Machine learning applications for precision agriculture: A comprehensive review

A Sharma, A Jain, P Gupta, V Chowdary - IEEE Access, 2020 - ieeexplore.ieee.org
Agriculture plays a vital role in the economic growth of any country. With the increase of
population, frequent changes in climatic conditions and limited resources, it becomes a …

A systematic literature review on machine learning applications for sustainable agriculture supply chain performance

R Sharma, SS Kamble, A Gunasekaran… - Computers & Operations …, 2020 - Elsevier
Agriculture plays an important role in sustaining all human activities. Major challenges such
as overpopulation, competition for resources poses a threat to the food security of the planet …

[HTML][HTML] The role of sensors, big data and machine learning in modern animal farming

S Neethirajan - Sensing and Bio-Sensing Research, 2020 - Elsevier
Ever since man began domesticating animals several thousand years ago, we have always
relied on our intuition, collective knowledge, and sensory signals to make effective animal …

Machine learning in agriculture: A review

KG Liakos, P Busato, D Moshou, S Pearson, D Bochtis - Sensors, 2018 - mdpi.com
Machine learning has emerged with big data technologies and high-performance computing
to create new opportunities for data intensive science in the multi-disciplinary agri …

Precision livestock farming in swine welfare: a review for swine practitioners

M Benjamin, S Yik - Animals, 2019 - mdpi.com
Simple Summary The increasing implementation of technological advances originally
developed for video gaming (PlayStation, Xbox) is helping to progress livestock production …

A systematic review on validated precision livestock farming technologies for pig production and its potential to assess animal welfare

Y Gómez, AH Stygar, IJMM Boumans… - Frontiers in veterinary …, 2021 - frontiersin.org
Several precision livestock farming (PLF) technologies, conceived for optimizing farming
processes, are developed to detect the physical and behavioral changes of animals …

Emerging indicators of fish welfare in aquaculture

MO Barreto, S Rey Planellas, Y Yang… - Reviews in …, 2022 - Wiley Online Library
As aquaculture continues to grow and intensify, there is an increasing public concern over
the welfare of farmed fish. Stress and production‐related pathologies and repressed growth …

[HTML][HTML] Automatically detecting pig position and posture by 2D camera imaging and deep learning

M Riekert, A Klein, F Adrion, C Hoffmann… - … and Electronics in …, 2020 - Elsevier
Prior livestock research provides evidence for the importance of accurate detection of pig
positions and postures for better understanding animal welfare. Position and posture …

Image analysis and computer vision applications in animal sciences: an overview

AFA Fernandes, JRR Dórea, GJM Rosa - Frontiers in Veterinary …, 2020 - frontiersin.org
Computer Vision, Digital Image Processing, and Digital Image Analysis can be viewed as an
amalgam of terms that very often are used to describe similar processes. Most of this …

Recording behaviour of indoor-housed farm animals automatically using machine vision technology: A systematic review

K Wurtz, I Camerlink, RB D'Eath, AP Fernández… - PloS one, 2019 - journals.plos.org
Large-scale phenotyping of animal behaviour traits is time consuming and has led to
increased demand for technologies that can automate these procedures. Automated …