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Towards the Development of a Smart Flying Sensor: Illustration in the Field of Precision Agriculture
Sensing is an important element to quantify productivity, product quality and to make decisions. Applications, such as mapping, surveillance, exploration and precision agriculture, require a reliable platform for remote sensing. This paper presents the first steps towards the development of a smart...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2015
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4541901/ https://www.ncbi.nlm.nih.gov/pubmed/26184205 http://dx.doi.org/10.3390/s150716688 |
_version_ | 1782386459204911104 |
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author | Hernandez, Andres Murcia, Harold Copot, Cosmin De Keyser, Robin |
author_facet | Hernandez, Andres Murcia, Harold Copot, Cosmin De Keyser, Robin |
author_sort | Hernandez, Andres |
collection | PubMed |
description | Sensing is an important element to quantify productivity, product quality and to make decisions. Applications, such as mapping, surveillance, exploration and precision agriculture, require a reliable platform for remote sensing. This paper presents the first steps towards the development of a smart flying sensor based on an unmanned aerial vehicle (UAV). The concept of smart remote sensing is illustrated and its performance tested for the task of mapping the volume of grain inside a trailer during forage harvesting. Novelty lies in: (1) the development of a position-estimation method with time delay compensation based on inertial measurement unit (IMU) sensors and image processing; (2) a method to build a 3D map using information obtained from a regular camera; and (3) the design and implementation of a path-following control algorithm using model predictive control (MPC). Experimental results on a lab-scale system validate the effectiveness of the proposed methodology. |
format | Online Article Text |
id | pubmed-4541901 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2015 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-45419012015-08-26 Towards the Development of a Smart Flying Sensor: Illustration in the Field of Precision Agriculture Hernandez, Andres Murcia, Harold Copot, Cosmin De Keyser, Robin Sensors (Basel) Article Sensing is an important element to quantify productivity, product quality and to make decisions. Applications, such as mapping, surveillance, exploration and precision agriculture, require a reliable platform for remote sensing. This paper presents the first steps towards the development of a smart flying sensor based on an unmanned aerial vehicle (UAV). The concept of smart remote sensing is illustrated and its performance tested for the task of mapping the volume of grain inside a trailer during forage harvesting. Novelty lies in: (1) the development of a position-estimation method with time delay compensation based on inertial measurement unit (IMU) sensors and image processing; (2) a method to build a 3D map using information obtained from a regular camera; and (3) the design and implementation of a path-following control algorithm using model predictive control (MPC). Experimental results on a lab-scale system validate the effectiveness of the proposed methodology. MDPI 2015-07-10 /pmc/articles/PMC4541901/ /pubmed/26184205 http://dx.doi.org/10.3390/s150716688 Text en © 2015 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 license (http://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Hernandez, Andres Murcia, Harold Copot, Cosmin De Keyser, Robin Towards the Development of a Smart Flying Sensor: Illustration in the Field of Precision Agriculture |
title | Towards the Development of a Smart Flying Sensor: Illustration in the Field of Precision Agriculture |
title_full | Towards the Development of a Smart Flying Sensor: Illustration in the Field of Precision Agriculture |
title_fullStr | Towards the Development of a Smart Flying Sensor: Illustration in the Field of Precision Agriculture |
title_full_unstemmed | Towards the Development of a Smart Flying Sensor: Illustration in the Field of Precision Agriculture |
title_short | Towards the Development of a Smart Flying Sensor: Illustration in the Field of Precision Agriculture |
title_sort | towards the development of a smart flying sensor: illustration in the field of precision agriculture |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4541901/ https://www.ncbi.nlm.nih.gov/pubmed/26184205 http://dx.doi.org/10.3390/s150716688 |
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