Under the leadership of the C40 Cities Climate Leadership Group (C40), approximately 1100 global cities have signed to reach net-zero emissions by 2050. Accurate greenhouse gas emission calculations at the city-scale have become critical. This study forms a bridge between the two emission calculation methods: (a) the city-scale accounting used by C40 cities-the Global Protocol for Community-Scale Greenhouse Gas Emission Inventories (GPC) and (b) the global-scale gridded datasets used by the research community-the Emission Database for Global Atmospheric Research (EDGAR) and Open-Source Data Inventory for Anthropogenic CO2 (ODIAC). For the emission magnitudes of 78 C40 cities, we find good correlations between the GPC and EDGAR (R (2) = 0.80) and the GPC and ODIAC (R (2) = 0.72). Regionally, African cities show the largest variability in the three emission estimates. For the emission trends, the standard deviation of the differences is +/- 4.7% yr(-1) for EDGAR vs. GPC and is +/- 3.9% yr(-1) for ODIAC vs. GPC: a factor of similar to 2 larger than the trends that many C40 cities pledged (net-zero by 2050 from 2010, or -2.5% yr(-1)). To examine the source of discrepancies in the emission datasets, we assess the impact of spatial resolutions of EDGAR (0.1 degrees) and ODIAC (1 km) on estimating varying-sized cities' emissions. Our analysis shows that the coarser resolution of EDGAR can artificially decrease emissions by 13% for cities smaller than 1000 km(2). We find that data quality of emission factors (EFs) used in GPC inventories vary regionally: the highest quality for European and North American and the lowest for African and Latin American cities. Our study indicates that the following items should be prioritized to reduce the discrepancies between the two emission calculation methods: (a) implementing local-specific/up-to-date EFs in GPC inventories, (b) keeping the global power plant database current, and (c) incorporating satellite-derived CO2 datasets (i.e. NASA OCO-3).
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China Univ Min & Technol, Sch Environm & Spatial Informat, Xuzhou 221116, Jiangsu, Peoples R ChinaChina Univ Min & Technol, Sch Environm & Spatial Informat, Xuzhou 221116, Jiangsu, Peoples R China
Jin, Chunlin
Xue, Yong
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China Univ Min & Technol, Sch Environm & Spatial Informat, Xuzhou 221116, Jiangsu, Peoples R China
Univ Derby, Sch Comp & Engn, Derby DE22 1GB, EnglandChina Univ Min & Technol, Sch Environm & Spatial Informat, Xuzhou 221116, Jiangsu, Peoples R China
Xue, Yong
Yuan, Tao
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China Univ Min & Technol, Sch Environm & Spatial Informat, Xuzhou 221116, Jiangsu, Peoples R ChinaChina Univ Min & Technol, Sch Environm & Spatial Informat, Xuzhou 221116, Jiangsu, Peoples R China
Yuan, Tao
Zhao, Liang
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China Univ Min & Technol, Sch Environm & Spatial Informat, Xuzhou 221116, Jiangsu, Peoples R ChinaChina Univ Min & Technol, Sch Environm & Spatial Informat, Xuzhou 221116, Jiangsu, Peoples R China
Zhao, Liang
Jiang, Xingxing
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China Univ Min & Technol, Sch Environm & Spatial Informat, Xuzhou 221116, Jiangsu, Peoples R ChinaChina Univ Min & Technol, Sch Environm & Spatial Informat, Xuzhou 221116, Jiangsu, Peoples R China
Jiang, Xingxing
Sun, Yuxin
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China Univ Min & Technol, Sch Environm & Spatial Informat, Xuzhou 221116, Jiangsu, Peoples R ChinaChina Univ Min & Technol, Sch Environm & Spatial Informat, Xuzhou 221116, Jiangsu, Peoples R China
Sun, Yuxin
Wu, Shuhui
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机构:
China Univ Min & Technol, Sch Environm & Spatial Informat, Xuzhou 221116, Jiangsu, Peoples R China
