By Joe Selmont, CICOES
Puget Sound is celebrated for its salmon runs, Dungeness crab harvests, and oyster farms. But beneath the surface, the Sound’s changing waters may pose a threat to this abundant ecosystem.
Because of its geography and the way ocean currents bring in carbon-rich water from the Pacific, Puget Sound is vulnerable to ocean acidification – the chemical process by which carbon dioxide from the atmosphere enters seawater and decreases the pH level. Research shows that the Sound’s waters naturally have higher acidity than the open ocean. This means that additional CO2 can create difficult conditions for species that people in the Pacific Northwest depend on for food, income, and cultural practices.
To help communities respond, the University of Washington’s Cooperative Institute for Climate, Ocean, and Ecosystem Studies (CICOES) has announced a new project funded by the Puget Sound Partnership. The project team will build a data-based tool called Puget Sound Acidification and Impacts (PSAI). The tool will provide accessible, location-specific information on acidification across the Sound, supporting the needs of fisheries, marine resource managers, tribes, and other communities.

Having better information on acidification is more than an academic exercise. Shellfish harvesters need to know whether larvae will survive in local waters. Fisheries managers need to understand how changing chemistry might affect salmon or Dungeness crab. Tribal leaders and state officials are tasked with protecting resources that support both cultural traditions and economic stability.
This is why the PSAI research team will convene an advisory panel of marine resource users and managers. This aspect of the project builds on a long history of collaboration among scientists and community partners from across the region, as exemplified by prior and ongoing work by the Washington Ocean Acidification Center (WOAC), whose co-director Jan Newton is a collaborator on the PSAI project.
By drawing on the expertise of people who live and work on the Puget Sound, the team aims for PSAI to meet real-world needs.
“Engagement with local experts is critical for this project,” said Larissa Dias, a CICOES postdoctoral scholar who is helping to lead the PSAI project. “Our goal is to co-design a functional tool tailored to the needs of resource managers, the people who translate the scientific information into action. To do that, we’re tapping the expertise and perspectives of people who directly support fisheries and other management activities in the Sound. It’s great that several members of our advisory panel have partnered with WOAC in the past, so they already have experience with these sorts of collaborations.”
Panel members will use their extensive knowledge of and experience with local systems to provide guidance on what information would be most useful, what regions or species should be prioritized, and how best to present the data in a way that makes sense to non-researchers. The project team will then incorporate that feedback into the final design of PSAI. The goal is to create not just a technical tool, but a shared resource that will assist with decision-making in the region.
PSAI will draw on existing scientific data from the National Oceanic and Atmospheric Administration (NOAA) and WOAC, adapting years of ocean monitoring efforts into a user-friendly format. Data from more than 61 research cruises and 7,500 samples collected across the Salish Sea since 2008 – known as the Salish Cruise data package – will form the backbone of the tool. These samples include detailed measurements of temperature, salinity, nutrients, oxygen, and carbonate chemistry. Additional data from other sources, such as the Washington State Department of Ecology, will supplement the Salish Cruise data package.
“The Salish Cruise time series provides invaluable long-term observations on changing oceanographic conditions in the Salish Sea. Together with research on biological impacts of ocean acidification performed by the Washington Ocean Acidification Center, the data are now being used to develop decision support tools and information for managers, fishers, and others who rely on our rich marine resources,” said Simone Alin, who is a supervisory oceanographer at NOAA’s Pacific Marine Environmental Laboratory, as well as a founding research partner at WOAC and a collaborator on the PSAI project.

One challenge of assessing the impacts of ocean acidification in dynamic estuarine regions like Puget Sound is that conditions vary dramatically in both space and time, with many processes influencing the water’s chemical composition. A single cruise captures short-term snapshots of conditions at sampling stations, but models and other data analysis approaches can help fill in gaps.
To that end, the project team will apply a combination of machine learning and interpolation techniques to develop algorithms that provide accurate and timely acidity estimates for locations across Puget Sound. In other words, the researchers will build a simple yet robust artificial intelligence tool using proven methods that allow computers to recognize patterns in the data that would be nearly impossible for a human to detect, such as subtle relationships among temperature, salinity, and acidity.
“Machine learning has emerged in recent years as an effective tool in oceanography, especially for filling gaps in scattered datasets of carbonate chemistry parameters that relate to ocean acidification,” said Jonathan Sharp, a research scientist at CICOES and the leader of the PSAI project. “As an example, some recent work I led involves the use of machine learning models to quantify the progression of ocean acidification indicators in large marine ecosystems in the U.S. We found significant changes to indicators like pH and calcium carbonate saturation state, but also significant variability across space and time.”
The end result of the PSAI project will be a user-friendly interface where managers and the public can input a location, depth, and date to see estimates of acidity and related values, along with information about uncertainty. This means that users will have a way to generate on-demand, localized insights into ocean conditions, even when there are no research vessels cruising the Sound.
The project officially begins in December 2025 and will continue through May 2027. In its final phase, following the development of PSAI, the project team will host a series of workshops to introduce the tool to potential users and train them on how to apply it. Eventually, PSAI could also help validate existing ocean models, support long-term planning, and guide targeted mitigation efforts in the future.
When all is said and done, the tool will have two versions: one designed for managers and the public, and another with more detailed options for researchers.
“Local resource managers need accessible information on how acidification might affect the Sound,” Dias said. “PSAI will help provide this information, and in a way that is guided by the local managers’ needs. Ultimately, we want this tool to be useful. The science has to be accessible to the people who need it.”
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The Puget Sound Acidification and Impacts team consists of researchers from the University of Washington and NOAA, including lead principal investigator Jonathan Sharp (UW CICOES), researcher Larissa Dias (UW CICOES), collaborator Simone Alin (NOAA PMEL), collaborator Jan Newton (UW WOAC), and collaborator Brendan Carter (UW CICOES).
The PSAI advisory panel currently consists of Aaron Dufault (Washington Department of Fish and Wildlife), Mike McHugh (Tulalip Tribes Natural Resources), and Andy Surbhier (Pacific Shellfish Institute). Additional members are anticipated to participate.
The PSAI project is supported by funding from the Puget Sound Partnership, the Washington state agency leading the region’s collective effort to restore and protect Puget Sound.