The growth of miniaturised digital tags that may be connected to animals has been certainly one of the most spectacular developments for biology, environmental science and wildlife conservation in the twenty first century.
In a new study revealed in the journal Science Advances, my colleagues and I unlocked new alternatives to track animals underwater, utilizing superior statistical methods additionally adopted in navy and aerospace contexts.
Animals are tracked throughout the world: in deserts, grasslands, forests, rivers, lakes and oceans, from the Arctic to the Antarctic. Satellite-based tags, which transmit the areas of tagged animals, have been notably essential, offering an unprecedented “eye on life and planet”.
But reconstructing the actions of animals that stay completely underwater with out ever surfacing stays a nice problem.
Beneath the waves, satellite-based trackers don’t work as a result of the transmissions can’t go successfully via water. So scientists have to depend on oblique observations to examine animal actions, like detections on hydrophones or animal-borne depth measurements.
In Scotland, we’ve spent over a decade learning the actions of the critically endangered flapper skate (Dipturus intermedius). Skates, and their shut cousins the sharks, are an historic and numerous group of animals. The flapper skate is the world’s largest skate.
James Thorburn, CC BY-NC-ND
Growing over two metres lengthy and 100kg in weight, flapper skate will be discovered roaming in the darkness over the seabed in the north-east Atlantic. It’s thought they may live for over 40 years.
For generations, flapper skate was mislabelled as widespread skate. It was only in 2010 that the widespread skate was proven, genetically, to comprise two species: the flapper and the widespread blue skate. Both are thought to be critically endangered due to historic overfishing.
In 2016, the Loch Sunart to the Sound of Jura marine protected space in Scotland was established with fisheries restrictions to preserve flapper skate. It’s an inspiring place. The mountains of Scotland’s west coast rise dramatically out of the sea, which is peppered with islands and inlets. But the panorama is simply as rugged underwater, the place flapper skate roam in the deep.
Listening for animals underwater
Since 2016, we’ve been monitoring flapper skate in Scotland utilizing a know-how referred to as passive acoustic telemetry. It’s used in aquatic environments throughout the world to track fish and different animals underwater. Animals are tagged with acoustic transmitters and networks of listening stations (hydrophones) are deployed that may detect these indicators when tagged animals swim inside vary.
For flapper skate, we additionally deploy stress sensors that file their depths. The problem has been to combine these totally different varieties of data to reconstruct particular person actions, deep under the floor.

James Thorburn, CC BY-NC-ND
In our examine, we took a step ahead to fixing this drawback with a highly effective statistical method. It’s fairly intuitive. We treat animals as “particles” that may swim round and reproduce or dwindle. Particles that transfer in ways in which align with the knowledge we collected are extra prolific breeders and are available to dominate the (digital) inhabitants. Similar methods can be utilized in navy monitoring as a result of the knowledge updating step, which drives particle frequency, can occur in actual time.
It’s identical to constructing a sandcastle. We have a bunch of particles and the assortment of all these particles types a 3D map of an animal’s potential areas.
This is a nice advance for conservation. By integrating info from a number of applied sciences into the algorithm, we will construct up extra detailed footage of animal actions in the ocean. We can map their patterns of area use, work out how lengthy they spend in explicit habitats and use this info to inform conservation motion.
For flapper skate, we discovered that they spend a outstanding period of time in the protected space, so the fisheries restrictions there ought to assist native restoration. We additionally recognized particular hotspots past protected areas, the place extra administration could also be helpful. This work takes us one other step in direction of focused, data-driven conservation.
We’re now refining our strategies and software program implementations to scale back computing time. We’re additionally additional creating our analyses to reconstruct detailed animal tracks, determine egg nurseries and construct immersive digital actuality experiences of the lives of animals underwater. There remains to be rather more to study animals in the deep.

Don’t have time to examine local weather change as a lot as you’d like?
Get a weekly roundup in your inbox instead. Every Wednesday, The Conversation’s setting editor writes Imagine, a brief e-mail that goes a little deeper into only one local weather problem. Join the 47,000+ readers who’ve subscribed so far.