Use of Unmanned Aerial Vehicle for Pesticide Application in Soybean Crop
The use of unmanned aerial vehicles (UAVs) for pesticide application has increased substantially. However, there is a lack of technical information regarding the optimal operational parameters. The aim of this study was to evaluate the quality of pesticide application on a soybean crop using a UAV e...
Saved in:
Published in: | AgriEngineering Vol. 5; no. 4; pp. 2049 - 2063 |
---|---|
Main Authors: | , , |
Format: | Journal Article |
Language: | English |
Published: |
Basel
MDPI AG
01-12-2023
|
Subjects: | |
Online Access: | Get full text |
Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Abstract | The use of unmanned aerial vehicles (UAVs) for pesticide application has increased substantially. However, there is a lack of technical information regarding the optimal operational parameters. The aim of this study was to evaluate the quality of pesticide application on a soybean crop using a UAV employing different spray nozzles. The experiments were conducted using a completely randomized design with four treatments and eight repetitions. The trial was conducted in a soybean growing area during the soybean reproductive stage (1.1 m tall). The treatments included aerial application (rate: 10 L hm−2) using an Agras MG1-P UAV with XR 11001 (flat fan), AirMix 11001 (air-induction flat fan), and COAP 9001 (hollow cone spray) nozzles; for comparison, ground application (rate of 100 L hm−2) using a constant pressure knapsack sprayer with an XR 110015 (flat fan) nozzle was performed. The deposition was evaluated by quantifying a tracer (brilliant blue) using spectrophotometry and analyzing the droplet spectrum using water-sensitive paper. Furthermore, the application quality was investigated using statistical process control methodology. The best deposition performance was exhibited by the application via UAV using the COAP 9001 and AirMix 11001 nozzles. For all the treatments, the process remained under statistical control, indicating commendable adherence to quality standards. The aerial application provided greater penetration of the spray into the crop canopy. With the use of the UAV, the coverage on the water-sensitive paper was <1%; moreover, the AirMix 11001 and XR 110015 nozzles had the lowest drift potential. |
---|---|
AbstractList | The use of unmanned aerial vehicles (UAVs) for pesticide application has increased substantially. However, there is a lack of technical information regarding the optimal operational parameters. The aim of this study was to evaluate the quality of pesticide application on a soybean crop using a UAV employing different spray nozzles. The experiments were conducted using a completely randomized design with four treatments and eight repetitions. The trial was conducted in a soybean growing area during the soybean reproductive stage (1.1 m tall). The treatments included aerial application (rate: 10 L hm−2) using an Agras MG1-P UAV with XR 11001 (flat fan), AirMix 11001 (air-induction flat fan), and COAP 9001 (hollow cone spray) nozzles; for comparison, ground application (rate of 100 L hm−2) using a constant pressure knapsack sprayer with an XR 110015 (flat fan) nozzle was performed. The deposition was evaluated by quantifying a tracer (brilliant blue) using spectrophotometry and analyzing the droplet