Articles | Volume 14, issue 7
https://doi.org/10.5194/essd-14-3273-2022
© Author(s) 2022. This work is distributed under
the Creative Commons Attribution 4.0 License.
the Creative Commons Attribution 4.0 License.
https://doi.org/10.5194/essd-14-3273-2022
© Author(s) 2022. This work is distributed under
the Creative Commons Attribution 4.0 License.
the Creative Commons Attribution 4.0 License.
Data description paper
| 
15 Jul 2022
Data description paper |
| 15 Jul 2022
| 15 Jul 2022
GPRChinaTemp1km: a high-resolution monthly air temperature data set for China (1951–2020) based on machine learning
Qian He
Academy of Disaster Reduction and Emergency Management, Beijing
Normal University, 100875 Beijing, China
Faculty of Geographical Science, Beijing Normal University, 100875
Beijing, China
Ming Wang
CORRESPONDING AUTHOR
Academy of Disaster Reduction and Emergency Management, Beijing
Normal University, 100875 Beijing, China
School of National Safety and Emergency Management, Beijing Normal
University, 100875 Beijing, China
Kai Liu
Academy of Disaster Reduction and Emergency Management, Beijing
Normal University, 100875 Beijing, China
School of National Safety and Emergency Management, Beijing Normal
University, 100875 Beijing, China
Kaiwen Li
Academy of Disaster Reduction and Emergency Management, Beijing
Normal University, 100875 Beijing, China
Faculty of Geographical Science, Beijing Normal University, 100875
Beijing, China
Ziyu Jiang
Academy of Disaster Reduction and Emergency Management, Beijing
Normal University, 100875 Beijing, China
Faculty of Geographical Science, Beijing Normal University, 100875
Beijing, China
Viewed
Total article views: 5,137 (including HTML, PDF, and XML)
Cumulative views and downloads
(calculated since 09 Dec 2021)
| HTML | XML | Total | Supplement | BibTeX | EndNote | |
|---|---|---|---|---|---|---|
| 4,221 | 811 | 105 | 5,137 | 240 | 65 | 97 |
- HTML: 4,221
- PDF: 811
- XML: 105
- Total: 5,137
- Supplement: 240
- BibTeX: 65
- EndNote: 97
Total article views: 4,017 (including HTML, PDF, and XML)
Cumulative views and downloads
(calculated since 15 Jul 2022)
| HTML | XML | Total | Supplement | BibTeX | EndNote | |
|---|---|---|---|---|---|---|
| 3,445 | 503 | 69 | 4,017 | 145 | 55 | 81 |
- HTML: 3,445
- PDF: 503
- XML: 69
- Total: 4,017
- Supplement: 145
- BibTeX: 55
- EndNote: 81
Total article views: 1,120 (including HTML, PDF, and XML)
Cumulative views and downloads
(calculated since 09 Dec 2021)
| HTML | XML | Total | Supplement | BibTeX | EndNote | |
|---|---|---|---|---|---|---|
| 776 | 308 | 36 | 1,120 | 95 | 10 | 16 |
- HTML: 776
- PDF: 308
- XML: 36
- Total: 1,120
- Supplement: 95
- BibTeX: 10
- EndNote: 16
Viewed (geographical distribution)
Total article views: 5,137 (including HTML, PDF, and XML)
Thereof 4,876 with geography defined
and 261 with unknown origin.
Total article views: 4,017 (including HTML, PDF, and XML)
Thereof 3,831 with geography defined
and 186 with unknown origin.
Total article views: 1,120 (including HTML, PDF, and XML)
Thereof 1,045 with geography defined
and 75 with unknown origin.
| Country | # | Views | % |
|---|
| Country | # | Views | % |
|---|
| Country | # | Views | % |
|---|
| Total: | 0 |
| HTML: | 0 |
| PDF: | 0 |
| XML: | 0 |
- 1
1
| Total: | 0 |
| HTML: | 0 |
| PDF: | 0 |
| XML: | 0 |
- 1
1
| Total: | 0 |
| HTML: | 0 |
| PDF: | 0 |
| XML: | 0 |
- 1
1
Cited
30 citations as recorded by crossref.
