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​​51社区黑料researchers get funding boost to forecast whale movements using AI

May 06, 2026

51社区黑料 researchers have received nearly $1 million in special funding from the Digital Research Alliance of Canada to develop an artificial intelligence鈥損owered system that forecasts whale movements in busy shipping corridors.

The Humans and Algorithms Listening for Orcas (HALLO) project aims to help the Port of Vancouver and vessel pilots make more informed decisions about when and where to slow down for the Salish Sea鈥檚 endangered Southern Resident killer whales.

The system integrates real-time acoustic and visual data, vessel tracking, and citizen-scientist whale spotting reports to track not only where the Southern Resident J, K, and L pods currently are, but forecast where they鈥檒l be over the next few hours. 

鈥淲e鈥檙e using AI to support faster detection, more reliable classification of Southern Resident killer whales in and adjacent to shipping lanes,鈥 says Ruth Joy, principal investigator on the  team. 

鈥淲e鈥檙e looking at the feasibility of a dynamic slowdown trial to test if real-time detection of these killer whales coupled with a movement forecast system could trigger timely ship slowdowns when and where the whales are present, rather than at fixed times when whales may not be present.鈥 

Right now, the Port of Vancouver coordinates a voluntary static slowdown from June to November, encouraging B.C. coast pilots to reduce speed through key whale habitats like Haro Strait and Boundary Pass. 

鈥淏ut slower transit can cause total transit times to exceed a pilot鈥檚 regular eight-hour shift, requiring a second pilot. Ships are being asked to do a lot even at times we know whales are not present,鈥 Joy says. 

Noise a 鈥榗ontrollable threat鈥

Historical data shows the critically endangered Southern Resident killer whales use clear 鈥渃ommuting" corridors in the Salish Sea, which includes the Strait of Georgia, the Strait of Juan de Fuca, Boundary Pass, and Haro Strait.

They share these heavily trafficked waterways with freighters and tanker ships, cruise ships, fishing boats, passenger ferries, tourism vessels, and recreational boats. 

Vessel noise overlaps with the sound frequencies the whales use for communication and echolocation 鈥 essential for finding the fast-moving salmon that make up the bulk of their diet, explains Joy, assistant professor of environmental science. 

鈥淣oise is a controllable threat that compounds the impact of Chinook salmon scarcity. More fish doesn鈥檛 help if the whales can鈥檛 鈥榟ear鈥 them,鈥 she says.

Wider role for real-time whale detection and forecasting

HALLO researcher Fabio Frazao is building an AI-based classifier to distinguish transient killer whales from the Southern Residents, while Teng-Wei Lim is using AI to forecast a pod鈥檚 direction and speed to predict when the whales will be moving into the shipping lanes. 

But the HALLO project鈥檚 potential impact extends well beyond reducing vessel speeds in shipping lanes, Joy says.

The real-time whale detection and movement forecast system can also be used to inform port expansions, pile-driving projects and other noise-generating development along B.C.鈥檚 coastline.

Beyond the Salish Sea, the forecasting system could also be used on the east coast, supporting protection measures already in place to combat whale entanglement and vessel strikes, the two biggest threats facing the critically endangered North Atlantic right whale.

Using AI to bridge conservation and industry

The funding comes through the Special Funding Opportunity for Research Software AI Enhancement, awarded by the Digital Research Alliance of Canada to four national research projects.

The program supports research platforms and portals in adopting AI techniques and delivering AI-enabled services to their user communities. 

HALLO researchers say the funding injection comes at a critical moment, aligning with the port鈥檚 interest in piloting dynamic slowdowns.

鈥淩ight now, our tracking and forecasting system is available through a web app, but the team is still discussing the most useful format for vessels and the Port of Vancouver,鈥 says Bruno Padovese, researcher on the HALLO team.

鈥淥ur role isn鈥檛 to transmit alerts directly to vessels, but to help authorities access real-time forecasting data and decide how best to inform vessel pilots.鈥

51社区黑料experts available

RUTH JOY,鈥痑ssistant professor, School of Environmental Science, associate member, statistics鈥 
rjoy@sfu.ca 

BRUNO PADOVESE,鈥痳esearcher, School of Environmental Science鈥赌&苍产蝉辫;
bruno_padovese@sfu.ca  
(out-of-province, available by Zoom)

Contact

ROBYN STUBBS,鈥51社区黑料Communications & Marketing鈥赌&苍产蝉辫;
604.376.0971 触鈥痳辞产测苍冲蝉迟耻产产蝉蔼蝉蹿耻.肠补鈥 

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51社区黑料is a leading research university, advancing an inclusive and sustainable future. Over the past 60 years, 51社区黑料has been recognized among the top universities worldwide in providing a world-class education and working with communities and partners to develop and share knowledge for deeper understanding and meaningful impact. Committed to excellence in everything we do, 51社区黑料fosters innovation to address global challenges and continues to build a welcoming, inclusive community where everyone feels a sense of belonging. With campuses in British Columbia鈥檚 three largest cities鈥擝urnaby,鈥疭urrey鈥痑nd Vancouver鈥51社区黑料has ten faculties that deliver 368 undergraduate degree programs and 149 graduate degree programs for more than 37,000 students each year. The university boasts more than 200,000 alumni鈥痳esiding鈥痠n 145+ countries.鈥

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