China Univ Min & Technol, Artificial Intelligence Res Inst, Xuzhou 221116, Jiangsu, Peoples R ChinaChina Univ Min & Technol, Sch Environm & Spatial Informat, Xuzhou 221116, Jiangsu, Peoples R China
Wu, Shuhui
Wang, Xiangkai
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China Univ Min & Technol, Sch Environm & Spatial Informat, Xuzhou 221116, Jiangsu, Peoples R ChinaChina Univ Min & Technol, Sch Environm & Spatial Informat, Xuzhou 221116, Jiangsu, Peoples R China
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Univ Paris Saclay, CEA CNRS UVSQ, LSCE IPSL, Lab Sci Climat & Environm, Gif Sur Yvette, FranceUniv Paris Saclay, CEA CNRS UVSQ, LSCE IPSL, Lab Sci Climat & Environm, Gif Sur Yvette, France
Chevallier, Frederic
Broquet, Gregoire
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Univ Paris Saclay, CEA CNRS UVSQ, LSCE IPSL, Lab Sci Climat & Environm, Gif Sur Yvette, FranceUniv Paris Saclay, CEA CNRS UVSQ, LSCE IPSL, Lab Sci Climat & Environm, Gif Sur Yvette, France
Broquet, Gregoire
Zheng, Bo
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Tsinghua Univ, Tsinghua Shenzhen Int Grad Sch, Inst Environm Ecol, Shenzhen, Peoples R ChinaUniv Paris Saclay, CEA CNRS UVSQ, LSCE IPSL, Lab Sci Climat & Environm, Gif Sur Yvette, France
Zheng, Bo
Ciais, Philippe
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Univ Paris Saclay, CEA CNRS UVSQ, LSCE IPSL, Lab Sci Climat & Environm, Gif Sur Yvette, FranceUniv Paris Saclay, CEA CNRS UVSQ, LSCE IPSL, Lab Sci Climat & Environm, Gif Sur Yvette, France
Ciais, Philippe
Eldering, Annmarie
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CALTECH, Jet Propuls Lab, Pasadena, CA 91125 USAUniv Paris Saclay, CEA CNRS UVSQ, LSCE IPSL, Lab Sci Climat & Environm, Gif Sur Yvette, France
机构:
Environm Canada, Div Climate Res, Toronto, ON M3H 5T4, CanadaEnvironm Canada, Div Climate Res, Toronto, ON M3H 5T4, Canada
Nassar, Ray
Napier-Linton, Louis
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Environm Canada, Div Climate Res, Toronto, ON M3H 5T4, Canada
Univ Waterloo, Dept Phys, Waterloo, ON N2L 3G1, CanadaEnvironm Canada, Div Climate Res, Toronto, ON M3H 5T4, Canada
Napier-Linton, Louis
Gurney, Kevin R.
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Arizona State Univ, Sch Life Sci, Tempe, AZ USAEnvironm Canada, Div Climate Res, Toronto, ON M3H 5T4, Canada
Gurney, Kevin R.
Andres, Robert J.
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Oak Ridge Natl Lab, Oak Ridge, TN USAEnvironm Canada, Div Climate Res, Toronto, ON M3H 5T4, Canada
Andres, Robert J.
Oda, Tomohiro
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机构:
Colorado State Univ, Ft Collins, CO 80523 USA
NOAA, Global Monitoring Div, Earth Syst Res Lab, Boulder, CO USAEnvironm Canada, Div Climate Res, Toronto, ON M3H 5T4, Canada
Oda, Tomohiro
Vogel, Felix R.
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Environm Canada, Div Climate Res, Toronto, ON M3H 5T4, CanadaEnvironm Canada, Div Climate Res, Toronto, ON M3H 5T4, Canada
Vogel, Felix R.
Deng, Feng
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机构:
Univ Toronto, Dept Phys, Toronto, ON, CanadaEnvironm Canada, Div Climate Res, Toronto, ON M3H 5T4, Canada
机构:
Arizona State Univ, Sch Life Sci, Tempe, AZ 85287 USAArizona State Univ, Sch Life Sci, Tempe, AZ 85287 USA
Asefi-Najafabady, S.
Rayner, P. J.
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Univ Melbourne, Sch Earth Sci, Melbourne, Vic, AustraliaArizona State Univ, Sch Life Sci, Tempe, AZ 85287 USA
Rayner, P. J.
Gurney, K. R.
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机构:
Arizona State Univ, Sch Life Sci, Tempe, AZ 85287 USA
Arizona State Univ, Global Inst Sustainabil, Tempe, AZ USAArizona State Univ, Sch Life Sci, Tempe, AZ 85287 USA
Gurney, K. R.
McRobert, A.
