Cargando…

Feature Selection and Comparison of Machine Learning Algorithms in Classification of Grazing and Rumination Behaviour in Sheep

Grazing and ruminating are the most important behaviours for ruminants, as they spend most of their daily time budget performing these. Continuous surveillance of eating behaviour is an important means for monitoring ruminant health, productivity and welfare. However, surveillance performed by human...

Descripción completa

Detalles Bibliográficos
Autores principales:	Mansbridge, Nicola, Mitsch, Jurgen, Bollard, Nicola, Ellis, Keith, Miguel-Pacheco, Giuliana G., Dottorini, Tania, Kaler, Jasmeet
Formato:	Online Artículo Texto
Lenguaje:	English
Publicado:	MDPI 2018
Materias:	Article
Acceso en línea:	https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6210268/ https://www.ncbi.nlm.nih.gov/pubmed/30347653 http://dx.doi.org/10.3390/s18103532

Ejemplares similares

Automated detection of lameness in sheep using machine learning approaches: novel insights into behavioural differences among lame and non-lame sheep
por: Kaler, Jasmeet, et al.
Publicado: (2020)

Evaluation of sampling frequency, window size and sensor position for classification of sheep behaviour
por: Walton, Emily, et al.
Publicado: (2018)

A Combined Offline and Online Algorithm for Real-Time and Long-Term Classification of Sheep Behaviour: Novel Approach for Precision Livestock Farming
por: Vázquez-Diosdado, Jorge A., et al.
Publicado: (2019)

Machine Learning Algorithms to Classify and Quantify Multiple Behaviours in Dairy Calves Using a Sensor: Moving beyond Classification in Precision Livestock
por: Carslake, Charles, et al.
Publicado: (2020)

Technology adoption on farms: Using Normalisation Process Theory to understand sheep farmers’ attitudes and behaviours in relation to using precision technology in flock management
por: Kaler, Jasmeet, et al.
Publicado: (2019)

Validation of an Accelerometer Sensor-Based Collar for Monitoring Grazing and Rumination Behaviours in Grazing Dairy Cows
por: Iqbal, Muhammad Wasim, et al.
Publicado: (2021)

Sheep farmer opinions on the current and future role of veterinarians in flock health management on sheep farms: A qualitative study
por: Kaler, Jasmeet, et al.
Publicado: (2013)

From the other perspective: Behavioural factors associated with UK sheep farmers’ attitudes towards antibiotic use and antibiotic resistance
por: Doidge, Charlotte, et al.
Publicado: (2021)

Grazing Sheep Behaviour Recognition Based on Improved YOLOV5
por: Hu, Tianci, et al.
Publicado: (2023)

A randomised controlled trial to evaluate the impact of indoor living space on dairy cow production, reproduction and behaviour
por: Thompson, Jake S., et al.
Publicado: (2022)

Effects of intrinsic and extrinsic factors on ruminating, grazing, and bedding time in bighorn sheep (Ovis canadensis)
por: Wang, Muyang, et al.
Publicado: (2018)

Use of Fecal Indices as a Non-Invasive Tool for Ruminal Activity Evaluation in Extensive Grazing Sheep
por: Orellana, Carla, et al.
Publicado: (2022)

Stall-Feeding of Sheep on Restricted Grazing: Effects on Performance and Serum Metabolites, Ruminal Fermentation, and Fecal Microbiota
por: Zhao, Mengyu, et al.
Publicado: (2023)

Toxicity of Crepis lacera in grazing ruminants
por: Russo, Rosario, et al.
Publicado: (2018)

Editorial: Grazing Behavior and Welfare of Ruminants
por: Pinheiro Machado Filho, Luiz Carlos, et al.
Publicado: (2022)

Sheep production and grazing management
por: Spedding, C. R. W.
Publicado: (1970)

Research on Six-Axis Sensor-Based Step-Counting Algorithm for Grazing Sheep
por: Jiang, Chengxiang, et al.
Publicado: (2023)

An Appraisal of Methods for Measuring Welfare of Grazing Ruminants
por: Barrell, Graham K.
Publicado: (2019)

