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Researchers have created an AI universal translator for pigs

Animal noises are just another language, so researchers are now using AI to create the equivalent of a Doctor Doolittle app that can understand it.

Key takeaways

  • Never mind trouncing humans at video games and the ancient pursuits of chess and Go.
  • Researchers have now harnessed the power of AI to infer how pigs are feeling on the basis of their grunts.
  • Writing in the journal Scientific Reports, the researchers describe how they used the AI to analyse the acoustic signatures of 7,414 pig calls recorded from more than 400 animals.
Cite or link to this article

Griffin, M. (2022) 'Researchers have created an AI universal translator for pigs', 311 Institute, 25 March. Available at: https://www.311institute.com/researchers-have-created-an-ai-universal-translator-for-pigs/ (Accessed: 1 October 2026).

I know what you’re wondering, when will we be able to talk to aliens using a universal translator like the ones in the movies? Bearing in mind we’ve already created at least one using synthetic biology … Well, the answer might be sooner than you think as Artificial Intelligence (AI) wraps its electronic head around translating human languages and “other worldly” animal languages including dolphins, mice, and now pigs.

Never mind trouncing humans at video games and the ancient pursuits of chess and Go. Researchers have now harnessed the power of AI to infer how pigs are feeling on the basis of their grunts.

Scientists believe that the AI pig translator, which turns oinks, snuffles, grunts and squeals into emotions, could be used to automatically monitor animal wellbeing and pave the way for better livestock treatment on farms and elsewhere in the future.

“We have trained the algorithm to decode pig grunts,” said Dr Elodie Briefer, an expert in animal communication who co-led the work at the University of Copenhagen. “Now we need someone who wants to develop the algorithm into an app that farmers can use to improve the welfare of their animals.”

Working with an international team of colleagues, Briefer trained a neural network to learn whether pigs were experiencing positive emotions, such as happiness or excitement, or negative emotions, such as fear and distress, using audio recordings and behavioural data from pigs in different situations, from birth through to death.

Writing in the journal Scientific Reports, the researchers describe how they used the AI to analyse the acoustic signatures of 7,414 pig calls recorded from more than 400 animals. While most of the recordings came from farms and other commercial settings, others came from experimental enclosures where pigs were given toys, food and unfamiliar objects to nose around and explore.

The scientists used the algorithm to distinguish calls linked to positive emotions from those linked to negative emotions. The different noises represented emotions across the spectrum and reflected positive situations, such as huddling with littermates, suckling their mothers, running about and being reunited with the family, to negative situations ranging from piglet fights, crushing, castration and waiting in the abattoir.

The researchers found that there were more high-pitched squeals in negative situations. Meanwhile, low-pitched grunts and barks were heard across the board, regardless of their predicament. Short grunts, however, were generally a good sign of porcine contentment.

“There are clear differences in pig calls when we look at positive and negative situations,” Briefer said. “In the positive situations, the calls are far shorter, with minor fluctuations in amplitude. Grunts, more specifically, begin high and gradually go lower in frequency.” According to the researchers, the algorithm correctly classified 92% of the calls as positive or negative emotions. With more recordings, the pig translator may be able to learn to distinguish a broader repertoire of emotions and shed light on the mental wellbeing of other animals.

While farmers tend to recognise that the mental health of animals is important for their wellbeing, the majority of animal welfare efforts focus on physical health. Briefer and her colleagues believe their algorithm can pave the way for new automated systems in the livestock industry that monitor sounds on farms and other sites to assess the animals’ psychological wellbeing.

311 Intelligence

What this means for your organisation

Welfare becomes measurable.

The system classifies pig calls as positive or negative emotions. Farms could monitor wellbeing continuously rather than by inspection. That data could feed audits and supply contracts.

Retailers may demand proof.

If welfare can be tracked, buyers and regulators may expect evidence. Food brands should prepare to show how animals in their supply chains are treated.

The tool still needs a product.

Briefer says an app for farmers is the next step. Agritech firms have an opening to build it, and farm groups should help shape how the data is used.

Three questions for your next leadership meeting

  1. How would we prove animal welfare in our supply chain?
  2. Could continuous welfare monitoring cut losses on our farms?
  3. Who would own animal emotion data in our contracts?

The trends and technologies behind this story

From the 311 Starburst, the 311 Strategic Intelligence Unit’s map of the technologies and trends shaping the next 50 years.

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Analysis by the 311 Strategic Intelligence Unit, from Matthew Griffin’s article and 311 data. First published on Fanatical Futurist.

FAQ

Why does this matter?

Animal noises are just another language, so researchers are now using AI to create the equivalent of a Doctor Doolittle app that can understand it.

Matthew Griffin

About the author

Matthew Griffin Founder, President and Futurist, 311 Institute

Matthew Griffin is a multi-award winning Futurist and expert in Disruption and Innovation, Geopolitics, Leadership, and Technology, who NASA have described as a "walking encyclopaedia of the future" and a "futurist Polymath."

Read full bio

Matthew Griffin is a multi-award winning Futurist and expert in Disruption and Innovation, Geopolitics, Leadership, and Technology, who NASA have described as a "walking encyclopaedia of the future" and a "futurist Polymath." 17-time best selling author of the "Codex of the Future" series, Matthew is the Founder, President and Futurist of the 311 Institute, a global Futures and Deep Futures advisory firm working with royal households, world leaders, G7, G20, and G77 governments, NGOs, and multi-national mid and mega cap firms to help them explore, shape, and lead the next 50 years of business and society.

An award-winning YouTube creator with over a million followers, with an unrivalled global reach and impact, Matthew is a highly sought-after international keynote speaker, lecturer, and mentor who collaborates with global leaders through the United Nations Alliance of Civilizations (UNAOC) and United Nations General Assembly (UNGA) to shape pivotal initiatives such as the UN’s AI for Humanity programme, the United Nations Conference of the Parties (UN COP), and the World Economic Forum in Davos.

As the former Global Head of Cloud, National Security, and Enterprise Sales for companies including Atos, Dell-EMC, and IBM, Matthew has a proven track record of building multi-billion dollar business units and turning failing divisions into market leaders. His ability to identify, analyse, and communicate the implications of hundreds of emerging technologies and trends is unparalleled, and his insights are trusted by many of the world’s most respected organisations, including ABB, Accenture, Adidas, AON, ARM, BCG, Centrica, Citi, Coca-Cola, Dentons, Deloitte, Dow Jones, EY, Google, KPMG, Lego, Legal & General, LinkedIn, Microsoft, PepsiCo, Qualcomm, RWE, Samsung, Siemens AG and Siemens Energy, T-Mobile, UBS, VISA, Walmart, Workday, Worldpay and many others.

Regularly featured in the global media including the AP, BBC, Bloomberg, CNBC, Discovery, Forbes, Khaleej Times, Telegraph, TIME, ViacomCBS, WIRED, and the WSJ, Matthews mission is to help organisations create a fair and sustainable future whose benefits are shared by everyone irrespective of their ability, background, or circumstances.

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Sources and further reading

  1. S41598 022 07174 8 nature.com

Source: first published by the 311 Institute on 25 March 2022. Cite as: Griffin, M. (2022). Researchers have created an AI universal translator for pigs. 311 Institute. https://www.311institute.com/researchers-have-created-an-ai-universal-translator-for-pigs/

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