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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...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
John Wiley and Sons Inc.
2019
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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. |
format | Online Article Text |
id | pubmed-6686710 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | John Wiley and Sons Inc. |
record_format | MEDLINE/PubMed |
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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