LAPSE:2023.22059v1
Published Article
LAPSE:2023.22059v1
Energy Consumption on Dairy Farms: A Review of Monitoring, Prediction Modelling, and Analyses
March 23, 2023
Abstract
The global consumption of dairy produce is forecasted to increase by 19% per person by 2050. However, milk production is an intense energy consuming process. Coupled with concerns related to global greenhouse gas emissions from agriculture, increasing the production of milk must be met with the sustainable use of energy resources, to ensure the future monetary and environmental sustainability of the dairy industry. This body of work focused on summarizing and reviewing dairy energy research from the monitoring, prediction modelling and analyses point of view. Total primary energy consumption values in literature ranged from 2.7 MJ kg−1 Energy Corrected Milk on organic dairy farming systems to 4.2 MJ kg−1 Energy Corrected Milk on conventional dairy farming systems. Variances in total primary energy requirements were further assessed according to whether confinement or pasture-based systems were employed. Overall, a 35% energy reduction was seen across literature due to employing a pasture-based dairy system. Compared to standard regression methods, increased prediction accuracy has been demonstrated in energy literature due to employing various machine-learning algorithms. Dairy energy prediction models have been frequently utilized throughout literature to conduct dairy energy analyses, for estimating the impact of changes to infrastructural equipment and managerial practices.
Keywords
dairy, efficiency, Energy, machine-learning, Modelling, review, sustainable agriculture
Suggested Citation
Shine P, Upton J, Sefeedpari P, Murphy MD. Energy Consumption on Dairy Farms: A Review of Monitoring, Prediction Modelling, and Analyses. (2023). LAPSE:2023.22059v1
Author Affiliations
Shine P: Department of Process, Energy and Transport Engineering, Cork Institute of Technology, Cork T12 P928, Ireland [ORCID]
Upton J: Animal and Grassland Research and Innovation Centre, Teagasc Moorepark Fermoy, Cork P61 C996, Ireland
Sefeedpari P: Wageningen Livestock Research, Wageningen University and Research, 6708 WD Wageningen, The Netherlands [ORCID]
Murphy MD: Department of Process, Energy and Transport Engineering, Cork Institute of Technology, Cork T12 P928, Ireland [ORCID]
Journal Name
Energies
Volume
13
Issue
5
Article Number
E1288
Year
2020
Publication Date
2020-03-10
ISSN
1996-1073
Version Comments
Original Submission
Other Meta
PII: en13051288, Publication Type: Review
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LAPSE:2023.22059v1
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https://doi.org/10.3390/en13051288
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Mar 23, 2023
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