Antimicrobial Resistance Patterns of Escherichia coli Isolated from Sheep and Beef Farms in England and Wales: A Comparison of Disk Diffusion Interpretation Methods
por: Doidge, Charlotte, et al.
Publicado: (2021)

Simulating grazing beef and sheep systems
por: Wu, L., et al.
Publicado: (2022)

Evaluating observer agreement of scoring systems for foot integrity and footrot lesions in sheep
por: Foddai, Alessandro, et al.
Publicado: (2012)

Factors Affecting Grazing and Rumination Behaviours of Dairy Cows in a Pasture-Based System in New Zealand
por: Iqbal, Muhammad Wasim, et al.
Publicado: (2022)

To prescribe or not to prescribe? A factorial survey to explore veterinarians’ decision making when prescribing antimicrobials to sheep and beef farmers in the UK
por: Doidge, Charlotte, et al.
Publicado: (2019)

Associations between sheep farmer attitudes, beliefs, emotions and personality, and their barriers to uptake of best practice: The example of footrot
por: O’Kane, Holly, et al.
Publicado: (2017)

Behavioural Indicators of Intra- and Inter-Specific Competition: Sheep Co-Grazing with Guanaco in the Patagonian Steppe
por: Fernández, Tomás, et al.
Publicado: (2021)

Farmers' Perceptions of Preventing Antibiotic Resistance on Sheep and Beef Farms: Risk, Responsibility, and Action
por: Doidge, Charlotte, et al.
Publicado: (2020)

Genome-Scale Metabolic Models and Machine Learning Reveal Genetic Determinants of Antibiotic Resistance in Escherichia coli and Unravel the Underlying Metabolic Adaptation Mechanisms
por: Pearcy, Nicole, et al.
Publicado: (2021)

The assessment of supplementation requirements of grazing ruminants using nutrition models
por: Tedeschi, Luis O, et al.
Publicado: (2019)

Daylong acoustic recordings of grazing and rumination activities in dairy cows
por: Martinez-Rau, Luciano S., et al.
Publicado: (2023)

Behavior Classification and Analysis of Grazing Sheep on Pasture with Different Sward Surface Heights Using Machine Learning
por: Jin, Zhongming, et al.
Publicado: (2022)

Effect of Restricted Grazing Time on the Foraging Behavior and Movement of Tan Sheep Grazed on Desert Steppe
por: Chen, Yong, et al.
Publicado: (2013)

Comparison of Worm Control Strategies in Grazing Sheep in Denmark
por: Boa, ME, et al.
Publicado: (2001)

Effect of sheep grazing on seed circulation on the Loess Plateau
por: Wang, Shu‐Lin, et al.
Publicado: (2021)

SpaceSheep: Satellite Communications for Ovine Smart Grazing
por: Gonçalves, Pedro, et al.
Publicado: (2023)

Grazing behavior, dietary value and performance of sheep, goats, cattle and camels co-grazing range with mixed species of grazing and browsing plants
por: Mohammed, A.S., et al.
Publicado: (2020)

Influencing Change: When “Best Practice” Changes and the Prototypical Good Farmer Turns Bad
por: Green, Laura, et al.
Publicado: (2020)

Cattle grazing results in greater floral resources and pollinators than sheep grazing in low‐diversity grasslands
por: Cutter, Jasmine, et al.
Publicado: (2022)

Symbiotic diazotrophs in response to yak grazing and Tibetan sheep grazing in Qinghai-Tibetan plateau grassland soils
por: Sun, Shengnan, et al.
Publicado: (2023)

Composition of Ileal Bacterial Community in Grazing Goats Varies across Non-rumination, Transition and Rumination Stages of Life
por: Jiao, Jinzhen, et al.
Publicado: (2016)

Schmallenberg virus neutralising antibody responses in sheep
por: Jones, Scott, et al.
Publicado: (2019)

Cannot write session to /tmp/vufind_sessions/sess_nps62ca2itni4h4f0foegtsn28