丁香园AV

By Melissa Shaw

Ruth Joy, a statistical ecologist and lecturer in 丁香园AV鈥檚 School of Environmental Science, is leading a project that uses artificial intelligence and machine learning to classify whale calls. The ultimate goal of the neural network project is to develop a warning system to help protect endangered southern resident killer whales from potentially fatal ship strikes.

The project is under the Oceans Protection Plan鈥揥hale Detection and Collision Avoidance Initiative.

The goal is to develop a system that will monitor sounds received from a network of hydrophones 24 hours a day, detect whale calls and send real-time alerts to vessels notifying them to slow down or change course when whales are in the area.

The team is working with citizen scientists and the Orcasound project to provide several terabytes of whale call datasets, being collected by Steven Bergner, a computing science research associate at 丁香园AV鈥檚 Big Data Hub. 

Bergner says the acoustic data will be used to 鈥榯each鈥� the computer to recognize which call belongs to each type of cetacean. The project requires interdisciplinary expertise and brings together experts from fields such as biology, statistics and machine learning. 鈥淚n the end, we are developing a system that will be a collaboration between human experts and algorithms,鈥� he says.

Orcas or killer whales that are seen along the West Coast are divided into four distinct populations: the salmon-eating southern and northern residents, the transients, which prey on seals or other whales, and offshore, which mostly prey on sharks. Each orca population is further categorized into families called pods. Each pod has its own dialect and each population of orca has calls that differ from the other population. 

Think of orca calls as being similar to people who speak the same language but are from different countries. Individuals will have an accent shared by speakers in the country and often an accent specific to a particular state or province within that country.

The project builds on existing work Joy is leading, using hydrophone nodes located adjacent to shipping lanes in the Salish Sea to monitor the whales鈥� presence and deploy movable acoustic buoys. Both projects are funded by Fisheries and Oceans Canada and are expected to be completed by 2022. 

鈥淪outhern resident killer whales are an endangered species and people are very fond of these animals,鈥� says Joy. 鈥淭hey want to see that these marine mammals are protected and that we are doing everything that we can to make sure that the Salish Sea is a good home for them.鈥