AI Deep Learning Aids UCLA in Safeguarding Coastlines

UCLA

Key takeaways

  • Satellite imagery combined with artificial intelligence has led to new, high-resolution statewide maps that detect changes in kelp forests previously invisible to traditional monitoring tools.
  • The maps provide critical data-driven insights into how kelp survived or declined following the record-breaking 2014–2016 marine heatwave, allowing managers to target specific areas for recovery and develop conservation strategies.
  • UCLA has partnered with The Nature Conservancy to make the maps publicly accessible via KelpWatch.org, empowering scientists, policymakers and local communities to monitor their coastal resources in real time.

Researchers at UCLA's Institute of the Environment and Sustainability, with funding from California Ocean Protection Council and The Nature Conservancy, have developed the most high-resolution statewide maps of California's kelp forests to date, giving researchers, conservationists and community members unprecedented access to information essential to maintaining coastal ecosystems and the communities they support.

By applying AI deep learning to Planet's Dove satellite constellation, the team has created a map 10 times more detailed than previous standard satellite records, offering a more precise way to monitor the condition of kelp along the California coastline and the success of conservation efforts.

"Refined spatial resolution of kelp canopy monitoring has become increasingly important for assessing the efficacy of experimental restoration techniques and managing kelp harvest, particularly in areas where persisting kelp is sparse," said Dr. Kristen Elsmore, senior scientist with California Department of Fish and Wildlife, the state's primary agency responsible for managing California's kelp forest resources.

Protecting ecosystems and coastal economies

Recent declines in kelp abundance have threatened the foundation of California's coastal ecosystems and economy.

California's kelp forests support thriving fisheries, protect marine biodiversity and attract significant revenue through recreational snorkeling and scuba diving. They also play a crucial role in sustainability by contributing to nutrient cycling and carbon sequestration.

High-tech conservation

This project represents a massive leap in conservation technology. While existing methods provide valuable long-term records, their 30-meter resolution can miss fine-scale patterns.

When analyzing data from the new high-resolution map, the researchers found striking regional variability in kelp persistence following the 2014–2016 marine heatwave, one of the most severe warming events ever recorded along the U.S. West Coast. Kelp forests in Sonoma and Mendocino counties suffered losses of greater than 90% and remain at historically low levels. However, parts of central and Southern California showed higher levels of resilience. Kelp persistence following the heatwave was related to the stability of kelp before the heatwave along with local factors such as ocean temperatures, depth and habitat fragmentation. These findings are described in a recent paper published in Nature Communications Earth and Environment.

credit here
Click on the video above for a demonstration showing kelp canopy maps along the Palos Verdes Peninsula.

"These high-resolution data can also be used to track small-scale restoration, helping guide management and support kelp forest resilience," lead author Kate Cavanaugh said.

By identifying exactly where kelp is struggling or thriving based on local factors like ocean temperature and depth, conservationists can now implement an expanded suite of strategies within the state's Kelp Restoration and Management Plan.

The maps are publicly available through KelpWatch.org, a collaboration between The Nature Conservancy, UCLA, NASA, Woods Hole Oceanographic Institution and UC Santa Barbara. Kelpwatch.org is an open access, interactive platform designed to ensure that cutting-edge kelp science is accessible to everyone.

Scientists, conservationists and policymakers can use this resource to analyze kelp canopy changes, compare trends between and within regions, and develop strategies for protecting these vital marine ecosystems.

/Public Release. This material from the originating organization/author(s) might be of the point-in-time nature, and edited for clarity, style and length. Mirage.News does not take institutional positions or sides, and all views, positions, and conclusions expressed herein are solely those of the author(s).View in full here.