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Advancing Severe Weather Predictions with Artificial Intelligence 

Global map shows colors of red around the equator which slowly change to dark greens near north and south poles.

As artificial intelligence (AI) and machine learning (ML) technologies evolve in Earth sciences, CSS employee owners (formerly Riverside staff) are growing our expertise in this field. CSS employee owners are advancing technologies for our client, NOAA’s Center for Satellite Applications and Research (STAR). Our staff have developed a framework, exploiting modern AI/ML techniques, to rapidly evaluate the benefits and capabilities of Hyperspectral Microwave Sensors (HyMS) prototypes. HyMS are instruments that gather high spectral resolution data across a wide range of wavelengths within the microwave spectrum, enabling improved atmospheric temperature, moisture, cloud and precipitation sounding, nowcasting, and numerical weather prediction. CSS staff are currently doing assessments to determine the potential improvements that can be implemented into real-time monitoring of severe meteorological events, such as hurricanes, floods, and tornados.  

These advancements will help forecasters better understand these events, where they are likely to occur, and be able to issue more advanced warnings to alert decision-makers and the public on preparations that can be made to help save property and lives. 

Learn more about hyperspectral sensor technology and read the published journal article listed below. 

E. S. Maddy, F. Iturbide-Sanchez and S. A. Boukabara, “Toward the Next Generation of Microwave Sounders: Benefits of a Low-Earth Orbit Hyperspectral Microwave Instrument in All-Weather Conditions Using AI,” in IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, vol. 17, pp. 4235-4246, 2024, doi: 10.1109/JSTARS.2024.3356858 

Three side by side images show Hurricane Margot estimated wind speed and surface pressure.
An estimation of surface wind and pressure from Hyperspectral Microwave Sensors, Advanced Technology Microwave Sounder, Global Forecast System (truth) from left to right.

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Examining Cetaceans for Contamination and Pathogens

CSS has employee owners who are experts in monitoring cetacean health. Several CSS scientists supporting NOAA’s Centers for Coastal Ocean Science have recently conducted research and tests on marine mammals to explore uncommon behaviors and causes for strandings. View some examples of this research below. Microplastics are becoming increasingly abundant in coastal and marine environments.…

Woman in a lab cuts into abdomen of a marine mammal

Assisting South Carolina Marine Mammal Stranding Network

CSS employee owner and Marine Mammal Microplastic Specialist supporting NOAA’s National Centers for Coastal Ocean Science assists the South Carolina Marine Mammal Stranding Network in responding to dead marine mammals when they strand on beaches or estuaries throughout South Carolina. This is work is critical for human and environmental health because it provides invaluable samples…

Supporting Safety In Higher Education Laboratories

In the past two years we’ve expanded our safety portfolio to supporting colleges and universities, ensuring their laboratories meet industrial hygiene and safety standards. Our staff member leading the effort is a Certified Industrial Hygienist (CIH) and Certified Safety Professional (CSP), and member of the Remote Industrial Hygiene and Safety Support Team. Our short-term projects…