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Smart Ocean Shield: Predictive AI Monitoring of Marine Vulnerability in a Changing Ocean

Zenodo (CERN European Organization for Nuclear Research) 2025
Sri Sai Lakshmi laaalitha Kolli

Summary

This paper introduced Smart Ocean Shield, an AI-driven framework that integrates data from ocean sensors, satellites, and underwater monitors to detect compounding environmental stressors—including microplastic pollution, warming, and acidification—and generate real-time Ecosystem Vulnerability Index scores. Simulations showed that multi-stressor exposures cause disproportionately rapid ecosystem decline, and the system enables predictive intervention days to weeks before visible damage occurs.

Study Type Environmental

The oceans are under growing pressure from human activity and climate change. Rising UV radiation, plastic and chemical pollution, warming waters, acidification, and underwater noise are acting together to weaken marine ecosystems faster than traditional monitoring systems can detect. Most existing approaches observe these threats in isolation and often respond only after visible damage has already occurred. This paper introduces Smart Ocean Shield, an integrated AI-driven framework designed to listen to the oceans in real time, understand compounding environmental stress, and respond before ecosystems collapse. By combining data from smart ocean sensors, satellites, and underwater monitoring systems, the framework evaluates key stressors and generates an Ecosystem Vulnerability Index that reflects the true health of marine environments. Predictive AI models forecast events such as coral bleaching, hypoxia, and pollution surges days to weeks in advance, enabling early intervention. Simulations show that ecosystems exposed to multiple stressors—especially UV radiation, warming, and microplastic pollution—face rapid and disproportionate decline. By linking prediction with autonomous response systems, Smart Ocean Shield transforms ocean protection from reactive observation into proactive defense. This work presents a scalable path toward protecting marine life before damage becomes irreversible.

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