Cargando…
Plant protection product dose rate estimation in apple orchards using a fuzzy logic system
In the process of applying a plant protection product mixed with water (spray mixture) at the prescribed concentration with conventional sprayers for chemical protection of tree canopies in an orchard, standard models are used to express the dose rate of the plant protection product. Characteristic...
Autores principales: | , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2019
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6481820/ https://www.ncbi.nlm.nih.gov/pubmed/31017938 http://dx.doi.org/10.1371/journal.pone.0214315 |
_version_ | 1783413797276352512 |
---|---|
author | Berk, Peter Stajnko, Denis Hočevar, Marko Malneršič, Aleš Jejčič, Viktor Belšak, Aleš |
author_facet | Berk, Peter Stajnko, Denis Hočevar, Marko Malneršič, Aleš Jejčič, Viktor Belšak, Aleš |
author_sort | Berk, Peter |
collection | PubMed |
description | In the process of applying a plant protection product mixed with water (spray mixture) at the prescribed concentration with conventional sprayers for chemical protection of tree canopies in an orchard, standard models are used to express the dose rate of the plant protection product. Characteristic properties of the tree canopy in an orchard are not taken into consideration. Such models result in fixed quantities of spray mixture being sprayed through individual nozzles into a tree canopy. In this research work, an autonomous system is presented, which ensures a controlled quantity of spray mixture sprayed through the nozzles onto different tree canopy segments. The autonomous system is based on a fuzzy logic system (FLS) that includes information about the estimated leaf area to ensure more appropriate control of the spray mixture. An integral part of the FLS is a fuzzy logic controller for three electromagnetic valves operating in the pulse width mode and installed on the axial sprayer prototype. The results showed that, with the FLS, it was possible to control the quantity of spray mixture in the specific range depending on the estimated value of the leaf area, with a quantitative spray mixture average saving of 17.92%. For the phenological growth stage BBCH 91, this method represents a powerful tool for reducing the quantity of spray mixture for plant protection in the future. |
format | Online Article Text |
id | pubmed-6481820 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-64818202019-05-07 Plant protection product dose rate estimation in apple orchards using a fuzzy logic system Berk, Peter Stajnko, Denis Hočevar, Marko Malneršič, Aleš Jejčič, Viktor Belšak, Aleš PLoS One Research Article In the process of applying a plant protection product mixed with water (spray mixture) at the prescribed concentration with conventional sprayers for chemical protection of tree canopies in an orchard, standard models are used to express the dose rate of the plant protection product. Characteristic properties of the tree canopy in an orchard are not taken into consideration. Such models result in fixed quantities of spray mixture being sprayed through individual nozzles into a tree canopy. In this research work, an autonomous system is presented, which ensures a controlled quantity of spray mixture sprayed through the nozzles onto different tree canopy segments. The autonomous system is based on a fuzzy logic system (FLS) that includes information about the estimated leaf area to ensure more appropriate control of the spray mixture. An integral part of the FLS is a fuzzy logic controller for three electromagnetic valves operating in the pulse width mode and installed on the axial sprayer prototype. The results showed that, with the FLS, it was possible to control the quantity of spray mixture in the specific range depending on the estimated value of the leaf area, with a quantitative spray mixture average saving of 17.92%. For the phenological growth stage BBCH 91, this method represents a powerful tool for reducing the quantity of spray mixture for plant protection in the future. Public Library of Science 2019-04-24 /pmc/articles/PMC6481820/ /pubmed/31017938 http://dx.doi.org/10.1371/journal.pone.0214315 Text en © 2019 Berk et al http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. |
spellingShingle | Research Article Berk, Peter Stajnko, Denis Hočevar, Marko Malneršič, Aleš Jejčič, Viktor Belšak, Aleš Plant protection product dose rate estimation in apple orchards using a fuzzy logic system |
title | Plant protection product dose rate estimation in apple orchards using a fuzzy logic system |
title_full | Plant protection product dose rate estimation in apple orchards using a fuzzy logic system |
title_fullStr | Plant protection product dose rate estimation in apple orchards using a fuzzy logic system |
title_full_unstemmed | Plant protection product dose rate estimation in apple orchards using a fuzzy logic system |
title_short | Plant protection product dose rate estimation in apple orchards using a fuzzy logic system |
title_sort | plant protection product dose rate estimation in apple orchards using a fuzzy logic system |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6481820/ https://www.ncbi.nlm.nih.gov/pubmed/31017938 http://dx.doi.org/10.1371/journal.pone.0214315 |
work_keys_str_mv | AT berkpeter plantprotectionproductdoserateestimationinappleorchardsusingafuzzylogicsystem AT stajnkodenis plantprotectionproductdoserateestimationinappleorchardsusingafuzzylogicsystem AT hocevarmarko plantprotectionproductdoserateestimationinappleorchardsusingafuzzylogicsystem AT malnersicales plantprotectionproductdoserateestimationinappleorchardsusingafuzzylogicsystem AT jejcicviktor plantprotectionproductdoserateestimationinappleorchardsusingafuzzylogicsystem AT belsakales plantprotectionproductdoserateestimationinappleorchardsusingafuzzylogicsystem |