通过机器学习方法改善了海南典型农业土壤中重金属度的预测
1School of Ecology, Hainan University, China; Hainan Research Academy of Environmental Sciences, China.
Ecotoxicology and environmental safety
|January 30, 2026
概括
用于预测土壤重金属 (HMs) 的机器学习模型通过结合空间分层异质性 (SHI) 和母材料 (PMI) 来改进. 这些因素提高了模型的准确性,并为环境监测和风险管理提供了洞察力.
科学领域:
- 环境科学 环境科学
- 地质化学 地质化学
- 数据科学数据科学数据科学
背景情况:
- 机器学习 (ML) 越来越多地用于对土壤重金属 (HM) 进行建模.
- 现有的研究往往忽略了空间分层异质性 (SHI) 和母材料 (PMI) 影响.
- 准确的HM预测对于环境监测和风险评估至关重要.
研究的目的:
- 评估SHI和PMI对ML模型准确性的影响,用于预测土壤HMs.
- 评估SHI,PMI和其他因素在HM分布中的相对重要性.
- 为了比较不同土地使用类型的HM度.
主要方法:
- 应用了包含SHI和PMI的10ML模型.
- 计算的空间分层异质性指数 (SHI) 和母材料指数 (PMI).
- 在各种土地使用类型中分析了HM度 (Cr,Cu,Ni,Pb).
主要成果:
- SHI显著提高了ML模型的准确性 (0.7060.954).
- PMI对表层土壤的HM度和模型重要性产生了很大的影响.
- 田显示较低的Cr,Cu,Ni,但比旱地和果园更高的Pb.
结论:
- 整合SHI和PMI可以提高ML模型的性能,用于土壤HM预测.
- PMI是地表土壤HM分布的关键驱动力.
- 土地利用显著影响HM档案,对有针对性的环境管理产生影响.
相关概念视频
The Soil Ecosystem
24.8K
Plants obtain inorganic minerals and water from the soil, which acts as a natural medium for land plants. The composition and quality of soil depend not only on the chemical constituents but also on the presence of living organisms. In general, soils contain three major components:
24.8K
Metallic Solids
20.6K
Metallic solids such as crystals of copper, aluminum, and iron are formed by metal atoms. The structure of metallic crystals is often described as a uniform distribution of atomic nuclei within a “sea” of delocalized electrons. The atoms within such a metallic solid are held together by a unique force known as metallic bonding that gives rise to many useful and varied bulk properties.
All metallic solids exhibit high thermal and electrical conductivity, metallic luster, and malleability....
All metallic solids exhibit high thermal and electrical conductivity, metallic luster, and malleability....
20.6K
Typical Model Studies
635
Fluid mechanics model studies often utilize scaled-down systems to predict fluid behavior in full-scale environments, such as river flows, dam spillways, and structures interacting with open surfaces. Maintaining Froude number similarity in river models is crucial, as it replicates surface flow features like wave patterns and velocities.
635
Bonding in Metals
52.4K
Metallic bonds are formed between two metal atoms. A simplified model to describe metallic bonding has been developed by Paul Drüde called the “Electron Sea Model”.
52.4K
Alkali Metals
24.6K
Group 1 elements are soft and shiny metallic solids. They are malleable, ductile, and good conductors of heat and electricity. The melting points of the alkali metals are unusually low for metals and decrease going down the group, while the density increases going down the group with the exception of potassium (Table 1).
Table 1: Properties of the alkali metals
Table 1: Properties of the alkali metals
24.6K
Microorganisms in Agriculture and Food industry
1.5K
Microorganisms play a crucial role in agriculture and the food industry, contributing to soil fertility, crop protection, and food production. Their functions range from nitrogen fixation and biopesticide production to fermentation and food preservation, making them indispensable to sustainable farming and food safety.Role in AgricultureNitrogen-fixing bacteria, such as Rhizobium (symbiotic) and Azotobacter (free-living), convert atmospheric nitrogen into ammonia through biological nitrogen...
1.5K


