Deep learning for anomaly detection in time-series data: Review, analysis, and guidelines

K Choi, J Yi, C Park, S Yoon - IEEE access, 2021 - ieeexplore.ieee.org
As industries become automated and connectivity technologies advance, a wide range of
systems continues to generate massive amounts of data. Many approaches have been …

A review on outlier/anomaly detection in time series data

A Blázquez-García, A Conde, U Mori… - ACM computing surveys …, 2021 - dl.acm.org
Recent advances in technology have brought major breakthroughs in data collection,
enabling a large amount of data to be gathered over time and thus generating time series …

A review on dairy cattle farming: Is precision livestock farming the compromise for an environmental, economic and social sustainable production?

D Lovarelli, J Bacenetti, M Guarino - Journal of Cleaner Production, 2020 - Elsevier
Abstract Precision Livestock Farming (PLF) is spreading worldwide for its applications on
livestock farms, in both intensive and extensive systems. PLF has started being adopted only …

Smart animal agriculture: application of real-time sensors to improve animal well-being and production

I Halachmi, M Guarino, J Bewley… - Annual review of animal …, 2019 - annualreviews.org
Consumption of animal products such as meat, milk, and eggs in first-world countries has
leveled off, but it is rising precipitously in developing countries. Agriculture will have to …

An iot-based design using accelerometers in animal behavior recognition systems

DN Tran, TN Nguyen, PCP Khanh… - IEEE Sensors …, 2021 - ieeexplore.ieee.org
Cow behavior recognition systems support the assessment of cows' condition by providing
their behavior information. Accelerometers are particularly suited for a non-invasive solution …

[HTML][HTML] Accelerometer systems as tools for health and welfare assessment in cattle and pigs–a review

JM Chapa, K Maschat, M Iwersen, J Baumgartner… - Behavioural …, 2020 - Elsevier
Welfare assessment has traditionally been performed by direct observation by humans,
providing information at only selected points in time. Recently, this assessment method has …

Cows' legs tracking and lameness detection in dairy cattle using video analysis and Siamese neural networks

Z Zheng, X Zhang, L Qin, S Yue, P Zeng - Computers and Electronics in …, 2023 - Elsevier
The analysis of a cow's motion behavior is based on the positioning and tracking of its legs.
This paper proposes a Siamese attention model (Siam-AM) fusion attention mechanism to …

[HTML][HTML] Cattle behaviour classification from collar, halter, and ear tag sensors

A Rahman, DV Smith, B Little, AB Ingham… - … processing in agriculture, 2018 - Elsevier
In this paper, we summarise the outcome of a set of experiments aimed at classifying cattle
behaviour based on sensor data. Each animal carried sensors generating time series …

IoT-based cow health monitoring system

O Unold, M Nikodem, M Piasecki, K Szyc… - International Conference …, 2020 - Springer
Good health and wellbeing of animals are essential to dairy cow farms and sustainable
production of milk. Unfortunately, day-to-day monitoring of animals condition is difficult …

Automatic lameness detection in cattle

M Alsaaod, M Fadul, A Steiner - The veterinary journal, 2019 - Elsevier
There is an increasing demand for health and welfare monitoring in modern dairy farming.
The development of various innovative techniques aims at improving animal behaviour …