June 26, 2024 | 09:30 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)

Chicken litter in livestock feed comes under scrutiny in US

Chicken litter in livestock feed comes under scrutiny in US

(VAN) Concerns about the spread of avian influenza to dairy cows in the US has prompted a US Senator to introduced legislation aimed at eliminating the factory farm practice of adding animal excrement to livestock feed.

China imposes more fertilizer export controls to protect farmers

China imposes more fertilizer export controls to protect farmers

(VAN) China is further restricting fertilizer exports, as it seeks to contain domestic prices, cut farming costs and bolster grain security.

European Commission secures doses of zoonotic avian influenza vaccines

European Commission secures doses of zoonotic avian influenza vaccines

(VAN) Hundreds of thousands of doses of zoonotic influenza vaccines to prevent avian influenza have been snapped up by the European Commission as part of its mandate on preparedness.

The Philippines needs rice - but young people don’t want to farm it

The Philippines needs rice - but young people don’t want to farm it

(VAN) Some 2.4 million Filipinos work as rice farmers. But for young people, a rice farmer’s grueling and often impoverished life holds dwindling appeal.

Scientists use CRISPR to turn sugarcane into a super crop

Scientists use CRISPR to turn sugarcane into a super crop

(VAN) Researchers optimized sugarcane’s leaf angle using CRISPR gene editing, enhancing its sunlight absorption.

Chinese biologist Chai Jijie cracks plant immune system puzzle

Chinese biologist Chai Jijie cracks plant immune system puzzle

(VAN) The former paper mill worker was part of a global team of researchers whose findings could transform food production yields.

Global environment facility approves $70 million to support FAO projects in 28 countries

Global environment facility approves $70 million to support FAO projects in 28 countries

(VAN) Initiatives will deliver greater resilience in face of climate change, biodiversity loss and land degradation.

Read more