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
Cold storage refrigerant leaks identified as hidden emissions hotspot in vegetable carbon audits
January 22, 2026 | OCAC News (In Chinese) | Taiwan’s Taoyuan District Agricultural Research and Extension Station (TYDARES) recently completed a lifecycle carbon footprint audit for 250g small-package
Canadian Alliance launches initiative to advance climate-smart agriculture
January 16, 2024 | World Economic Forum |  The Canadian Alliance for Net Zero Agrifood (CANZA) has been unveiled, marking a significant step towards revolutionizing Canada's agricultural sector. S
Supply chain optimization could boost vertical farming. Here's how
February 26, 2025 | World Economic Forum (WEF) |  Vertical farming offers a climate-resilient, space-efficient alternative to traditional agriculture, but many ventures have struggled due to economic—
How rice + seaweed can transform food and sustainability efforts
October 20, 2025 | CGIAR | The featured CGIAR article focuses on food and materials innovation, demonstrating how broken rice starch—which makes up over 15% of milled rice—can be combined with seaweed
IWMI Leads a global effort to turn proven innovation into sustainable impact across Asia and Africa
October 22, 2025 | CGIAR | The International Water Management Institute’s (IWMI) initiative to expand solar irrigation highlights not only the benefits—lower energy costs, reduced diesel dependency, a
TOP