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
Use of digital tools in sustainable rice production in the Mekong Delta, Vietnam
September 11, 2023 | Rice Today (IRRI) |A review of the digital ecosystem in the rice value chain in Vietnam highlights the limited presence of digital tools focused on rice production. Although a sma
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
Agri-Food Systems Summit Highlights
November 22, 2024 | Climate Action |  The Agri-Food Systems Summit showcased global efforts to transform agriculture into a sustainable and climate-resilient engine for change. Central to the dialogue
USDA showcased agricultural innovation at COP28 as key climate solution
January 19, 2024 | USDA | At the 2023 United Nations Climate Change Conference (COP28) in Dubai, Agriculture was underscored as a critical solution to combatting climate change. U.S. Agriculture Secre
Smart farms showcase innovative technologies to propel the aquaculture industry into new areas of smart energy saving (In Chinese)
August 26. 2023 | China Times, Taiwan | The article discusses the initiative led by the Kaohsiung City Government's Marine Bureau to promote smart aquaculture equipment deployment in collaboration
TOP