Search
Using machine learning to integrate mangrove restoration with sustainable aquaculture intensification

July 31, 2023 | The Fish Site | Source

A team of experts in academia, conservation, and technology has developed an AI-powered rapid assessment tool to identify and validate suitable sites for Climate Smart Shrimp (CSS) production in Indonesia and the Philippines. The initiative, funded by the 2022 Climate Change AI Innovation Grants program, aims to address the rapid growth of shrimp aquaculture, which has led to the destruction of critical coastal ecosystems like mangroves.

The Climate Smart Shrimp program, developed by Conservation International, supports small- and medium-sized farmers in intensifying production on part of their farms sustainably in exchange for mangrove restoration on the remaining portion. This approach enhances farmers' competitiveness while restoring vital coastal ecosystems.

The team used machine learning and earth observation data, including Planet NICFI satellite imagery and aquaculture pond data, to identify and classify aquaculture farms using extensive production methods. They combined this information with data on sea level rise, flood risk, infrastructure access, historical mangrove cover, and other factors to identify suitable sites for CSS. The result is an interactive web-map tool that analyzes potential aquaculture site suitability based on specific criteria.

This tool not only accelerates the identification of suitable CSS sites but also aids conservation practitioners in decision-making for nature-based solutions. It streamlines the implementation of CSS while supporting efforts to restore mangroves and enhance food security and livelihoods. The tool can potentially be adapted for various coastal and terrestrial restoration applications.

The development of this site assessment tool contributes to the efficient implementation of CSS, which supports both sustainable shrimp aquaculture and climate resilience in coastal communities. CSS is being piloted not only in Southeast Asia but also in Ecuador, demonstrating its applicability across different production systems and geographies.

Viewed Articles
Using machine learning to integrate mangrove restoration with sustainable aquaculture intensification
July 31, 2023 | The Fish Site | Source A team of experts in academia, conservation, and technology has developed an AI-powered rapid assessment tool to identify and validate suitable sites for Climate
Read More
Farm smarter, not harder: new science-driven tool for net zero farming
February 6, 2025 | CSIRO (Commonwealth Scientific and Industrial Research Organization) | Australia’s “Towards Net Zero Agriculture Pathfinder Manual,” developed by CSIRO and the Clean Energy Finance
The future of precision irrigation: 4 technologies making watering systems more efficient
August 25, 2024 | Global Ag Tech Initiative | Traditional irrigation practices face challenges such as inefficiency and environmental impact, contributing to higher costs and resource waste. As climat
Could these five future agricultural innovations slow down climate change?
August 20, 2025 | Nature | Researchers and start-ups showcased 5 emerging innovations at the F&A Next meeting hosted by Wageningen University & Research, highlighting their potential to reduce agricul
Building Partnerships for Innovative Rice Straw Management: Key to a Greener Future
November 02, 2024 | International Rice Research Institute (IRRI) | Experts from governments, NGOs, academia, and industry gathered at a two-day workshop co-organized by IRRI and ADB to address sustain
Chunghwa Telecom and National Taiwan University join hands with industry, government and academia in smart agriculture (In Chinese)
December 05, 2023 | ET Today, Taiwan  |  Taiwanese telecommunications giant, Chunghwa Telecom, is spearheading agricultural innovation by investing in smart farming technologies. As global shifts towa
TOP