USA – volume: 17 start-page: 607 year: 2024 ident: 10.1016/j.apenergy.2024.125091_bb0200 article-title: Optimizing urban block morphologies for net-zero energy cities: exploring photovoltaic potential and urban design prototype publication-title: Build Simul doi: 10.1007/s12273-024-1104-y – year: 2017 ident: 10.1016/j.apenergy.2024.125091_bb0400 – year: 2019 ident: 10.1016/j.apenergy.2024.125091_bb0405 – volume: 10 year: 2022 ident: 10.1016/j.apenergy.2024.125091_bb0100 article-title: Geospatial assessment of rooftop solar photovoltaic potential using multi-source remote sensing data publication-title: Energy AI doi: 10.1016/j.egyai.2022.100185 – volume: 194 year: 2020 ident: 10.1016/j.apenergy.2024.125091_bb0250 – volume: 179 start-page: 2016 year: 2021 ident: 10.1016/j.apenergy.2024.125091_bb0145 article-title: From simulation to data-driven approach: a framework of integrating urban morphology to low-energy urban design publication-title: Renew Energy doi: 10.1016/j.renene.2021.08.024 – volume: 231 start-page: 714 year: 2018 ident: 10.1016/j.apenergy.2024.125091_bb0240 article-title: Impacts of urban morphology on reducing cooling load and increasing ventilation potential in hot-arid climate publication-title: Appl Energy doi: 10.1016/j.apenergy.2018.09.116 – volume: 377 year: 2025 ident: 10.1016/j.apenergy.2024.125091_bb0340 article-title: Evaluating the feasibility of concentrated solar power as a replacement for coal-fired power in China: a comprehensive comparative analysis publication-title: Appl Energy doi: 10.1016/j.apenergy.2024.124396 – volume: 192 year: 2024 ident: 10.1016/j.apenergy.2024.125091_bb0470 article-title: Emerging trends in cooling technologies for photovoltaic systems publication-title: Renew Sust Energ Rev doi: 10.1016/j.rser.2023.114203 – year: 2023 ident: 10.1016/j.apenergy.2024.125091_bb0225 – volume: 27 start-page: 1329 year: 2016 ident: 10.1016/j.apenergy.2024.125091_bb0205 article-title: Characterizing long-term forest disturbance history and its drivers in the Ning-Zhen Mountains, Jiangsu Province of eastern China using yearly Landsat observations (1987–2011) publication-title: J Dent Res – volume: 87 year: 2022 ident: 10.1016/j.apenergy.2024.125091_bb0265 article-title: Assessing the impacts of urban morphology factors on the energy performance for building stocks based on a novel automatic generation framework publication-title: Sustain Cities Soc doi: 10.1016/j.scs.2022.104267 – volume: 245 year: 2021 ident: 10.1016/j.apenergy.2024.125091_bb0300 – ident: 10.1016/j.apenergy.2024.125091_bb0350 – year: 2009 ident: 10.1016/j.apenergy.2024.125091_bb0165 – volume: 918 year: 2024 ident: 10.1016/j.apenergy.2024.125091_bb0450 article-title: Improving the green space arrangement in residential areas from the perspective of tree leaf temperature utilizing scenario simulation in ENVI-met publication-title: Sci Total Environ doi: 10.1016/j.scitotenv.2024.170650 – ident: 10.1016/j.apenergy.2024.125091_bb0345 – volume: 76 year: 2022 ident: 10.1016/j.apenergy.2024.125091_bb0295 article-title: Design optimization of urban typologies: a framework for evaluating building energy performance and outdoor thermal comfort publication-title: Sustain Cities Soc doi: 10.1016/j.scs.2021.103515 – volume: 380 start-page: 187 year: 2023 ident: 10.1016/j.apenergy.2024.125091_bb0005 article-title: A global transition to flash droughts under climate change publication-title: Science doi: 10.1126/science.abn6301 – volume: 260 year: 2022 ident: 10.1016/j.apenergy.2024.125091_bb0420 article-title: Evaluating the impact of urban morphology on rooftop solar radiation: a new city-scale approach based on Geneva GIS data publication-title: Energ Build doi: 10.1016/j.enbuild.2022.111919 – volume: 267 year: 2024 ident: 10.1016/j.apenergy.2024.125091_bb0460 article-title: A mathematical model for rapid estimation of solar radiation in urban canyons with trees and its applications publication-title: Sol Energy doi: 10.1016/j.solener.2023.112219 – volume: 360 year: 2024 ident: 10.1016/j.apenergy.2024.125091_bb0155 article-title: Examining nonlinear effects of socioecological