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。

研究概述

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。

研究问题

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？

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

DOI: 10.3390/buildings16193951 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

DOI: 10.1016/j.catena.2025.109748 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

DOI: 10.3390/su18083693 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

DOI: 10.1016/j.catena.2025.109435 BibTeX ↓Scholar 检索相关研究第一作者

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

DOI: 10.1016/j.catena.2024.108633 BibTeX ↓Scholar 检索相关研究第一作者

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

DOI: 10.1016/j.still.2024.106358 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

DOI: 10.3390/rs17020237 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

DOI: 10.3390/su16083341 BibTeX ↓Scholar 检索第一作者

研究资源

Google Earth Engine

遥感与地理空间数据分析平台的官方文档。

官方网站

GeoDa

空间数据分析与空间统计软件的官方资源入口。

官方网站

QGIS

开源 GIS 平台的官方网站与文档入口。

官方网站