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Precision Agriculture Techniques and Practices: From Considerations to Applications

Internet of Things (IoT)-based automation of agricultural events can change the agriculture sector from being static and manual to dynamic and smart, leading to enhanced production with reduced human efforts. Precision Agriculture (PA) along with Wireless Sensor Network (WSN) are the main drivers of...

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Autores principales: Shafi, Uferah, Mumtaz, Rafia, García-Nieto, José, Hassan, Syed Ali, Zaidi, Syed Ali Raza, Iqbal, Naveed
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6749385/
https://www.ncbi.nlm.nih.gov/pubmed/31480709
http://dx.doi.org/10.3390/s19173796
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author Shafi, Uferah
Mumtaz, Rafia
García-Nieto, José
Hassan, Syed Ali
Zaidi, Syed Ali Raza
Iqbal, Naveed
author_facet Shafi, Uferah
Mumtaz, Rafia
García-Nieto, José
Hassan, Syed Ali
Zaidi, Syed Ali Raza
Iqbal, Naveed
author_sort Shafi, Uferah
collection PubMed
description Internet of Things (IoT)-based automation of agricultural events can change the agriculture sector from being static and manual to dynamic and smart, leading to enhanced production with reduced human efforts. Precision Agriculture (PA) along with Wireless Sensor Network (WSN) are the main drivers of automation in the agriculture domain. PA uses specific sensors and software to ensure that the crops receive exactly what they need to optimize productivity and sustainability. PA includes retrieving real data about the conditions of soil, crops and weather from the sensors deployed in the fields. High-resolution images of crops are obtained from satellite or air-borne platforms (manned or unmanned), which are further processed to extract information used to provide future decisions. In this paper, a review of near and remote sensor networks in the agriculture domain is presented along with several considerations and challenges. This survey includes wireless communication technologies, sensors, and wireless nodes used to assess the environmental behaviour, the platforms used to obtain spectral images of crops, the common vegetation indices used to analyse spectral images and applications of WSN in agriculture. As a proof of concept, we present a case study showing how WSN-based PA system can be implemented. We propose an IoT-based smart solution for crop health monitoring, which is comprised of two modules. The first module is a wireless sensor network-based system to monitor real-time crop health status. The second module uses a low altitude remote sensing platform to obtain multi-spectral imagery, which is further processed to classify healthy and unhealthy crops. We also highlight the results obtained using a case study and list the challenges and future directions based on our work.
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spelling pubmed-67493852019-09-27 Precision Agriculture Techniques and Practices: From Considerations to Applications Shafi, Uferah Mumtaz, Rafia García-Nieto, José Hassan, Syed Ali Zaidi, Syed Ali Raza Iqbal, Naveed Sensors (Basel) Review Internet of Things (IoT)-based automation of agricultural events can change the agriculture sector from being static and manual to dynamic and smart, leading to enhanced production with reduced human efforts. Precision Agriculture (PA) along with Wireless Sensor Network (WSN) are the main drivers of automation in the agriculture domain. PA uses specific sensors and software to ensure that the crops receive exactly what they need to optimize productivity and sustainability. PA includes retrieving real data about the conditions of soil, crops and weather from the sensors deployed in the fields. High-resolution images of crops are obtained from satellite or air-borne platforms (manned or unmanned), which are further processed to extract information used to provide future decisions. In this paper, a review of near and remote sensor networks in the agriculture domain is presented along with several considerations and challenges. This survey includes wireless communication technologies, sensors, and wireless nodes used to assess the environmental behaviour, the platforms used to obtain spectral images of crops, the common vegetation indices used to analyse spectral images and applications of WSN in agriculture. As a proof of concept, we present a case study showing how WSN-based PA system can be implemented. We propose an IoT-based smart solution for crop health monitoring, which is comprised of two modules. The first module is a wireless sensor network-based system to monitor real-time crop health status. The second module uses a low altitude remote sensing platform to obtain multi-spectral imagery, which is further processed to classify healthy and unhealthy crops. We also highlight the results obtained using a case study and list the challenges and future directions based on our work. MDPI 2019-09-02 /pmc/articles/PMC6749385/ /pubmed/31480709 http://dx.doi.org/10.3390/s19173796 Text en © 2019 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Review
Shafi, Uferah
Mumtaz, Rafia
García-Nieto, José
Hassan, Syed Ali
Zaidi, Syed Ali Raza
Iqbal, Naveed
Precision Agriculture Techniques and Practices: From Considerations to Applications
title Precision Agriculture Techniques and Practices: From Considerations to Applications
title_full Precision Agriculture Techniques and Practices: From Considerations to Applications
title_fullStr Precision Agriculture Techniques and Practices: From Considerations to Applications
title_full_unstemmed Precision Agriculture Techniques and Practices: From Considerations to Applications
title_short Precision Agriculture Techniques and Practices: From Considerations to Applications
title_sort precision agriculture techniques and practices: from considerations to applications
topic Review
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6749385/
https://www.ncbi.nlm.nih.gov/pubmed/31480709
http://dx.doi.org/10.3390/s19173796
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