This dataset is a spatial grid data of permafrost temperature in the Kamalan River Basin of the Dongpo Tahe area in the Greater Khingan Range of Northeast China. The grid unit values represent the permafrost temperature. The dataset is based on the measured ground temperature data obtained from on-site mechanical/manual drilling and exploration pits in the research area, and integrates multi-source environmental spatial datasets such as climate, soil, and terrain obtained from the Google Earth Engine (GEE) platform and authoritative data sources as model prediction variables. By using Python and ArcGIS to complete the preprocessing process of environmental factor format conversion, WGS84 coordinate system spatial registration, target resolution resampling, and normalization, based on three core factors: terrain (elevation, slope, aspect, terrain undulation, terrain humidity index, terrain position index, etc.), soil (soil texture, land cover, bedrock burial depth), and meteorology (temperature, precipitation, freeze-thaw index), the geothermal gradient model, environmental similarity model, and random forest algorithm are comprehensively used to invert and generate the spatial distribution products of permafrost temperature at the scale of the study area. To ensure data reliability, a five fold cross validation was used to evaluate the prediction accuracy of the random forest model, and ArcGIS was used for grid data visualization verification and spatial logic analysis to ensure that the spatial distribution of permafrost temperature conforms to the regional permafrost distribution pattern and has no significant outliers. This dataset can provide key basic data support for simulating hydrological processes, ecological environment assessment, and engineering construction planning in cold regions.
| collect time | 2023/07/01 - 2024/09/30 |
|---|---|
| collect place | Kamaran River Basin on the East Slope of Daxing'an Mountains |
| data size | 21.1 MiB |
| data format | *.tif |
| Data spatial resolution (/ M) | 30m |
| Data time resolution | |
| Coordinate system | WGS84 |
Field sampling data: Ground temperature measurement data obtained from on-site mechanical/manual drilling and exploration pits in the Kamaran River Basin on the east slope of the Greater Khingan Range.
Environmental data: sourced from multi-source spatial datasets such as climate, soil, and terrain downloaded from the Google Earth Engine (GEE) platform and authoritative websites, used as model predictive variables.
Preprocess all environmental factor data using Python and ArcGIS, including format conversion, spatial registration (unified to WGS84 coordinate system), resampling (to target resolution), and normalization. Based on terrain factors (elevation, slope, aspect, terrain undulation, terrain humidity index, terrain position index, etc.), soil factors (soil texture, land cover, bedrock burial depth), and meteorological factors (temperature, precipitation, freeze-thaw index) data, the study area scale permafrost temperature map is obtained through methods such as geothermal gradient model, environmental similarity model, and random forest.
Model validation: The five fold cross validation method is used to evaluate the prediction accuracy of the random forest model and ensure its reliability.
Spatial consistency check: Use ArcGIS to visually check and logically analyze the generated raster data, ensuring that the spatial distribution of permafrost temperature conforms to the regional permafrost distribution pattern and has no significant outliers.
| # | number | name | type |
| 1 | 2022FY100700 | Survey of Permafrost Conditions and Freeze-Thaw Damage in the High-Latitude Regions of Northeast China | Basic Resource Survey Project |
This work is licensed under
CC BY 4.0 (Creative Commons Attribution 4.0 International License).
| # | title | file size |
|---|---|---|
| 1 | 大兴安岭东坡塔河地区卡马兰河流域30m多年冻土温度图(2023-2024年).png | 438.9 KiB |
| 2 | 大兴安岭东坡塔河地区卡马兰河流域30m多年冻土温度图(2023-2024年).tif | 20.2 MiB |
| 3 | 大兴安岭东坡塔河地区卡马兰河流域30m多年冻土温度图(2023-2024年)_元数据.doc | 489.0 KiB |
| 4 | 大兴安岭东坡塔河地区卡马兰河流域30m多年冻土温度图(2023-2024年)_说明文档.docx | 24.6 KiB |
Kamaran River Basin on the East Slope of Daxing'an Mountains
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