spectrum using water-sensitive paper. Furthermore, the application quality was investigated using statistical process control methodology. The best deposition performance was exhibited by the application via UAV using the COAP 9001 and AirMix 11001 nozzles. For all the treatments, the process remained under statistical control, indicating commendable adherence to quality standards. The aerial application provided greater penetration of the spray into the crop canopy. With the use of the UAV, the coverage on the water-sensitive paper was <1%; moreover, the AirMix 11001 and XR 110015 nozzles had the lowest drift potential. |
Author | Nomelini, Quintiliano Siqueira Schroden Cunha, João Paulo Arantes Rodrigues da Lopes, Luana de Lima |
Author_xml | – sequence: 1 givenname: Luana de Lima surname: Lopes fullname: Lopes, Luana de Lima – sequence: 2 givenname: João Paulo Arantes Rodrigues da orcidid: 0000-0001-8872-3366 surname: Cunha fullname: Cunha, João Paulo Arantes Rodrigues da – sequence: 3 givenname: Quintiliano Siqueira Schroden surname: Nomelini fullname: Nomelini, Quintiliano Siqueira Schroden |
BookMark | eNptkUtLQzEQhYMo-OpfkIDr6uR5k2UpPgqCgtZtyL2Z1JSaXHPrwn_v1Yq4cDXDcPjmHM4x2c8lIyFnDC6EsHDpVzVhXqWMWFNeKZDAuN4jR1xzOW0k8P0_-yGZDMMaAPgoVNYekdvlgLREusyvPmcMdDZy_IY-40vqNkhjqfQBh23qUkA66_tN6vw2lUxTpo_lo0Wf6byW_pQcRL8ZcPIzT8jy-uppfju9u79ZzGd3004YsZ3qptNCK4TWdBZ1bGyDwH00xgoDvFWmVUy3InhlGtmyJvJgAnSCx0ZhAHFCFjtuKH7t-ppeff1wxSf3fSh15Xzdfnl3kaNqvZUgg5GSRYMqegZM8cClbczIOt-x-lre3seUbl3eax7tO25Baq6tYaNK71RdLcNQMf5-ZeC-SnD_lyA-ATS3fqc |
Cites_doi | 10.1002/ps.5321 10.1016/j.cropro.2015.11.013 10.3390/agronomy11122399 10.1590/1809-4430-eng.agric.v39n1p83-88/2019 10.3390/drones4030059 10.1016/j.cropro.2022.106031 10.1016/j.cub.2022.06.054 10.1007/s00500-020-05430-5 10.3390/ijerph19095708 10.3390/drones7030169 10.1590/1809-4430-eng.agric.v41n2p245-254/2021 10.3390/agronomy10020215 10.1016/j.cam.2020.113275 10.1017/wet.2019.101 10.3390/drones6090239 10.1016/j.compag.2020.105350 10.1016/j.biosystemseng.2021.06.013 10.3390/agronomy12123175 10.3390/drones7010057 10.3906/tar-1905-112 10.3390/agronomy13041138 10.5935/1806-6690.20210029 10.3389/fpls.2023.1018626 10.1520/JAI102129 10.1016/j.fcr.2023.108822 10.1016/j.jaerosci.2021.105805 10.1002/qre.2491 10.14393/RCG207245265 10.1016/j.scitotenv.2022.157292 10.3390/app11167258 10.36103/ijas.v50i3.702 10.4081/jae.2018.801 10.1016/j.indcrop.2021.113324 10.3390/agronomy10020195 10.1016/j.cropro.2013.02.010 10.3390/app10051759 10.3390/agronomy12123196 10.1590/0034-737x201663060003 10.1016/j.scitotenv.2020.139793 10.3390/app11199283 |
ContentType | Journal Article |
Copyright | 2023 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 (https://creativecommons.org/licenses/by/4.0/). Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License. |
Copyright_xml | – notice: 2023 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 (https://creativecommons.org/licenses/by/4.0/). Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License. |
DBID | AAYXX CITATION 3V. 7X2 8FE 8FH 8FK ABUWG AFKRA ATCPS AZQEC BENPR BHPHI CCPQU DWQXO HCIFZ M0K PIMPY PQEST PQQKQ PQUKI DOA |
DOI | 10.3390/agriengineering5040126 |