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Univ Melbourne, Sch Earth Sci, Melbourne, Vic, AustraliaArizona State Univ, Sch Life Sci, Tempe, AZ 85287 USA
McRobert, A.
Song, Y.
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机构:
Arizona State Univ, Sch Life Sci, Tempe, AZ 85287 USAArizona State Univ, Sch Life Sci, Tempe, AZ 85287 USA
Song, Y.
Coltin, K.
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Arizona State Univ, Sch Life Sci, Tempe, AZ 85287 USAArizona State Univ, Sch Life Sci, Tempe, AZ 85287 USA
Coltin, K.
Huang, J.
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Arizona State Univ, Sch Life Sci, Tempe, AZ 85287 USAArizona State Univ, Sch Life Sci, Tempe, AZ 85287 USA
Huang, J.
Elvidge, C.
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NOAA, Natl Geophys Data Ctr, Boulder, CO 80303 USAArizona State Univ, Sch Life Sci, Tempe, AZ 85287 USA
Elvidge, C.
Baugh, K.
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NOAA, Natl Geophys Data Ctr, Boulder, CO 80303 USAArizona State Univ, Sch Life Sci, Tempe, AZ 85287 USA
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Chinese Acad Sci, Aerosp Informat Res Inst, Key Lab Digital Earth Sci, Beijing 100094, Peoples R China
Univ Chinese Acad Sci, Beijing 100049, Peoples R ChinaChinese Acad Sci, Aerosp Informat Res Inst, Key Lab Digital Earth Sci, Beijing 100094, Peoples R China
Zhang, Shaoqing
Lei, Liping
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Chinese Acad Sci, Aerosp Informat Res Inst, Key Lab Digital Earth Sci, Beijing 100094, Peoples R ChinaChinese Acad Sci, Aerosp Informat Res Inst, Key Lab Digital Earth Sci, Beijing 100094, Peoples R China
Lei, Liping
Sheng, Mengya
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Chinese Acad Sci, Aerosp Informat Res Inst, Key Lab Digital Earth Sci, Beijing 100094, Peoples R China
Univ Chinese Acad Sci, Beijing 100049, Peoples R ChinaChinese Acad Sci, Aerosp Informat Res Inst, Key Lab Digital Earth Sci, Beijing 100094, Peoples R China
Sheng, Mengya
Song, Hao
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机构:
China Univ Geosci Beijing, Sch Earth Sci & Resources, Beijing 100049, Peoples R ChinaChinese Acad Sci, Aerosp Informat Res Inst, Key Lab Digital Earth Sci, Beijing 100094, Peoples R China
Song, Hao
Li, Luman
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机构:
Chinese Acad Sci, Aerosp Informat Res Inst, Key Lab Digital Earth Sci, Beijing 100094, Peoples R China
Univ Chinese Acad Sci, Beijing 100049, Peoples R ChinaChinese Acad Sci, Aerosp Informat Res Inst, Key Lab Digital Earth Sci, Beijing 100094, Peoples R China
Li, Luman
Guo, Kaiyuan
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Chinese Acad Sci, Aerosp Informat Res Inst, Key Lab Digital Earth Sci, Beijing 100094, Peoples R China
Univ Chinese Acad Sci, Beijing 100049, Peoples R ChinaChinese Acad Sci, Aerosp Informat Res Inst, Key Lab Digital Earth Sci, Beijing 100094, Peoples R China
Guo, Kaiyuan
Ma, Caihong
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Chinese Acad Sci, Aerosp Informat Res Inst, Key Lab Digital Earth Sci, Beijing 100094, Peoples R ChinaChinese Acad Sci, Aerosp Informat Res Inst, Key Lab Digital Earth Sci, Beijing 100094, Peoples R China
Ma, Caihong
Liu, Liangyun
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Chinese Acad Sci, Aerosp Informat Res Inst, Key Lab Digital Earth Sci, Beijing 100094, Peoples R ChinaChinese Acad Sci, Aerosp Informat Res Inst, Key Lab Digital Earth Sci, Beijing 100094, Peoples R China
Liu, Liangyun
Zeng, Zhaocheng
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机构:
Peking Univ, Sch Earth & Space Sci, Beijing 100049, Peoples R ChinaChinese Acad Sci, Aerosp Informat Res Inst, Key Lab Digital Earth Sci, Beijing 100094, Peoples R China