Cargando…

Detection of Water Leakage in Drip Irrigation Systems Using Infrared Technique in Smart Agricultural Robots

In the future, the world is likely to face water and therefore food shortages due to reasons such as global warming, population growth, the melting of glaciers, the destruction of agricultural lands over time or their use for different purposes, and environmental pollution. Although technological de...

Descripción completa

Detalles Bibliográficos
Autores principales: Türkler, Levent, Akkan, Taner, Akkan, Lütfiye Özlem
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10674694/
https://www.ncbi.nlm.nih.gov/pubmed/38005630
http://dx.doi.org/10.3390/s23229244
_version_ 1785149740042682368
author Türkler, Levent
Akkan, Taner
Akkan, Lütfiye Özlem
author_facet Türkler, Levent
Akkan, Taner
Akkan, Lütfiye Özlem
author_sort Türkler, Levent
collection PubMed
description In the future, the world is likely to face water and therefore food shortages due to reasons such as global warming, population growth, the melting of glaciers, the destruction of agricultural lands over time or their use for different purposes, and environmental pollution. Although technological developments are important for people to live a more comfortable and safer life, it is also possible to reduce and even repair the damage to nature and protect nature itself thanks to new technologies. There is a requirement to detect abnormal water usage in agriculture to avert water scarcity, and an electronic system can help achieve this objective. In this research, an experimental study was carried out to detect water leaks in the field in order to prevent water losses that can occur in agriculture, where water consumption is the highest. Therefore, in this study, low-cost embedded electronic hardware was developed to detect over-watering by means of normal and thermal camera sensors and to collect the required data, which can be installed on a mobile agricultural robot. For image processing and the diagnosis of abnormal conditions, the collected data were transferred to a personal computer server. Then, software was developed for both the low-cost embedded system and the personal computer to provide a faster detection and decision-making process. The physical and software system developed in this study was designed to provide a water leak detection process that has a minimum response time. For this purpose, mathematical and image processing algorithms were applied to obtain efficient water detection for the conversion of the thermal sensor data into an image, the image size enhancement using interpolation, the combination of normal and thermal images, and the calculation of the image area where water leakage occurs. The field experiments for this developed system were performed manually to observe the good functioning of the system.
format Online
Article
Text
id pubmed-10674694
institution National Center for Biotechnology Information
language English
publishDate 2023
publisher MDPI
record_format MEDLINE/PubMed
spelling pubmed-106746942023-11-17 Detection of Water Leakage in Drip Irrigation Systems Using Infrared Technique in Smart Agricultural Robots Türkler, Levent Akkan, Taner Akkan, Lütfiye Özlem Sensors (Basel) Article In the future, the world is likely to face water and therefore food shortages due to reasons such as global warming, population growth, the melting of glaciers, the destruction of agricultural lands over time or their use for different purposes, and environmental pollution. Although technological developments are important for people to live a more comfortable and safer life, it is also possible to reduce and even repair the damage to nature and protect nature itself thanks to new technologies. There is a requirement to detect abnormal water usage in agriculture to avert water scarcity, and an electronic system can help achieve this objective. In this research, an experimental study was carried out to detect water leaks in the field in order to prevent water losses that can occur in agriculture, where water consumption is the highest. Therefore, in this study, low-cost embedded electronic hardware was developed to detect over-watering by means of normal and thermal camera sensors and to collect the required data, which can be installed on a mobile agricultural robot. For image processing and the diagnosis of abnormal conditions, the collected data were transferred to a personal computer server. Then, software was developed for both the low-cost embedded system and the personal computer to provide a faster detection and decision-making process. The physical and software system developed in this study was designed to provide a water leak detection process that has a minimum response time. For this purpose, mathematical and image processing algorithms were applied to obtain efficient water detection for the conversion of the thermal sensor data into an image, the image size enhancement using interpolation, the combination of normal and thermal images, and the calculation of the image area where water leakage occurs. The field experiments for this developed system were performed manually to observe the good functioning of the system. MDPI 2023-11-17 /pmc/articles/PMC10674694/ /pubmed/38005630 http://dx.doi.org/10.3390/s23229244 Text en © 2023 by the authors. https://creativecommons.org/licenses/by/4.0/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 (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Türkler, Levent
Akkan, Taner
Akkan, Lütfiye Özlem
Detection of Water Leakage in Drip Irrigation Systems Using Infrared Technique in Smart Agricultural Robots
title Detection of Water Leakage in Drip Irrigation Systems Using Infrared Technique in Smart Agricultural Robots
title_full Detection of Water Leakage in Drip Irrigation Systems Using Infrared Technique in Smart Agricultural Robots
title_fullStr Detection of Water Leakage in Drip Irrigation Systems Using Infrared Technique in Smart Agricultural Robots
title_full_unstemmed Detection of Water Leakage in Drip Irrigation Systems Using Infrared Technique in Smart Agricultural Robots
title_short Detection of Water Leakage in Drip Irrigation Systems Using Infrared Technique in Smart Agricultural Robots
title_sort detection of water leakage in drip irrigation systems using infrared technique in smart agricultural robots
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10674694/
https://www.ncbi.nlm.nih.gov/pubmed/38005630
http://dx.doi.org/10.3390/s23229244
work_keys_str_mv AT turklerlevent detectionofwaterleakageindripirrigationsystemsusinginfraredtechniqueinsmartagriculturalrobots
AT akkantaner detectionofwaterleakageindripirrigationsystemsusinginfraredtechniqueinsmartagriculturalrobots
AT akkanlutfiyeozlem detectionofwaterleakageindripirrigationsystemsusinginfraredtechniqueinsmartagriculturalrobots