DatabaseName | CrossRef ProQuest Central (Corporate) Agricultural Science Collection ProQuest SciTech Collection ProQuest Natural Science Collection ProQuest Central (Alumni) (purchase pre-March 2016) ProQuest Central (Alumni) ProQuest Central UK/Ireland Agricultural & Environmental Science Collection ProQuest Central Essentials AUTh Library subscriptions: ProQuest Central Natural Science Collection ProQuest One Community College ProQuest Central Korea SciTech Premium Collection Agriculture Science Database Publicly Available Content Database ProQuest One Academic Eastern Edition (DO NOT USE) ProQuest One Academic ProQuest One Academic UKI Edition Directory of Open Access Journals |
DatabaseTitle | CrossRef Agricultural Science Database Publicly Available Content Database ProQuest Central Essentials ProQuest One Academic Eastern Edition Agricultural Science Collection ProQuest Central (Alumni Edition) SciTech Premium Collection ProQuest One Community College ProQuest Natural Science Collection ProQuest SciTech Collection ProQuest Central ProQuest One Academic UKI Edition Natural Science Collection ProQuest Central Korea Agricultural & Environmental Science Collection ProQuest One Academic ProQuest Central (Alumni) |
DatabaseTitleList | Agricultural Science Database CrossRef |
Database_xml | – sequence: 1 dbid: DOA name: Directory of Open Access Journals url: http://www.doaj.org/ sourceTypes: Open Website |
DeliveryMethod | fulltext_linktorsrc |
Discipline | Agriculture Statistics |
EISSN | 2624-7402 |
EndPage | 2063 |
ExternalDocumentID | oai_doaj_org_article_f2e5ba9404d8441f8e5fa10152d24978 10_3390_agriengineering5040126 |
GeographicLocations | Brazil United States--US |
GeographicLocations_xml | – name: United States--US – name: Brazil |
GroupedDBID | 7X2 AADQD AAFWJ AAHBH AAYXX ABDBF AFKRA AFPKN AFZYC ALMA_UNASSIGNED_HOLDINGS ATCPS BENPR BHPHI CCPQU CITATION GROUPED_DOAJ HCIFZ IAG IAO ITC M0K MODMG M~E OK1 PIMPY 3V. 8FE 8FH 8FK ABUWG AZQEC DWQXO PQEST PQQKQ PQUKI |
ID | FETCH-LOGICAL-c383t-67c6365e0b8c9e6f797e02af8893802b58b516b3da5874b17f2d8d0c32f75ed03 |
IEDL.DBID | DOA |
ISSN | 2624-7402 |
IngestDate | Tue Oct 22 15:14:42 EDT 2024 Tue Nov 05 13:03:19 EST 2024 Thu Nov 21 22:47:01 EST 2024 |
IsDoiOpenAccess | true |
IsOpenAccess | true |
IsPeerReviewed | true |
IsScholarly | true |
Issue | 4 |
Language | English |
LinkModel | DirectLink |
MergedId | FETCHMERGED-LOGICAL-c383t-67c6365e0b8c9e6f797e02af8893802b58b516b3da5874b17f2d8d0c32f75ed03 |
ORCID | 0000-0001-8872-3366 |
OpenAccessLink | https://doaj.org/article/f2e5ba9404d8441f8e5fa10152d24978 |
PQID | 2904626981 |
PQPubID | 5046921 |
PageCount | 15 |
ParticipantIDs | doaj_primary_oai_doaj_org_article_f2e5ba9404d8441f8e5fa10152d24978 proquest_journals_2904626981 crossref_primary_10_3390_agriengineering5040126 |
PublicationCentury | 2000 |
PublicationDate | 2023-12-01 |
PublicationDateYYYYMMDD | 2023-12-01 |
PublicationDate_xml | – month: 12 year: 2023 text: 2023-12-01 day: 01 |
PublicationDecade | 2020 |
PublicationPlace | Basel |
PublicationPlace_xml | – name: Basel |
PublicationTitle | AgriEngineering |
PublicationYear | 2023 |
Publisher | MDPI AG |
Publisher_xml | – name: MDPI AG |
