Keywords : precision farming

Machine learning-based understanding of aquatic animal behaviour in waters

Ignacio Martinez-Alpiste, Jean-Benoît de Tailly, Jose M. Alcaraz-Calero, Katherine A. Sloman, Mhairi E. Alexander, Qi Wang

Published in 2024

Scientific paper proposing an automated method for real-time monitoring of shrimp behavior, using an instance segmentation system based on machine learning. This system, which is 89% accurate at 30 fps, provides a way to overcome the challenges of working in harsh underwater environments, facilitating biological investigations and improving automated aquaculture systems.

Document Types: Scientific paper

Animal categories:Crustaceans, Fish

Keywords:Precision farming, Experimentation, Identification, livestock farming systemBehavioral disorders

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Application of deep learning for livestock behaviour recognition: A systematic literature review

A. Bohan, M.S. Rafaq, M.J. Hasan, F. Asghar, A.K. Bashir, T. Dottorini

Published in 2024

Systematic literature review listing and describing deep learning systems already in use to recognise farm animal behaviors, covering the behaviors involved, their descriptions in the studies, estimates of their accuracy and precision, and their limitations.

Document Types: Scientific review

Category of animals: Bovines, Caprines, Ovines, Porcines

Keywords: Animal-based measurements, Precision farming, Welfare indicators

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Review: Exploring the use of Precision Livestock Farming for small ruminant welfare management

C. Morgan-Davies, G. Tesnière, J.M. Gautier, G.H.M. Jørgensen, E. González-García, S.I. Patsios, E.N. Sossidou, T.W.J. Keady, B. McClearn, F. Kenyon, G. Caja, L. Grøva, M. Decandia, L. Cziszter, I. Halachmi, C.M. Dwyer

Published in 2024

Scientific review identifying the main welfare problems of small ruminants and the associated indicators, along with 24 precision farming technologies that could measure these indicators, of which 12 are sensors measuring data derived from animal-based indicators.

Document Types: Scientific review

Animal categories:Goats, Sheep

Keywords: Animal-based measurements, Precision farming, Welfare indicators

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Towards Dog Bark Decoding: Leveraging Human Speech Processing for Automated Bark Classification

Artem Abzaliev, Humberto Pérez Espinosa, Rada Mihalcea

Published in 2024

Scientific article showing that artificial intelligence speech-modelling tools that have been pre-trained on human speech can be applied to some classification tasks relating to dog vocalizations and can help in their interpretation. 

Document Types: Scientific paper

Animal categories:Canine

Keywords:Animal-based measurement, Precision farming, Human-animal relationship, Vocalisation

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Quantification of play behaviour in calves using automated ultra-wideband location data and its association with age, weaning and health status

J. A. Vázquez-Diosdado, C. Doidge, E. V. Bushby, F. Occhiuto and J. Kaler

Published in 2024

Article describing a quantification method that can automatically detect play behavior in rearing calves using location data from ultra-wideband sensors. The occurrence and duration of play behavior decreases with age, disease and increasing temperature, while play behavior increases during and after weaning. Play behavior is potentially a positive welfare indicator.

Document Types: Scientific paper

Animal categories: Bovines

Keywords:Animal-based measurement, Precision farming, Welfare indicators, Weaning

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Accelerometers Contribution to the Knowledge of Domestic Cats' (Felis catus) Behavior: A Comprehensive Review

Serena Prigent Garcia, Alia Chebly

Published in 2024

Scientific review of the potential value of bio-loggers to analyze activity patterns and biological rhythms in domestic cats.

Document Types: Scientific review

Animal categories: Felines

Keywords:Animal adaptation to the environment, Animal-based measurement, Precision farming, Welfare indicators, Behavioural disorders

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A scoping review of the use of bioacoustics to assess various components of farm animal welfare

Mathilde Coutant, Avelyne S. Villain, Elodie F. Briefer

Published in 2024

Scientific summary article describing the AI bioacoustic tools that are currently available for the assessment and monitoring of the welfare of farm animals. The article does, however, stress that it is currently rare to see these methods used on the ground  to help farm management. 

Document Types: Scientific review

Animal categories: Bovines, Caprines, Equines, Ovines, Porcines, Poultry

Keywords:Animal adaptation to the environment, Animal-based measurement, Precision farming, Welfare indicators, Vocalisation

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Colloque BOW : Le bâtiment d’élevage, point de rencontre entre l’homme et l’animal

Yannick Ramonet, Frédéric Kergourlay, Vanessa Lollivier

Published in 2024

Conference proceedings from the BOW symposium co-organized by the BATICE and One Welfare RMTs on February 14 and 15, 2024 in Rennes.

Document Types: Technical review

Animal categories: Bovines, Caprines, Equines, Ovines, Porcines, Poultry

Keywords:Animal adaptation to environment, Animal-based measurement, Animal housing, Aggression, Aggressiveness, Enrichment, Housing, One Welfare, Human-animal relationship, Animal welfare indicators, Behavioral disorders, Education, Precision farming, Societal issues, Livestock housing, Livestock system

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Fowl language: AI is learning to analyze chicken communications to help us understand what all the clucking's about

Suresh Neethirajan

Published in 2024

Popular science article on the benefits of an AI tool to interpret the complex vocal linguistic system used by chickens. Combined with an analysis of non-vocal cues, the tool would make it possible to understand the birds' emotional states. This interpretation of different chicken vocalizations could lead to improved farming practices and a change in how we view our relationship with animals.

Document Types: Scientific paper

Animal categories: Poultry

Keywords:Animal-based measurement, Precision farming, Human-animal relationship, Vocalisation

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Active walking in broiler chickens: a flagship for good welfare, a goal for smart farming and a practical starting point for automated welfare recognition

Marian Stamp Dawkins

Published in 2024

Scientific article suggesting that active walking in broiler chickens can be a reliable indicator of health and welfare. Its sustained and regular pattern of expression is detectable by automated systems.  This smart detection of active walking deficiencies can be carried out both on an individual chicken and on a group of chickens, even at high stocking densities.

Document Types: Scientific paper

Animal categories: Poultry

Keywords:Animal-based measurement, Precision farming, Welfare indicators, Robustness, Behavioural disorders

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