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SmartHerd management: A microservices‐based fog computing–assisted IoT platform towards data‐driven smart dairy farming

Internet of Things (IoT), fog computing, cloud computing, and data‐driven techniques together offer a great opportunity for verticals such as dairy industry to increase productivity by getting actionable insights to improve farming practices, thereby increasing efficiency and yield. In this paper, w...

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Detalles Bibliográficos
Autores principales: Taneja, Mohit, Jalodia, Nikita, Byabazaire, John, Davy, Alan, Olariu, Cristian
Formato: Online Artículo Texto
Lenguaje:English
Publicado: John Wiley and Sons Inc. 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6686710/
https://www.ncbi.nlm.nih.gov/pubmed/31423028
http://dx.doi.org/10.1002/spe.2704
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author Taneja, Mohit
Jalodia, Nikita
Byabazaire, John
Davy, Alan
Olariu, Cristian
author_facet Taneja, Mohit
Jalodia, Nikita
Byabazaire, John
Davy, Alan
Olariu, Cristian
author_sort Taneja, Mohit
collection PubMed
description Internet of Things (IoT), fog computing, cloud computing, and data‐driven techniques together offer a great opportunity for verticals such as dairy industry to increase productivity by getting actionable insights to improve farming practices, thereby increasing efficiency and yield. In this paper, we present SmartHerd, a fog computing–assisted end‐to‐end IoT platform for animal behavior analysis and health monitoring in a dairy farming scenario. The platform follows a microservices‐oriented design to assist the distributed computing paradigm and addresses the major issue of constrained Internet connectivity in remote farm locations. We present the implementation of the designed software system in a 6‐month mature real‐world deployment, wherein the data from wearables on cows is sent to a fog‐based platform for data classification and analysis, which includes decision‐making capabilities and provides actionable insights to farmer towards the welfare of animals. With fog‐based computational assistance in the SmartHerd setup, we see an 84% reduction in amount of data transferred to the cloud as compared with the conventional cloud‐based approach.
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spelling pubmed-66867102019-08-14 SmartHerd management: A microservices‐based fog computing–assisted IoT platform towards data‐driven smart dairy farming Taneja, Mohit Jalodia, Nikita Byabazaire, John Davy, Alan Olariu, Cristian Softw Pract Exp Research Articles Internet of Things (IoT), fog computing, cloud computing, and data‐driven techniques together offer a great opportunity for verticals such as dairy industry to increase productivity by getting actionable insights to improve farming practices, thereby increasing efficiency and yield. In this paper, we present SmartHerd, a fog computing–assisted end‐to‐end IoT platform for animal behavior analysis and health monitoring in a dairy farming scenario. The platform follows a microservices‐oriented design to assist the distributed computing paradigm and addresses the major issue of constrained Internet connectivity in remote farm locations. We present the implementation of the designed software system in a 6‐month mature real‐world deployment, wherein the data from wearables on cows is sent to a fog‐based platform for data classification and analysis, which includes decision‐making capabilities and provides actionable insights to farmer towards the welfare of animals. With fog‐based computational assistance in the SmartHerd setup, we see an 84% reduction in amount of data transferred to the cloud as compared with the conventional cloud‐based approach. John Wiley and Sons Inc. 2019-05-16 2019-07 /pmc/articles/PMC6686710/ /pubmed/31423028 http://dx.doi.org/10.1002/spe.2704 Text en © 2019 The Authors. Software: Practice and Experience published by John Wiley & Sons Ltd. This is an open access article under the terms of the http://creativecommons.org/licenses/by/4.0/ License, which permits use, distribution and reproduction in any medium, provided the original work is properly cited.
spellingShingle Research Articles
Taneja, Mohit
Jalodia, Nikita
Byabazaire, John
Davy, Alan
Olariu, Cristian
SmartHerd management: A microservices‐based fog computing–assisted IoT platform towards data‐driven smart dairy farming
title SmartHerd management: A microservices‐based fog computing–assisted IoT platform towards data‐driven smart dairy farming
title_full SmartHerd management: A microservices‐based fog computing–assisted IoT platform towards data‐driven smart dairy farming
title_fullStr SmartHerd management: A microservices‐based fog computing–assisted IoT platform towards data‐driven smart dairy farming
title_full_unstemmed SmartHerd management: A microservices‐based fog computing–assisted IoT platform towards data‐driven smart dairy farming
title_short SmartHerd management: A microservices‐based fog computing–assisted IoT platform towards data‐driven smart dairy farming
title_sort smartherd management: a microservices‐based fog computing–assisted iot platform towards data‐driven smart dairy farming
topic Research Articles
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6686710/
https://www.ncbi.nlm.nih.gov/pubmed/31423028
http://dx.doi.org/10.1002/spe.2704
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