References | ref_50 Ferguson (ref_51) 2016; 81 Meng (ref_20) 2018; 11 Biglia (ref_22) 2022; 845 ref_11 Singh (ref_15) 2019; 2 ref_55 ref_16 Makhnenko (ref_14) 2021; 157 Alheidary (ref_29) 2019; 50 ref_25 Marques (ref_8) 2016; 63 ref_24 ref_23 Rakitzis (ref_37) 2019; 35 Sayinci (ref_10) 2020; 44 Wang (ref_30) 2023; 14 Negrisoli (ref_9) 2021; 52 Chen (ref_19) 2021; 163 Pergher (ref_28) 2018; 49 Dafsari (ref_12) 2021; 209 Wang (ref_7) 2023; 292 ref_27 Fang (ref_1) 2022; 32 ref_26 (ref_18) 2023; 54 (ref_17) 2019; 20 (ref_38) 2021; 25 Nascimento (ref_39) 2022; 160 ref_33 ref_32 Soela (ref_41) 2020; 6 Fritz (ref_52) 2009; 6 Ahmad (ref_54) 2020; 172 Machado (ref_34) 2019; 39 Rinaldi (ref_44) 2021; 41 Wang (ref_53) 2020; 737 Hunter (ref_56) 2020; 34 Silva (ref_4) 2020; 43 Chen (ref_49) 2017; 48 Sun (ref_35) 2020; 5 Wang (ref_21) 2019; 75 ref_47 ref_46 ref_45 ref_43 ref_42 ref_3 Hoffmann (ref_2) 2022; 14 Mammadova (ref_36) 2021; 388 Yang (ref_31) 2019; 2 ref_48 Vallet (ref_13) 2013; 48 ref_5 Nomelini (ref_40) 2016; 43 ref_6 |
References_xml | – volume: 75 start-page: 1546 year: 2019 ident: ref_21 article-title: Field Evaluation of an Unmanned Aerial Vehicle (UAV) Sprayer: Effect of Spray Volume on Deposition and the Control of Pests and Disease in Wheat publication-title: Pest Manag. Sci. doi: 10.1002/ps.5321 contributor: fullname: Wang – volume: 14 start-page: 40 year: 2022 ident: ref_2 article-title: Fungicide Spraying Programs Reducing Asian Soybean Rust Impact on Soybean Yield Components publication-title: J. Agric. Sci. contributor: fullname: Hoffmann – volume: 81 start-page: 14 year: 2016 ident: ref_51 article-title: Assessing the Deposition and Canopy Penetration of Nozzles with Different Spray Qualities in an Oat (Avena sativa L.) Canopy publication-title: Crop Prot. doi: 10.1016/j.cropro.2015.11.013 contributor: fullname: Ferguson – ident: ref_26 – ident: ref_32 doi: 10.3390/agronomy11122399 – volume: 39 start-page: 83 year: 2019 ident: ref_34 article-title: Effect of Nozzles, Application Rates, and Adjuvants on Spray Deposition in Wheat Crops publication-title: Eng. Agríc. doi: 10.1590/1809-4430-eng.agric.v39n1p83-88/2019 contributor: fullname: Machado – ident: ref_16 doi: 10.3390/drones4030059 – volume: 6 start-page: 52 year: 2020 ident: ref_41 article-title: Controle estatístico de processo em pulverização usando veículo aéreo não tripulado na cultura do café conilon publication-title: Braz. J. Prod. Eng. contributor: fullname: Soela – volume: 160 start-page: 106031 year: 2022 ident: ref_39 article-title: Influence of Spraying Tips on the Efficiency of Chemical Control of Soybean Rust publication-title: Crop Prot. doi: 10.1016/j.cropro.2022.106031 contributor: fullname: Nascimento – volume: 11 start-page: 46 year: 2018 ident: ref_20 article-title: Effect of Aerial Spray Adjuvant Applying on the Efficiency of Small Unmanned Aerial Vehicle for Wheat Aphids Control publication-title: Int. J. Agric. Biol. Eng. contributor: fullname: Meng – volume: 32 start-page: R902 year: 2022 ident: ref_1 article-title: Soybean publication-title: Curr. Biol. doi: 10.1016/j.cub.2022.06.054 contributor: fullname: Fang – volume: 25 start-page: 4015 year: 2021 ident: ref_38 article-title: Development of Fuzzy X-S Control Charts with Unbalanced Fuzzy Data publication-title: Soft Comput. doi: 10.1007/s00500-020-05430-5 – ident: ref_3 doi: 10.3390/ijerph19095708 – ident: ref_5 doi: 10.3390/drones7030169 – volume: 41 start-page: 245 year: 2021 ident: ref_44 article-title: Use of remotely piloted aircrafts for the application of plant protection products publication-title: Eng. Agríc. doi: 10.1590/1809-4430-eng.agric.v41n2p245-254/2021 contributor: fullname: Rinaldi – ident: ref_23 – volume: 2 start-page: 1 year: 2019 ident: ref_31 article-title: Research Status and Trends of Downwash Airflow of Spray UAVs in Agriculture publication-title: Int. J. Precis. Agric. Aviat. contributor: fullname: Yang – ident: ref_33 doi: 10.3390/agronomy10020215 – volume: 388 start-page: 113275 year: 2021 ident: ref_36 article-title: Profile Monitoring for Count Data Using Poisson and Conway–Maxwell–Poisson Regression-Based Control Charts under Multicollinearity Problem publication-title: J. Comput. Appl. Math. doi: 10.1016/j.cam.2020.113275 contributor: fullname: Mammadova – volume: 34 start-page: 235 year: 2020 ident: ref_56 article-title: Coverage and drift potential associated with nozzle and speed selection for herbicide applications using an unmanned aerial sprayer publication-title: Weed Technol. doi: 10.1017/wet.2019.101 contributor: fullname: Hunter – ident: ref_6 doi: 10.3390/drones6090239 – ident: ref_27 – volume: 172 start-page: 105350 year: 2020 ident: ref_54 article-title: Effect of Operational Parameters of UAV Sprayer on Spray Deposition Pattern in Target and Off-Target Zones during Outer Field Weed Control Application publication-title: Comput. Electron. Agric. doi: 10.1016/j.compag.2020.105350 contributor: fullname: Ahmad – volume: 48 start-page: 105 year: 2017 ident: ref_49 article-title: Effect of Wind Field below Rotor on Distribution of Aerial Spraying Droplet Deposition by Using Multi-rotor UAV publication-title: Nongye Jixie Xuebao/Trans. Chin. Soc. Agric. Mach. contributor: fullname: Chen – volume: 209 start-page: 14 year: 2021 ident: ref_12 article-title: Effect of Geometrical Parameters of Air-Induction Nozzles on Droplet Characteristics and Behaviour publication-title: Biosyst. Eng. doi: 10.1016/j.biosystemseng.2021.06.013 contributor: fullname: Dafsari – volume: 43 start-page: 240 year: 2020 ident: ref_4 article-title: da Aumentar as competências dos agricultores para a prática de uma agricultura sustentável publication-title: Rev. Ciênc. Agron. contributor: fullname: Silva – ident: ref_45 doi: 10.3390/agronomy12123175 – ident: ref_43 doi: 10.3390/drones7010057 – volume: 54 start-page: e20217862 year: 2023 ident: ref_18 article-title: Spray Deposition from a Remotely Piloted Aircraft on the Corn Crop publication-title: Rev. Ciênc. Agron. – volume: 44 start-page: 262 year: 2020 ident: ref_10 article-title: Comparison of Spray Nozzles in Terms of Spray Coverage and Drop Distributionuniformity at Low Volume publication-title: Turk. J. Agric. For. doi: 10.3906/tar-1905-112 contributor: fullname: Sayinci – ident: ref_42 doi: 10.3390/agronomy13041138 – ident: ref_24 – volume: 52 start-page: e20197043 year: 2021 ident: ref_9 article-title: Effect of Angled Spray Nozzle Designs on Spray Distribution and Droplet Spectrum publication-title: Rev. Ciênc. Agron. doi: 10.5935/1806-6690.20210029 contributor: fullname: Negrisoli – volume: 14 start-page: 1018626 year: 2023 ident: ref_30 article-title: Evaluationof Compact Air-Induction Flat Fan Nozzles for Herbicide Applications: Spray Drift and Biological Efficacy publication-title: Front. Plant Sci. doi: 10.3389/fpls.2023.1018626 contributor: fullname: Wang – volume: 6 start-page: 183 year: 2009 ident: ref_52 article-title: Evaluation of the EPA Drift Reduction Technology (DRT) Low-Speed Wind Tunnel Protocol publication-title: