Artificial intelligence unlocks real-time insights into complex aquatic ecosystems

Artificial intelligence unlocks real-time insights into complex aquatic ecosystems CO-EDP, VisionRI | Updated: 06-04-2026 07:53 IST | Created: 06-04-2026 07:53 IST Representative image. Credit: ChatGPT SHARE Artificial intelligence (AI) is rapidly transforming how scientists monitor some of the planet’s most fragile ecosystems, with new research showing that machine learning tools are increasingly central to understanding and managing transitional water environments such as estuaries, lagoons, and coastal wetlands. These ecosystems, long considered among the most complex and least predictable natural systems, are now being analyzed through data-driven approaches that promise greater accuracy, scalability, and responsiveness in environmental monitoring. A new systematic review titled “Applying Artificial Intelligence (AI) Innovative Tools for Ecological Research and Monitoring of Transitional Water Ecosystems: A Systematic Review,” published in Environments, brings together findings from nearly a decade of research to assess how AI is being deployed across these dynamic ecological zones. The study evaluates 96 peer-reviewed works to map the current state of AI-driven ecological analysis and identify critical gaps in methodology and application. AI emerges as a critical tool for complex ecosystem monitoring The study finds that AI is particularly well-suited to transitional water ecosystems because of their complex, nonlinear, and highly variable nature. Unlike traditional e...