Av性爱

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Birds view of a seal pup breeding on her mother
The number of harbour seals born in the Kosterhavet National Park has more than halved since 2012. Scientists believe this may be due to a shift in the seal鈥檚 diet to smaller and less nutritious fish as a result of the collapse of cod and herring stocks in the Skagerrak and Kattegat.
Photo: Daire Carroll
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Drones and AI new tools in seal research

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The number of harbour seals born in the Koster Sea has more than halved since 2012. To understand why, researchers at the University Av性爱 are now using drones and AI to follow the pups' early life.

When harbour seal populations on the West Coast was collapsing in the mid-20th century, it was mainly due to excessive hunting, sanctioned by bounties. When hunting was banned, the population gradually recovered and today harbour seals can be seen again in many places along the west coast. However, new threats to the seal have emerged. Intensive fishing by large industrial trawlers from many nations has led to the collapse of cod and herring stocks, causing harbour seals to shift their diet towards other less nutritious fish species, according to preliminary results from the University Av性爱. The researchers suspect that seals may now spend more and more time looking for food, which affects both growth and reproduction.

In Kosterhavet National Park, researchers from the University Av性爱 have noted a decline in the number of harbour seals being born.

Declining trend

鈥淭here is a declining trend from year to year. In 2012, about 400 seal pups were born on the skerries and islands of the national park. Last year we counted 170 pups,鈥 says Daire Carroll, biologist and researcher at the University Av性爱.

Previously, researchers had to be content with counting the seals from a distance, but with the help of modern technology, they are now able to conduct more detailed studies that can provide new ways to monitor seals. By photographing the seal colonies with drones in June, when the female seals give birth to this year's pups, and then returning at the end of August, the researchers can assess pup growth down at the population level.

Two persons on an island launching drones
Seal researchers at the University Av性爱 launch their drones from Ursholmen in the south of Kosterhavet National Park and fly towards the seal haul outs.
Photo: Karin H氓rding

鈥淲e take pictures from a high altitude so as not to disturb the seals, and with the help of AI we can estimate the size and weight of the pups with a margin of error of just 3 kilos. A pup weighing 24kg at the end of August is much more likely to survive the winter than those weighing only 15-18kg. How much weight they gain in their first few months depends largely on the health of their mothers, and the availability of fish near the seal鈥檚 haul-out sites,鈥 says Daire Carroll.

Developed in Slottsskogen

The AI model used was developed by the researchers in collaboration with Slottsskogen Zoo. When a harbour seal was born in the Seal Pond, the true growth of the pup was linked to images taken by a drone above the pond. In addition, harbour seals have unique patterns in their fur that make it possible to distinguish between individuals. AI models have also been trained to do this.

鈥淚t is difficult to assess the body condition of a seal with binoculars from a bobbing boat. Therefore, we have previously relied on surveys of dead seals conducted in Stockholm to be able to see growth and health problems, but it was about 20 seals per year. With our drone and AI model, we can examine several hundred animals in a day. Last year we covered about 87 per cent of all harbour seal pups in Kosterhavet National Park,鈥 says Daire Carroll.

Since the drone surveys began in 2021, the researchers have been able to follow the development of the seal population. It seems that only the females that have managed to accumulate substantial fat deposits give birth to a pup each year. The leaner seals only have a pup every other year, which is nature's way of slowing down population growth when food is scarce. Female seals rely on their own survival, waiting for the environment to improve. 

People contribute

鈥淔emales are the most important individuals for the survival of the colony. Those females that are fit enough have a pup every year, but they are steadily becoming fewer. Let's see if we can see a positive trend reversal this year. We hope that fishing quotas will be lowered, and more marine reserves will be established so that there will be some good years soon and the seal population will stop declining,鈥 says Daire Carroll. 

The method of monitoring seals with drones and AI has spread to other research groups. SLU is currently conducting a similar project on harbour seals on Hallands V盲der枚, and in Estonia researchers are investigating how grey seals are affected by the decline in sea ice in recent decades. They become more crowded without ice, which negatively affects the growth of the pups.

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Portr盲tt p氓 Daire Carroll
Daire Carroll, bitr盲dande forskare p氓 Institutionen f枚r biologi och milj枚vetenskap vid G枚teborgs universitet.
Photo: Privat

Thanks to the AI model, researchers can also use photos of seals taken by private individuals. Last year, Darie Carroll received over 800 photos of seals from the public in the 厂盲濒蹿颈别-滨顿 project.

鈥淜eep sending in your photos, thanks to the AI model we can identify many of the seals in the photos to the individual level. Thanks to the 厂盲濒蹿颈别-滨顿 project, we can understand patterns in the behaviour of the seals and how they move along the entire coastline,鈥 says Daire Carroll.

Scientific article:

Av性爱: Daire Carroll, Associate Researcher at the Department of Biological and Environmental Av性爱s at the University Av性爱, phone: 073-511 50 29, e-mail: daire.carroll@bioenv.gu.se

厂盲濒蹿颈别-滨顿

is a seal photo-id citizen science project run by researchers at the University Av性爱. It aims to collect photographs of Swedish seals from people who spend their time by the coast and on the water. Through seal photo-id, these photographs will be used to learn more about seal ecology, such as how much seals move around within the sea and what impact human activities have on their behaviour.

Help the researchers by uploading your photos on the