- Evaluation of TerraClimate gridded data in investigating the changes of reference evapotranspiration in different climates of Iran K. Solaimani & S. Bararkhanpour Ahmadi 10.1016/j.ejrh.2024.101678
- Analyzing the environmental evolution of the Tibetan Plateau based on open-source data K. Zou et al. 10.1051/e3sconf/202336901002
- Dynamic Vegetation Responses to Climate and Land Use Changes over the Inner Mongolia Reach of the Yellow River Basin, China T. Liu et al. 10.3390/rs15143531
- HRLT: a high-resolution (1 d, 1 km) and long-term (1961–2019) gridded dataset for surface temperature and precipitation across China R. Qin et al. 10.5194/essd-14-4793-2022
- Analysis of Spatial and Temporal Trends of Vegetation Cover Evolution and Its Driving Forces from 2000 to 2020—A Case Study of the WuShen Counties in the Maowusu Sandland Z. Zhao et al. 10.3390/f15101762
- High-resolution grids of daily air temperature for Peru - the new PISCOt v1.2 dataset A. Huerta et al. 10.1038/s41597-023-02777-w
- Interaction effects of various impact factors on the snow over the Yangtze and Yellow River Headwater Region, China J. Li et al. 10.1016/j.ecolind.2024.112330
- Prediction of forest fire occurrence in China under climate change scenarios Y. Shao et al. 10.1007/s11676-023-01605-6
- Diminished water yield coefficient of glacial catchments in Northwest China J. Liu et al. 10.1016/j.ejrh.2024.102092
- Identifying regional hotspots of heatwaves, droughts, floods, and their co-occurrences M. Vieira Passos et al. 10.1007/s00477-024-02783-3
- Earlier Precipitation Enhances Dryland Annual Primary Production H. Zhao et al. 10.1029/2022JG007127
- Post-fire vegetation dynamic patterns and drivers in Greater Hinggan Mountains: Insights from long-term remote sensing data analysis B. Jiang et al. 10.1016/j.ecoinf.2024.102850
- Prediction of Wildfire Occurrence in the Southern Forest Regions of China in the Future Scenario J. Li et al. 10.3390/f15112029
- Spatiotemporal simulation and projection of soil erosion as affected by climate change in Northeast China Z. Liu et al. 10.1016/j.jag.2024.104305
- GloUTCI-M: a global monthly 1 km Universal Thermal Climate Index dataset from 2000 to 2022 Z. Yang et al. 10.5194/essd-16-2407-2024
- Analysis of Spatial and Temporal Changes in Vegetation Cover and Driving Forces in the Wuding River Basin, Loess Plateau H. Zhang et al. 10.3390/f15010082
- Increased background precipitation masks the moisture deficit caused by crop greening in Northeast China L. Yu et al. 10.1016/j.jhydrol.2023.129857
- 1 km monthly precipitation and temperatures dataset for China from 1952 to 2019 based on new baseline climatology surfaces H. Gong et al. 10.1016/j.scitotenv.2023.167613
- Optimizing geothermal reservoir modeling: A unified bayesian PSO and BiGRU approach for precise history matching under uncertainty J. Ullah et al. 10.1016/j.geothermics.2024.102958
- Integrated assessment of potentially toxic elements in soil of the Kangdian metallogenic province: A two-point machine learning approach W. Yang et al. 10.1016/j.ecoenv.2024.116248
- Impacts of hydroelectric stations on vegetation phenology in the Lancang River Basin X. Hong et al. 10.1016/j.ecofro.2024.10.011
- A 4 km daily gridded meteorological dataset for China from 2000 to 2020 J. Zhang et al. 10.1038/s41597-024-04029-x
- The impact of long-term PM1 exposure on all-cause mortality and its interaction with BMI: A nationwide prospective cohort study in China J. Jiang et al. 10.1016/j.scitotenv.2023.168997
- HiTIC-Monthly: a monthly high spatial resolution (1 km) human thermal index collection over China during 2003–2020 H. Zhang et al. 10.5194/essd-15-359-2023
- Distinguishing natural and anthropogenic contributions to biological soil crust distribution in China's drylands Z. Wang et al. 10.1016/j.scitotenv.2023.168009
- High-resolution Standardized Precipitation Evapotranspiration Index (SPEI) reveals trends in drought and vegetation water availability in China Q. He et al. 10.1016/j.geosus.2024.08.007
- Phenological control of vegetation biophysical feedbacks to the regional climate L. Yu et al. 10.1016/j.geosus.2024.05.005
- Spatial and temporal analysis of drought resistance of different vegetation in the Ta-pieh Mountains based on multi-source data H. Li et al. 10.2166/wcc.2023.584
- Analysis of Spatial and Temporal Changes in Vegetation Cover and Driving Forces in the Yan River Basin, Loess Plateau Z. He et al. 10.3390/rs15174240
- Temporal and Spatial Assessment of Carbon Flux Dynamics: Evaluating Emissions and Sequestration in the Three Northern Protection Forest Project Areas Supported by Google Earth Engine Y. Shao et al. 10.3390/rs16050777
28 citations as recorded by crossref.