drivers on urban solar energy development in China using machine learning and high-dimensional data publication-title: J Environ Manag doi: 10.1016/j.jenvman.2024.121092 – volume: 215 year: 2023 ident: 10.1016/j.apenergy.2024.125091_bb0385 article-title: Using artificial intelligence for global solar radiation modeling from meteorological variables publication-title: Renew Energy doi: 10.1016/j.renene.2023.118904 – year: 2022 ident: 10.1016/j.apenergy.2024.125091_bb0090 – volume: 2 start-page: 56 year: 2020 ident: 10.1016/j.apenergy.2024.125091_bb0410 article-title: From local explanations to global understanding with explainable AI for trees publication-title: Nat Mach Intell doi: 10.1038/s42256-019-0138-9 – volume: 93 start-page: 469 year: 2016 ident: 10.1016/j.apenergy.2024.125091_bb0135 article-title: Effects of urban compactness on solar energy potential publication-title: Renew Energy doi: 10.1016/j.renene.2016.02.053 – start-page: 785 year: 2016 ident: 10.1016/j.apenergy.2024.125091_bb0380 – ident: 10.1016/j.apenergy.2024.125091_bb0355 – volume: 306 year: 2024 ident: 10.1016/j.apenergy.2024.125091_bb0095 article-title: Whether rural rooftop photovoltaics can effectively fight the power consumption conflicts at the regional scale – a case study of Jiangsu Province publication-title: Energ Build doi: 10.1016/j.enbuild.2024.113921 – volume: 297 year: 2023 ident: 10.1016/j.apenergy.2024.125091_bb0140 article-title: Influence of urban morphology on facade solar potential in mixed-use neighborhoods: block prototypes and design benchmark publication-title: Energ Build doi: 10.1016/j.enbuild.2023.113446 – volume: 305 year: 2024 ident: 10.1016/j.apenergy.2024.125091_bb0430 article-title: A comprehensive study of how urban morphological parameters impact the solar potential, energy consumption and daylight autonomy in canyons and buildings publication-title: Energ Build doi: 10.1016/j.enbuild.2024.113904 – volume: 231 year: 2019 ident: 10.1016/j.apenergy.2024.125091_bb0465 article-title: Assimilating remote sensing data into GIS-based all sky solar radiation modeling for mountain terrain publication-title: Remote Sens Environ doi: 10.1016/j.rse.2019.111239 – volume: 240 start-page: 513 year: 2019 ident: 10.1016/j.apenergy.2024.125091_bb0125 article-title: Impact of urban block typology on building solar potential and energy use efficiency in tropical high-density city publication-title: Appl Energy doi: 10.1016/j.apenergy.2019.02.033 – volume: 20 start-page: 418 year: 1996 ident: 10.1016/j.apenergy.2024.125091_bb0310 article-title: Quantifying landscape structure: a review of landscape indices and their application to forested landscapes Roy Haines-young and mark chopping publication-title: Progress Phys Geo doi: 10.1177/030913339602000403 – volume: 4 start-page: 1588 year: 2021 ident: 10.1016/j.apenergy.2024.125091_bb0060 article-title: Cost reductions in renewables can substantially erode the value of carbon capture and storage in mitigation pathways publication-title: One Earth doi: 10.1016/j.oneear.2021.10.024 – volume: 29 start-page: 141 year: 2019 ident: 10.1016/j.apenergy.2024.125091_bb0170 article-title: Evaluation of photovoltaic potential by urban block typology: a case study of Wuhan, China publication-title: Renewable Energy Focus doi: 10.1016/j.ref.2019.03.002 – volume: 96 year: 2023 ident: 10.1016/j.apenergy.2024.125091_bb0120 article-title: Built form and function as determinants of urban energy performance: An integrated agent-based modeling approach and case study publication-title: Sustain Cities Soc doi: 10.1016/j.scs.2023.104660 – volume: 73 start-page: 10 year: 2015 ident: 10.1016/j.apenergy.2024.125091_bb0190 article-title: Solar energy and urban morphology: scenarios for increasing the renewable energy potential of neighbourhoods in London publication-title: Renew Energy doi: 10.1016/j.renene.2014.06.028 – volume: 87 year: 2022 ident: 10.1016/j.apenergy.2024.125091_bb0150 article-title: Understanding the relationship between urban morphology and solar potential in mixed-use neighborhoods using machine learning algorithms publication-title: Sustain Cities Soc doi: 10.1016/j.scs.2022.104225 – volume: 298 year: 2021 ident: 10.1016/j.apenergy.2024.125091_bb0210 article-title: A city-scale estimation of rooftop solar photovoltaic potential based on deep learning publication-title: Appl Energy doi: 10.1016/j.apenergy.2021.117132 – volume: 282 year: 2023 ident: 10.1016/j.apenergy.2024.125091_bb0315 article-title: A novel approach for assessing rooftop-and-facade solar photovoltaic potential in rural areas using three-dimensional (3D) building models constructed with GIS publication-title: Energy doi: 10.1016/j.energy.2023.128920 – start-page: 2022 year: 2022 ident: 10.1016/j.apenergy.2024.125091_bb0030 – volume: 211 year: 2020 ident: 10.1016/j.apenergy.2024.125091_bb0275 article-title: An integrated model for quantifying the impacts of pavement albedo and urban morphology on building energy demand publication-title: Energ Build doi: 10.1016/j.enbuild.2020.109759 – volume: 240 start-page: 104 year: 2022 ident: 10.1016/j.apenergy.2024.125091_bb0320 article-title: Multi-objective optimisation of urban courtyard blocks in hot arid zones publication-title: Sol Energy doi: 10.1016/j.solener.2022.05.024 – volume: 86 year: 2024 ident: 10.1016/j.apenergy.2024.125091_bb0395 article-title: Ranking building design and operation parameters for residential heating demand forecasting with machine learning publication-title: J Build Eng – volume: 381 year: 2023 ident: 10.1016/j.apenergy.2024.125091_bb0050 article-title: Declining cost of renewables and climate change curb the need for African hydropower expansion publication-title: Science doi: 10.1126/science.adf5848 – volume: 93 year: 2023 ident: 10.1016/j.apenergy.2024.125091_bb0180 – volume: 282 start-page: 125297 year: 2021 ident: 10.1016/j.apenergy.2024.125091_bb0365 article-title: Economic analysis of residential solar photovoltaic systems in China publication-title: J Clean Prod doi: 10.1016/j.jclepro.2020.125297 – volume: 165 start-page: 823 year: 2021 ident: 10.1016/j.apenergy.2024.125091_bb0110 article-title: A parametric method using vernacular urban block typologies for investigating interactions between solar energy use and urban design publication-title: Renew Energy doi: 10.1016/j.renene.2020.10.067 – volume: 137 start-page: 11 year: 2016 ident: 10.1016/j.apenergy.2024.125091_bb0105 article-title: Sensitivity analysis of urban morphology factors regarding solar energy potential of buildings in a Brazilian tropical context publication-title: Sol Energy doi: 10.1016/j.solener.2016.07.053 – volume: 189 year: 2024 ident: 10.1016/j.apenergy.2024.125091_bb0040 article-title: A comprehensive review on geomembrane systems application in hydropower publication-title: Renew Sust Energ Rev doi: 10.1016/j.rser.2023.113951 – volume: 77 year: 2022 ident: 10.1016/j.apenergy.2024.125091_bb0305 article-title: An integrated data mining-based approach to identify key building and urban features of different energy usage levels publication-title: Sustain Cities Soc doi: 10.1016/j.scs.2021.103576 – year: 2021 ident: 10.1016/j.apenergy.2024.125091_bb0220 article-title: Nanjing urban & rural construction committee publication-title: Nanjing Green Build Demonstrat Project Manage Measures – volume: 161 start-page: 47 year: 2018 ident: 10.1016/j.apenergy.2024.125091_bb0325 article-title: A comparison of two light-redirecting fenestration systems using a modified modeling technique for radiance 3-phase method simulations publication-title: Sol Energy doi: 10.1016/j.solener.2017.12.020 – volume: 196 start-page: 124 year: 2019 ident: 10.1016/j.apenergy.2024.125091_bb0235 article-title: The effect of neighbourhood-level urban form on residential building energy use: a GIS-based model using building energy benchmarking data in Seattle publication-title: Energ Build doi: 10.1016/j.enbuild.2019.05.018 – volume: 181 year: 2020 ident: 10.1016/j.apenergy.2024.125091_bb0285 article-title: Identifying key determinants for building energy analysis from urban building datasets publication-title: Build Environ doi: 10.1016/j.buildenv.2020.107114 |
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