J. ASTM Int. doi: 10.1520/JAI102129 contributor: fullname: Fritz – volume: 292 start-page: 108822 year: 2023 ident: ref_7 article-title: Analysis of Droplet Deposition and Maize (Zea mays L.) Growth Control: Application of Ethephon by Small Unmanned Aerial Vehicle and Electric Knapsack Sprayer publication-title: Field Crops Res. doi: 10.1016/j.fcr.2023.108822 contributor: fullname: Wang – volume: 157 start-page: 105805 year: 2021 ident: ref_14 article-title: A Review of Liquid Sheet Breakup: Perspectives from Agricultural Sprays publication-title: J. Aerosol Sci. doi: 10.1016/j.jaerosci.2021.105805 contributor: fullname: Makhnenko – volume: 35 start-page: 2081 year: 2019 ident: ref_37 article-title: An Overview of Synthetic-Type Control Charts: Techniques and Methodology publication-title: Qual. Reliab. Eng. Int. doi: 10.1002/qre.2491 contributor: fullname: Rakitzis – volume: 20 start-page: 251 year: 2019 ident: ref_17 article-title: Associação entre a incidência do levantamento de índice rápido de Aedes Aegypti (Liraa) e as condições climáticas em uberlândia, Minas Gerais, Brasil, entre 2014 A 2016 publication-title: Caminhos Geogr. doi: 10.14393/RCG207245265 – volume: 845 start-page: 157292 year: 2022 ident: ref_22 article-title: UAV-Spray Application in Vineyards: Flight Modes and Spray System Adjustment Effects on Canopy Deposit, Coverage, and off-Target Losses publication-title: Sci. Total Environ. doi: 10.1016/j.scitotenv.2022.157292 contributor: fullname: Biglia – volume: 43 start-page: 11 year: 2016 ident: ref_40 article-title: Controle estatístico de processo em pulverização hidropneumática na cultura do café publication-title: Coffee Sci. contributor: fullname: Nomelini – ident: ref_55 doi: 10.3390/app11167258 – ident: ref_25 – volume: 50 start-page: 857 year: 2019 ident: ref_29 article-title: Influence of nozzle type, working pressure, and their interaction on droplets quality using knapsack sprayer publication-title: Iraqi J. Agric. Sci. doi: 10.36103/ijas.v50i3.702 contributor: fullname: Alheidary – volume: 49 start-page: 164 year: 2018 ident: ref_28 article-title: Influence of Canopy Development in the Vineyard on Spray Deposition from a Tunnel Sprayer publication-title: J. Agric. Eng. doi: 10.4081/jae.2018.801 contributor: fullname: Pergher – ident: ref_46 – volume: 5 start-page: 30 year: 2020 ident: ref_35 article-title: Labor-Saving Control Technology Using Multicopters in Mountainous Areas publication-title: NARO Tech. Rep. contributor: fullname: Sun – volume: 163 start-page: 113324 year: 2021 ident: ref_19 article-title: Droplet Distributions in Cotton Harvest Aid Applications Vary with the Interactions among the Unmanned Aerial Vehicle Spraying Parameters publication-title: Ind. Crops Prod. doi: 10.1016/j.indcrop.2021.113324 contributor: fullname: Chen – ident: ref_50 doi: 10.3390/agronomy10020195 – volume: 48 start-page: 63 year: 2013 ident: ref_13 article-title: Characteristics of Droplets from Single and Twin Jet Air Induction Nozzles: A Preliminary Investigation publication-title: Crop Prot. doi: 10.1016/j.cropro.2013.02.010 contributor: fullname: Vallet – ident: ref_47 doi: 10.3390/app10051759 – ident: ref_48 doi: 10.3390/agronomy12123196 – volume: 63 start-page: 761 year: 2016 ident: ref_8 article-title: Deposição da calda na cultura da soja em função de diferentes pressões