中国高分辨率国家土壤信息格网基本属性数据集_90米土壤容重（2010-2018）

本数据集是全国范围的土壤容重高分辨率空间分布图。水平空间分辨率为90m，垂直方向包括六个土层深度：0-5, 5-15, 15-30, 30-60, 60-100, 100-200cm。该数据集是基于近年“我国土系调查与《中国土系志》编制项目”获得的土壤剖面样点，采用预测性土壤制图范式，利用地理信息与遥感技术对成土环境条件进行精细刻画和空间分析，研发自适应深度函数拟合方法，集成先进的集合式机器学习方法，生成了中国高分辨率系列土壤属性三维数字分布图及其不确定性分布。与现有土壤图和相关土壤数据集相比，显著提高了准确性和精细度，更好地表征了我国土壤属性的空间变异特征，可广泛应用于土壤、农业、生态、水文、气候、环境等多个学科领域，也是对“全球土壤制图科学计划”（GlobalSoilMap.net）的重要贡献。

This dataset is a national high-resolution spatial distribution map of soil bulk density. It has a horizontal spatial resolution of 90 meters, and covers six soil layer depths in the vertical dimension: 0–5 cm, 5–15 cm, 15–30 cm, 30–60 cm, 60–100 cm, and 100–200 cm.

This dataset was developed based on soil profile sampling points obtained from the recent "National Soil Series Survey and Compilation of China Soil Series Annals" project. Adopting the predictive soil mapping paradigm, it uses geographic information and remote sensing technologies to finely characterize and spatially analyze soil-forming environmental conditions, develops an adaptive deep function fitting method, integrates advanced ensemble machine learning approaches, and generates high-resolution three-dimensional digital distribution maps of a series of soil properties across China along with their corresponding uncertainty distributions.

Compared with existing soil maps and related soil datasets, this work significantly enhances both accuracy and spatial detail, better characterizes the spatial variability of soil properties in China, and can be widely applied in multiple disciplines including soil science, agriculture, ecology, hydrology, climatology and environmental science. It also represents an important contribution to the Global Soil Mapping Science Program (GlobalSoilMap.net).

搜集汇总

背景与挑战

背景概述

该数据集是中国高分辨率土壤容重空间分布图，覆盖全国范围，时间跨度为2010-2018年，水平空间分辨率为90米，并包含六个垂直土层深度（0-5cm至100-200cm）。它基于大量土壤剖面调查数据，采用先进的预测性土壤制图和机器学习方法生成，显著提高了土壤属性空间变异的表征精度，适用于土壤学、农业、生态等多个研究领域。