Deep Learning for Estrus Detection in Dairy Cattle - Temporal Modeling Using LSTM Networks – Muhammed Mufad AMBHALATHUVEETIL
Muhammed Mufad AMBHALATHUVEETIL
Master's thesis
Deep Learning for Estrus Detection in Dairy Cattle - Temporal Modeling Using LSTM Networks
Abstract:
The thesis focuses on the application of artificial intelligence method for estrus detection in dairy cows by using time series data from wearable sensor devices. A Long Short-Term Memory (LSTM) based modelling approach is applied to understand behavioural patterns associated with estrus cycle and is evaluated through comparative analysis with baseline models. The research aims to improve reproductive …moreAbstract:
The thesis focuses on the application of artificial intelligence method for estrus detection in dairy cows by using time series data from wearable sensor devices. A Long Short-Term Memory (LSTM) based modelling approach is applied to understand behavioural patterns associated with estrus cycle and is evaluated through comparative analysis with baseline models. The research aims to improve reproductive …more
Language used: English
Date on which the thesis was submitted / produced: 31. 1. 2026
Thesis defence
- Supervisor: Markus Eider, M.Sc.
Citation record
ISO 690-compliant citation record:
AMBHALATHUVEETIL, Muhammed Mufad. \textit{Deep Learning for Estrus Detection in Dairy Cattle - Temporal Modeling Using LSTM Networks}. Online. Master's thesis. České Budějovice: University of South Bohemia in České Budějovice, Faculty of Science. 2026. Available from: https://theses.cz/id/2oa94x/.
The right form of listing the thesis as a source quoted
AMBHALATHUVEETIL, Muhammed Mufad. Deep Learning for Estrus Detection in Dairy Cattle - Temporal Modeling Using LSTM Networks. České Budějovice, 2026. diplomová práce (Mgr.). JIHOČESKÁ UNIVERZITA V ČESKÝCH BUDĚJOVICÍCH. Přírodovědecká fakulta
Full text of thesis
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Institution archiving the thesis and making it accessible: JIHOČESKÁ UNIVERZITA V ČESKÝCH BUDĚJOVICÍCH, Přírodovědecká fakultaUNIVERSITY OF SOUTH BOHEMIA IN ČESKÉ BUDĚJOVICE
Faculty of ScienceMaster programme / field:
Artificial Intelligence and Data Science / Artificial Intelligence and Data Science
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