de trabalho e pontas de pulverização publication-title: Rev. Ceres doi: 10.1590/0034-737x201663060003 contributor: fullname: Marques – volume: 737 start-page: 139793 year: 2020 ident: ref_53 article-title: Field Evaluation of Spray Drift and Environmental Impact Using an Agricultural Unmanned Aerial Vehicle (UAV) Sprayer publication-title: Sci. Total Environ. doi: 10.1016/j.scitotenv.2020.139793 contributor: fullname: Wang – volume: 2 start-page: 76 year: 2019 ident: ref_15 article-title: System of Mathematical Equations to Predict Wear Rate on Circular-Cone Orifice of Pesticide Spray Nozzles publication-title: Int. J. Precis. Agric. Aviat. contributor: fullname: Singh – ident: ref_11 doi: 10.3390/app11199283 |
SSID | ssj0002504599 |
Score | 2.298262 |
Snippet | The use of unmanned aerial vehicles (UAVs) for pesticide application has increased substantially. However, there is a lack of technical information regarding... |
SourceID | doaj proquest crossref |
SourceType | Open Website Aggregation Database |
StartPage | 2049 |
SubjectTerms | aerial spraying Agricultural commodities Agricultural production Control methods Crop dusting Crops Deposition drone Environmental conditions Experiments Food Glycine max (L.) Merrill Nozzles Pesticide application Pesticides Process control Quality standards remotely piloted aircraft Soybeans Spectrophotometry spray deposition Spray nozzles Sprays Statistical process control Statistics Technical information Unmanned aerial vehicles |
Title | Use of Unmanned Aerial Vehicle for Pesticide Application in Soybean Crop |
URI | https://www.proquest.com/docview/2904626981 https://doaj.org/article/f2e5ba9404d8441f8e5fa10152d24978 |
Volume | 5 |
hasFullText | 1 |
inHoldings | 1 |
isFullTextHit | |
isPrint | |
link | http://sdu.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwrV07T8MwELaACQbEUxQK8sAa1XHi1xhKq04IqRSxRXZ8Lh1Iqj4G_j12khYQSCysTqxE312-u1N83yF06wptLOEyAsNJlGruIp_V-yqFJ-DXXZLo0O88GouHF3k_CDI521Ff4UxYIw_cANdzFJjRKiWplT50OwnMae9HjFoapqPV7Ev4l2IqcHAQ5mJKNS3Bia_re3oadIO3En_-uqdm_i0a1aL9Pzi5DjTDI3TYZog4a97sGO1AeYIOsumiVcmAUzSaLAFXDk_KNx14Eme1H-FneA17sE9E8WOQzyhmFnD2-Y8az0o8rt4N6BL3F9X8DE2Gg6f-KGpHIkSFLyVXERcFTzgDYmShgDuhBBCqnfRphyTUMGlYzE1iNZMiNbFw1EpLioQ6wTz4yTnaK6sSLhD2wBqlRAFOWM-WsQJJtU5TZ4Eax0kH9TbQ5PNG-SL3FUMAM_8dzA66Cwhu7w7K1fWCt2fe2jP_y54d1N3gn7ef0zKnKvTQciXjy_94xhXaD1Pjm1MpXbS3WqzhGu0u7fqmdqMPQzfNSw |
link.rule.ids | 315,782,786,866,2106,27933,27934 |
linkProvider | Directory of Open Access Journals |
openUrl | ctx_ver=Z39.88-2004&ctx_enc=info%3Aofi%2Fenc%3AUTF-8&rfr_id=info%3Asid%2Fsummon.serialssolutions.com&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&rft.genre=article&rft.atitle=Use+of+Unmanned+Aerial+Vehicle+for+Pesticide+Application+in+Soybean+Crop&rft.jtitle=AgriEngineering&rft.au=de+Lima+Lopes%2C+Luana&rft.au=Jo%C3%A3o+Paulo+Arantes+Rodrigues+da+Cunha&rft.au=Quintiliano+Siqueira+Schroden+Nomelini&rft.date=2023-12-01&rft.pub=MDPI+AG&rft.eissn=2624-7402&rft.volume=5&rft.issue=4&rft.spage=2049&rft_id=info:doi/10.3390%2Fagriengineering5040126&rft.externalDBID=HAS_PDF_LINK |
thumbnail_l | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=2624-7402&client=summon |
thumbnail_m | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=2624-7402&client=summon |
thumbnail_s | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=2624-7402&client=summon |