Fig. 4.
Total OS emissions. A) Annual CO2 emissions for the OMI spatial domain from 2005 to 2020. GHGRP-reported CO2 emissions for the surface mining facilities (colored fill) and in situ facilities (gray fill). Top–down estimates (ΣEINV,T, ΣEINV,C, ΣEOMI,T, and ΣEOMI,C) calculated using measured ERs (ERT and ERC) and scaling with OMI-derived NOx (solid lines) and inventory NOx (dashed lines). The shaded regions represent the propagated uncertainty. The solid orange square is the 2013 top–down estimate for surface mining facilities from Liggio et al.. The open orange square adds the reported CO2 emissions from FBG + HTS + MACK to that estimate, and the upper error bar adds the mean top–down CO2 emissions calculated in this study. B) Mean total top–down (solid bars) and GHGRP-reported (hatched bars) CO2 emissions for the AOSR surface mining (teal) and in situ (peach) facilities with GHGRP-reported CH4 emissions from all AOSR facilities (dark pink). The 2018–2020 means are the means across the four separate totals calculated using measured ERs (ERT and ERC) and scaling with TROPOMI-derived and inventory NOx. The 2021 mean is the mean of the top–down estimates using TROPOMI-derived NOx only. The error bars represent the propagated uncertainty.

Total OS emissions. A) Annual CO2 emissions for the OMI spatial domain from 2005 to 2020. GHGRP-reported CO2 emissions for the surface mining facilities (colored fill) and in situ facilities (gray fill). Top–down estimates (ΣEINV,T, ΣEINV,C, ΣEOMI,T, and ΣEOMI,C) calculated using measured ERs (ERT and ERC) and scaling with OMI-derived NOx (solid lines) and inventory NOx (dashed lines). The shaded regions represent the propagated uncertainty. The solid orange square is the 2013 top–down estimate for surface mining facilities from Liggio et al.. The open orange square adds the reported CO2 emissions from FBG + HTS + MACK to that estimate, and the upper error bar adds the mean top–down CO2 emissions calculated in this study. B) Mean total top–down (solid bars) and GHGRP-reported (hatched bars) CO2 emissions for the AOSR surface mining (teal) and in situ (peach) facilities with GHGRP-reported CH4 emissions from all AOSR facilities (dark pink). The 2018–2020 means are the means across the four separate totals calculated using measured ERs (ERT and ERC) and scaling with TROPOMI-derived and inventory NOx. The 2021 mean is the mean of the top–down estimates using TROPOMI-derived NOx only. The error bars represent the propagated uncertainty.

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