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Digital Mapping of Soil Organic Carbon


Digital Mapping of Soil Organic Carbon Using Machine Learning ...

Soil Organic Carbon (SOC) is a crucial indicator of ecosystem health and soil quality. Machine learning (ML) models that predict soil ...

Developing a digital mapping of soil organic carbon on a national ...

This work compared the predictive capabilities of the hybrid models with individual PLSR models and RF models in mapping SOC content using Sentinel-2 data.

Digital Mapping of Soil Carbon - ScienceDirect.com

Soil carbon has been mapped using digital soil mapping technology at field, regional, national and continental scales with a sampling density from 0.002 to 1100 ...

Digital Mapping of Agricultural Soil Organic Carbon Using ... - Frontiers

This review suggests digital soil mapping efforts can be improved through greater use of data representing soil type and parent material.

Full article: Digital mapping of soil organic carbon stocks in the forest ...

In this study, the Random Forest (RF) algorithm was used to map SOC stocks of topsoil (0–15 cm) in forest lands of the Dominican Republic. The ...

Improving soil organic carbon mapping in farmlands using machine ...

Obtaining accurate spatial maps of soil organic carbon (SOC) in farmlands is crucial for assessing soil quality and achieving precision ...

Machine learning-based digital mapping of soil organic carbon and ...

This study integrates soil-forming factors of the scorpan model to map soil organic carbon (SOC) and soil texture in the mid-Himalayas.

Digital Mapping of Soil Organic Carbon Based on Machine Learning ...

In the last two decades, machine learning (ML) methods have been widely used in digital soil mapping (DSM), but the regression kriging (RK) ...

Chapter One – Digital Mapping of Soil Carbon

These maps were used by Milne et al. (2007) in the. Global Environment Facility Soil Organic Carbon modeling system to map future SOC stock changes in Brazilian ...

Digital mapping of soil organic carbon density in China using an ...

The soil organic carbon stock (SOCS) is considered as one of the largest carbon reservoirs in terrestrial ecosystems, and small changes in ...

Digital Mapping of Soil Organic Carbon Using Drone Remote Sensing

Digital Mapping of Soil Organic Carbon Using Drone Remote Sensing. Abstract: Soil organic carbon (SOC) content is a key indicator of soil health informing about ...

Soil Organic Carbon Mapping Cookbook 2nd Edition

To use RF for digital soil organic carbon mapping the SCORPAN (Soils, Climate,. Organisms, Relief, Parent material, Age and N space) conceptual model (McBrat ...

Digital mapping of soil carbon sequestration potential with ...

Digital soil maps of soil organic carbon (SOC) sequestration potential resulting from a hypothetical 10% relative increase in long-term vegetation cover are ...

High-resolution digital mapping of soil organic carbon in permafrost ...

This article quantifies SOC stocks in a sub-Arctic mountainous peatland environment in the discontinuous permafrost zone in Abisko, northern Sweden.

Digital Mapping of Soil Organic Carbon Contents and Stocks ... - PLOS

We modeled the vertical distribution of soil organic carbon (SOC) and bulk density, and mapped its spatial distribution at five standard soil depth intervals.

Digital soil mapping using machine learning-based methods to ...

Soil organic carbon (SOC) is an important soil characteristic as well as a way how to mitigate climate change. Information on its content and spatial ...

Digital Mapping of Agricultural Soil Organic Carbon Using Soil ...

To explore how well large spatial scale digital soil mapping can contribute to efforts to monitor soil organic carbon (SOC) stocks and changes, ...

No silver bullet for digital soil mapping: country-specific soil organic ...

Country-specific soil organic carbon (SOC) estimates are the baseline for the Global SOC Map of the Global Soil Partnership (GSOCmap-GSP).

High-resolution digital mapping of soil organic carbon and ... - PubMed

Soil organic carbon (SOC) and soil total nitrogen (STN) are important indicators of soil health and play a key role in the global carbon and ...

Exploring the driving forces and digital mapping of soil organic ...

The main objectives of this paper were 1) to estimate soil organic carbon (SOC) using remote sensing covariates, soil properties, and topographic factors ...