- Evaluation of TerraClimate gridded data in investigating the changes of reference evapotranspiration in different climates of Iran K. Solaimani & S. Bararkhanpour Ahmadi 10.1016/j.ejrh.2024.101678
- Analyzing the environmental evolution of the Tibetan Plateau based on open-source data K. Zou et al. 10.1051/e3sconf/202336901002
- Dynamic Vegetation Responses to Climate and Land Use Changes over the Inner Mongolia Reach of the Yellow River Basin, China T. Liu et al. 10.3390/rs15143531
- HRLT: a high-resolution (1 d, 1 km) and long-term (1961–2019) gridded dataset for surface temperature and precipitation across China R. Qin et al. 10.5194/essd-14-4793-2022
- Analysis of Spatial and Temporal Trends of Vegetation Cover Evolution and Its Driving Forces from 2000 to 2020—A Case Study of the WuShen Counties in the Maowusu Sandland Z. Zhao et al. 10.3390/f15101762
- High-resolution grids of daily air temperature for Peru - the new PISCOt v1.2 dataset A. Huerta et al. 10.1038/s41597-023-02777-w
- Interaction effects of various impact factors on the snow over the Yangtze and Yellow River Headwater Region, China J. Li et al. 10.1016/j.ecolind.2024.112330
- Prediction of forest fire occurrence in China under climate change scenarios Y. Shao et al. 10.1007/s11676-023-01605-6
- Diminished water yield coefficient of glacial catchments in Northwest China J. Liu et al. 10.1016/j.ejrh.2024.102092
- Identifying regional hotspots of heatwaves, droughts, floods, and their co-occurrences M. Vieira Passos et al. 10.1007/s00477-024-02783-3
- Earlier Precipitation Enhances Dryland Annual Primary Production H. Zhao et al. 10.1029/2022JG007127
- Post-fire vegetation dynamic patterns and drivers in Greater Hinggan Mountains: Insights from long-term remote sensing data analysis B. Jiang et al. 10.1016/j.ecoinf.2024.102850
- Prediction of Wildfire Occurrence in the Southern Forest Regions of China in the Future Scenario J. Li et al. 10.3390/f15112029
- Spatiotemporal simulation and projection of soil erosion as affected by climate change in Northeast China Z. Liu et al. 10.1016/j.jag.2024.104305
- GloUTCI-M: a global monthly 1 km Universal Thermal Climate Index dataset from 2000 to 2022 Z. Yang et al. 10.5194/essd-16-2407-2024
- Analysis of Spatial and Temporal Changes in Vegetation Cover and Driving Forces in the Wuding River Basin, Loess Plateau H. Zhang et al. 10.3390/f15010082
- Increased background precipitation masks the moisture deficit caused by crop greening in Northeast China L. Yu et al. 10.1016/j.jhydrol.2023.129857
- 1 km monthly precipitation and temperatures dataset for China from 1952 to 2019 based on new baseline climatology surfaces H. Gong et al. 10.1016/j.scitotenv.2023.167613
- Optimizing geothermal reservoir modeling: A unified bayesian PSO and BiGRU approach for precise history matching under uncertainty J. Ullah et al. 10.1016/j.geothermics.2024.102958
- Integrated assessment of potentially toxic elements in soil of the Kangdian metallogenic province: A two-point machine learning approach W. Yang et al. 10.1016/j.ecoenv.2024.116248
- Impacts of hydroelectric stations on vegetation phenology in the Lancang River Basin X. Hong et al. 10.1016/j.ecofro.2024.10.011
- A 4 km daily gridded meteorological dataset for China from 2000 to 2020 J. Zhang et al. 10.1038/s41597-024-04029-x
- The impact of long-term PM1 exposure on all-cause mortality and its interaction with BMI: A nationwide prospective cohort study in China J. Jiang et al. 10.1016/j.scitotenv.2023.168997
- HiTIC-Monthly: a monthly high spatial resolution (1 km) human thermal index collection over China during 2003–2020 H. Zhang et al. 10.5194/essd-15-359-2023
- Distinguishing natural and anthropogenic contributions to biological soil crust distribution in China's drylands Z. Wang et al. 10.1016/j.scitotenv.2023.168009
- High-resolution Standardized Precipitation Evapotranspiration Index (SPEI) reveals trends in drought and vegetation water availability in China Q. He et al. 10.1016/j.geosus.2024.08.007
- Phenological control of vegetation biophysical feedbacks to the regional climate L. Yu et al. 10.1016/j.geosus.2024.05.005
- Spatial and temporal analysis of drought resistance of different vegetation in the Ta-pieh Mountains based on multi-source data H. Li et al. 10.2166/wcc.2023.584
2 citations as recorded by crossref.
- Analysis of Spatial and Temporal Changes in Vegetation Cover and Driving Forces in the Yan River Basin, Loess Plateau Z. He et al. 10.3390/rs15174240
- Temporal and Spatial Assessment of Carbon Flux Dynamics: Evaluating Emissions and Sequestration in the Three Northern Protection Forest Project Areas Supported by Google Earth Engine Y. Shao et al. 10.3390/rs16050777
Latest update: 13 Dec 2024
Short summary
We used three machine learning models and determined that Gaussian process regression (GPR) is best suited to the interpolation of air temperature data for China. The GPR-derived results were compared with that of traditional interpolation techniques and existing data sets and it was found that the accuracy of the GPR-derived data was better. Finally, we generated a gridded monthly air temperature data set with 1 km resolution and high accuracy for China (1951–2020) using the GPR model.
We used three machine learning models and determined that Gaussian process regression (GPR) is...
Altmetrics
Final-revised paper
Preprint