Page 252 - AI for Good Innovate for Impact

AI for Good Innovate for Impact

bodies—via SMS notifications, email alerts and mobile dashboards in multiple languages to
ensure widespread, timely action.

REQ-06: Field Validation, Sensor Calibration, and Pilot Deployments

Collaborations with regional marine research institutes are required for physical field validation,
sensor calibration (buoys, AUVs, CTDs), and pilot deployments in hypoxia-prone regions such
as the Gulf of Mexico, Bay of Bengal, and Arabian Sea.

REQ-07: Policy Integration, Institutional Cooperation and Governance

Institutional cooperation is essential to align AI model outputs with marine conservation
policies, fisheries regulations, pollution control strategies. Outputs will also support national
ocean service frameworks and open governance portals.

REQ-08: Ethical AI Governance and Open Data Publication

The system must ensure responsible AI practices, including fairness audits, transparency
reporting, and inclusivity for underrepresented ocean regions in model training. Newly
generated datasets will be openly shared via platforms like IEEE DataPort and global ocean
research repositories to foster replicability and community engagement.

4 Sequence Diagram

5 References

[1] NASA. (n.d.). NASA OceanColor Web. National Aeronautics and Space Administration.
Retrieved from https:// oceancolor .gsfc .nasa .gov
[2] National Oceanic and Atmospheric Administration. (n.d.). National Centers for
Environmental Information (NCEI). Retrieved from https:// www .ncei .noaa .gov
[3] Copernicus Marine Environment Monitoring Service. (n.d.). Ocean monitoring and
forecasting. European Union. Retrieved from https:// marine .copernicus .eu
[4] Global Ocean Oxygen Database and Atlas. (n.d.). GO2DAT: A repository of ocean
oxygen data. Retrieved from https:// www .go2dat .org
[5] NOAA. (2023, June). NOAA forecasts approximately average-sized Gulf of Mexico
dead zone this summer. National Oceanic and Atmospheric Administration Newsroom.

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