May 23, 2025 | 13:22 GMT +7

  • Click to copy
Sunday- 10:07, 16/06/2024

Mapping soil health: New index enhances soil organic carbon prediction

(VAN) A cutting-edge machine learning model has been developed to predict soil organic carbon (SOC) levels, a critical factor for soil health and crop productivity.

The innovative approach utilizes hyperspectral data to identify key spectral bands, offering a more precise and efficient method for assessing soil quality and supporting sustainable agricultural practices.

Soil health profoundly impacts agricultural productivity and ecological stability. Accurately assessing SOC levels is vital for enhancing crop yield and environmental sustainability. Traditional methods often fall short in precision and detail.

The new Perimeter-Area Soil Carbon Index (PASCI) addresses these gaps by utilizing hyperspectral imaging and machine learning algorithms to capture comprehensive soil characteristics. This approach not only refines SOC estimation but also supports targeted agricultural strategies and environmental monitoring, showcasing significant advancements over conventional methods.

In Geo-spatial Information Science on May 19, 2023, the researchers present their research from Central State University. The innovative tool, PASCI, employs machine learning to analyze hyperspectral data, significantly enhancing the measurement of soil carbon. PASCI provides a novel resource for scientists and agriculturists to more effectively map and assess soil health.

PASCI distinguishes itself by simultaneously analyzing multiple spectral bands to predict soil organic carbon, a method not available in current indices. This index uses a unique mathematical model to calculate the ratio of the perimeter to the area under spectral curves, pinpointing essential spectral bands that indicate SOC levels.

This approach reveals finer details about soil composition and variations across different landscapes, significantly enhancing the accuracy of SOC predictions. The robustness of PASCI was validated through extensive regression analysis, demonstrating a strong correlation with actual SOC measurements (r2 = 0.76). The index's comprehensive scope allows for better adaptation in diverse agricultural settings, potentially leading to more precise farming practices and improved crop yields.

The lead researcher says, "Our findings represent a leap forward in the remote sensing of soil organic carbon. PASCI's ability to integrate various spectral regions provides a more nuanced and accurate measure of SOC, which is vital for advancing precision agriculture and promoting sustainable land use."

PASCI's applicability is vast, offering the potential to integrate with both hyperspectral and multispectral imaging technologies. This advancement could enable large-scale detailed mapping of soil organic carbon, beneficial for agricultural planning and environmental monitoring.

The index's development aligns with the growing need for tools to assess and manage soil health, promising to enhance agricultural practices and contribute to global sustainability efforts.

H.D

(Phys.org)

Alt Carbon scores $12M seed to scale carbon removal in India

Alt Carbon scores $12M seed to scale carbon removal in India

(VAN) Alt Carbon has raised $12 million in a seed round as it plans to scale its carbon dioxide removal work in the South Asian nation.

Runaway rice prices spell danger for Japan’s prime minister as elections loom

Runaway rice prices spell danger for Japan’s prime minister as elections loom

(VAN) Attempts to bring down the price of the Japanese staple have had little effect amid a cost-of-living crisis.

Climate crisis threatens banana, world’s most popular fruit, research shows

Climate crisis threatens banana, world’s most popular fruit, research shows

(VAN) Fourth most important food crop in peril as Latin America and Caribbean suffer from slow-onset climate disaster.

Early nutrition research in poultry is speeding up

Early nutrition research in poultry is speeding up

(VAN) Shifting market dynamics and the noise around new legislation has propelled Trouw Nutrition’s research around early life nutrition in poultry. Today, it continues to be a key area of research.

Fears among India’s farmers rise over US food imports crossing ‘red line’

Fears among India’s farmers rise over US food imports crossing ‘red line’

(VAN) India is concerned about its food security and the livelihoods of its farmers if more US food imports are allowed.

FAO participates in ADB annual meeting, strengthens cooperation in key agricultural areas

FAO participates in ADB annual meeting, strengthens cooperation in key agricultural areas

(VAN) FAO's Director-General emphasises the need to work together to transform agrifood systems.

FAO warns: Enhanced awareness and action needed amid foot-and-mouth disease outbreaks in Europe and the Near East

FAO warns: Enhanced awareness and action needed amid foot-and-mouth disease outbreaks in Europe and the Near East

(VAN) Europe is facing its worst outbreak of foot-and-mouth since the start of the century.

Read more