File:Comparisons between four fire emission inventories.webp
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[edit]DescriptionComparisons between four fire emission inventories.webp |
English: "a, Correlation matrix showing the Pearson correlations between station observed all-source daily PM2.5, and GEOS-Chem simulated and machine learning (ML) estimated all-source PM2.5 based on different fire emission inventories in 2012. b, Correlation matrix showing the Pearson correlations between GEOS-Chem simulated and ML estimated fire-sourced PM2.5 based on different fire emission inventories in 2012. c, Correlation matrix showing the Pearson correlations between station observed all-source daily O3, and GEOS-Chem simulated and ML estimated all-source O3 based on different fire emission inventories in 2012. d, Correlation matrix showing the Pearson correlations between GEOS-Chem simulated and ML estimated fire-sourced O3 based on different fire emission inventories in 2012. e, Table showing the performance of GEOS-Chem outputs and machine learning estimates based on different fire emission inventories in 2012 in validation against station observed daily all-source PM2.5, all-source O3 and smoke PM2.5. RMSE, root mean squared error, in µg/m3. For all the panels in this figure, the ML estimates were based on the ML model trained in out-of-sample stations (according to the 10-fold spatial cross-validation). For each specific fire emission inventory (e.g., FINN), the ML predictors include corresponding GEOS-Chem simulated all-source PM2.5 or O3 (e.g., the FINN GEOS-Chem all-source PM2.5) and other predictors mentioned in equation 1 (or 2) in the Methods section." |
Date | |
Source | https://www.nature.com/articles/s41586-023-06398-6 |
Author | Authors of the study: Rongbin Xu, Tingting Ye, Xu Yue, Zhengyu Yang, Wenhua Yu, Yiwen Zhang, Michelle L. Bell, Lidia Morawska, Pei Yu, Yuxi Zhang, Yao Wu, Yanming Liu, Fay Johnston, Yadong Lei, Michael J. Abramson, Yuming Guo & Shanshan Li |
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current | 23:28, 18 November 2023 | 2,026 × 2,521 (310 KB) | Prototyperspective (talk | contribs) | Uploaded a work by Authors of the study: Rongbin Xu, Tingting Ye, Xu Yue, Zhengyu Yang, Wenhua Yu, Yiwen Zhang, Michelle L. Bell, Lidia Morawska, Pei Yu, Yuxi Zhang, Yao Wu, Yanming Liu, Fay Johnston, Yadong Lei, Michael J. Abramson, Yuming Guo & Shanshan Li from https://www.nature.com/articles/s41586-023-06398-6 with UploadWizard |
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