空间数据科学

Spatial Data Science

以 GIS、空间统计与遥感处理方法连接土地、城市和土壤研究。

Research overview

以空间数据处理、空间统计和遥感分析为方法基础，连接土地、城市与土壤研究；已发表研究亦涉及机器学习、SHAP 和多源遥感。

Research questions

如何将不同来源、尺度与空间单元的数据组织为可分析的研究资料？
怎样识别空间差异，并解释模型中的关联因素？

Projects

相关论文

2026已发表

Quantifying the impact of spatial form on operational carbon emissions in high-rise residential districts: A Bayesian optimization and SHAP framework

Liu, Y., Li, Y. , Peng, Z., Mamat, A., & Zang, D.

Buildings, 16(19), 3951

BibTeX ↓Scholar 检索 ↗通讯作者

2026已发表

Automated gully erosion extraction in the typical black soil region of Northeast China using a deep learning approach based on multi-source remote sensing data

Zhang, S., Meng, X., Zhang, G., Dai, X., Yu, Y., Li, Y. , ... & Liu, H.

Catena, 263, 109748

BibTeX ↓Scholar 检索 ↗参与作者

2026已发表

Spatial differentiation characteristics of the soil health index in Heilongjiang Province, China and implications for zonal management

Zhao, J., Yan, Z., Li, Y. , Mei, X., & Zheng, S.

Sustainability, 18(8), 3693

BibTeX ↓Scholar 检索 ↗参与作者

2025已发表

Climatic and topographic controls on soil organic carbon distribution across continents

Li, Y. , Zheng, S., Meng, X., Wang, L., Yu, Y., Zhang, Y., ... & Luo, C.

Catena, 260, 109435

BibTeX ↓Scholar 检索 ↗Research →第一作者

2025已发表

Systematic identification of factors influencing the spatial distribution of soil organic matter in croplands within the black soil region of Northeastern China across multiple scales

Li, Y. , Zheng, S., Wang, L., Dai, X., Zang, D., Qi, B., ... & Liu, H.

Catena, 249, 108633

BibTeX ↓Scholar 检索 ↗Research →第一作者

2025已发表

Improving the accuracy of soil organic matter mapping in typical Planosol areas based on prior knowledge and probability hybrid model

Zang, D., Zhao, Y., Luo, C., Zhang, S., Dai, X., Li, Y. , & Liu, H.

Soil and Tillage Research, 246, 106358

BibTeX ↓Scholar 检索 ↗参与作者

2025已发表

Identifying optimal variables to predict soil organic carbon in sandy, saline, and black soil regions: Remote sensing, terrain, or climate factors?

Wang, L., Liu, H., Wang, X., Xu, X., He, L., Luo, C., Li, Y. , ... & Mei, X.

Remote Sensing, 17(2), 237

BibTeX ↓Scholar 检索 ↗参与作者

2024已发表

Cropland zoning based on district and county scales in the black soil region of northeastern China

Li, Y. , Wang, L., Yu, Y., Zang, D., Dai, X., & Zheng, S.

Sustainability, 16(8), 3341

BibTeX ↓Scholar 检索 ↗第一作者

Resources

研究资源

Resource

Google Earth Engine

遥感与地理空间数据分析平台的官方文档。

Official resource ↗

Resource

GeoDa

空间数据分析与空间统计软件的官方资源入口。

Official resource ↗

Resource

QGIS

开源 GIS 平台的官方网站与文档入口。

Official resource ↗

Spatial Data Science

Research overview

Research questions

相关研究

城市更新与土地供应

黑土区土壤有机质的多尺度空间识别

气候、地形与跨洲土壤有机碳分布

相关论文

Quantifying the impact of spatial form on operational carbon emissions in high-rise residential districts: A Bayesian optimization and SHAP framework

Automated gully erosion extraction in the typical black soil region of Northeast China using a deep learning approach based on multi-source remote sensing data

Spatial differentiation characteristics of the soil health index in Heilongjiang Province, China and implications for zonal management

Climatic and topographic controls on soil organic carbon distribution across continents

Systematic identification of factors influencing the spatial distribution of soil organic matter in croplands within the black soil region of Northeastern China across multiple scales

Improving the accuracy of soil organic matter mapping in typical Planosol areas based on prior knowledge and probability hybrid model

Identifying optimal variables to predict soil organic carbon in sandy, saline, and black soil regions: Remote sensing, terrain, or climate factors?

Cropland zoning based on district and county scales in the black soil region of northeastern China

研究资源

Google Earth Engine

GeoDa

QGIS