Thursday, October 30, 2025

UC Santa Cruz Maps Coastal Flooding With NVIDIA Accelerated Computing


Coastal communities within the U.S. have a 26% likelihood of flooding inside a 30-year interval. This share is anticipated to extend because of climate-change-driven sea-level rise, making these areas much more susceptible.

Michael Beck, professor and director of the UC Santa Cruz Middle for Coastal Local weather Resilience, focuses on modeling and mapping the advantages of coral reefs and mangroves for decreasing flood threat, which helps inform adaptation and preservation efforts.

Beck and his staff produce detailed, NVIDIA GPU-accelerated visualizations of coastal flooding to assist authorities companies, nongovernmental organizations and monetary organizations higher perceive flood dangers and show how nature-based options can mitigate damages on shore.

“We view visualizations as basic to motivating motion,” stated Beck. “These are troublesome issues revolving round folks, a few of them costly to repair, so that you’ve received to have the ability to visualize the options and guarantee they’re going to work.”

To speed up the simulations, the middle makes use of NVIDIA CUDA-X software program, together with the cuPyNumeric library and nvfortran compiler, working on NVIDIA RTX GPUs awarded via the NVIDIA Tutorial Grant Program.

Picture of a 2D flood mannequin of Santa Cruz, California, rendered in Unreal Engine 5 and pixel streamed as an interactive software.

Accelerating Flood Mapping With NVIDIA GPUs 

Flood modeling begins with a query corresponding to, “What would occur to Santa Cruz, California, within the occasion of a 100-year storm?”

Advantages of adaptation methods in Capitola, California. The picture exhibits flood hazard maps which might be used to calculate dangers and property-level financial advantages from adaptation methods to extend safety advantages utilizing seawalls or restored dunes and nearshore rocky reefs. Outcomes from California fifth Local weather Evaluation (in evaluate).

To reply that query, the analysis staff makes use of simulation instruments corresponding to SFINCS and  feeds the outcomes into the Unreal Engine 5 rendering engine to supply data-driven movies exhibiting numerous flooding eventualities.

Beck’s staff accelerated their flood threat fashions and visualizations from a course of that initially took roughly six hours on CPU workloads to only about 40 minutes utilizing a single NVIDIA RTX 6000 Ada Era GPU. With the staff’s cluster of 4 GPUs, they will now run 4 simulations concurrently.

“We have been in a position to cut back the computation by 3-4x, with some workloads being even sooner,” stated David Gutiérrez, senior coastal modeler at UC Santa Cruz’s Middle for Coastal Local weather Resilience. “This speedup gave us the capability to run a sensitivity evaluation beforehand and ensure we’re not making any assumptions or setting the mistaken parameters.”

Much less time spent on modeling and visualizing every web site meant the researchers might set extra bold, international objectives for his or her undertaking.

Digital Flood Mapping Goes International

The staff’s present endeavor is to map all small-island creating states globally — from Tonga to Trinidad and Tobago — earlier than the COP30 local weather change convention in November.

Nonetheless from a video of a 2D flood mannequin of Saint Martin, France, rendered in Unreal Engine 5.

“The type of high-resolution modeling that we’re doing could be very difficult,” Beck stated. “We’re making an attempt to indicate not simply climate and the issues that climate creates, however run eventualities with options.”

Put Your Cash The place the Marine Life Is

One method to inspire coral reef preservation is by insuring them based mostly on their worth as pure infrastructure, able to serving as a line of protection throughout climatic occasions.

That is already changing into a actuality in locations just like the Mesoamerican Barrier Reef in Mexico, south of Cancun on the Mayan Riviera.

By means of his work with The Nature Conservancy, Beck offered visualizations of reefs within the occasion of a hurricane to events, together with lodge homeowners alongside the coast, the Mexican authorities and World Financial institution Group.

These teams ended up investing in a parametric insurance coverage coverage to guard the coral reef, which stipulated that if the wind reached over 100 knots, a payout could be triggered to revive the broken reef.

“To inspire motion, you must perceive and visualize a bit extra concerning the more and more dangerous storm occasions that we’re dealing with proper now, due to the place they’re creating and the impacts of local weather change,” stated Beck.

Different areas all through the Caribbean and Hawaii are additionally beginning to undertake comparable insurance policies.

Insurance coverage insurance policies like this assist make sure that funding is offered to revive reefs after storms — defending coastal communities towards additional, extra extreme flooding injury.

“You’ve received all these coral heads and the waves injury them, so you want to both take them to a nursery or cement them again on the reef,” Beck stated. “Additionally, you want to get all of the trash off that comes again out with the flood from the land — every little thing from fishing nets to fridges — that’s the flotsam and jetsam of our life.”

These researchers at the moment are working towards modeling flooding throughout California’s coastal areas via a undertaking referred to as CoSMoS ADAPT.

The undertaking’s major objective is to strengthen the USGS’s Coastal Storm Modeling System (CoSMoS), which is the primary toolkit for quantitative analysis of the cost-effectiveness of the state’s coastal adaptation choices, together with nature-based options.

“CoSMoS predicts what dangers will probably be now and into the longer term,” Beck stated. “We’re including the options that can cut back the chance — from dunes to sea partitions and our reefs — and at a wide range of ranges, that is going to demand acceleration and heavy computation.”

Apply for an NVIDIA Tutorial Grant 

The NVIDIA Tutorial Grant Program is looking for analysis proposals now via Wednesday, Dec. 31, to advance work in three curiosity areas: generative AI and mannequin improvement, generative AI alignment and inference, and robotics and edge AI. Full-time school members at accredited educational establishments are eligible to use.

Study extra concerning the NVIDIA Tutorial Grant Program.

Foremost video above exhibits visualization of the info layers utilized in a 2D wave and flood mannequin for evaluation of reef and restoration advantages in Christiansted, a city in Saint Croix, one of many U.S. Virgin Islands.

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