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Li M, Wang Z, Meng H, Wang D, Deng X, Zhou H. Formulation and Characterization of Matrine Oil Dispersion to Improve Droplet Wetting and Deposition. Molecules 2023; 28:6896. [PMID: 37836739 PMCID: PMC10574598 DOI: 10.3390/molecules28196896] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/30/2023] [Revised: 08/27/2023] [Accepted: 09/29/2023] [Indexed: 10/15/2023] Open
Abstract
The unreasonable use of chemical pesticides has caused serious damage to crops and the ecological environment. The botanical pesticide matrine has attracted attention as an environmentally friendly pesticide. Compared with traditional spraying methods, unmanned aerial vehicle (UAV) spraying has the advantages of safety, rapidity, uniform droplets, low dosages, and no terrain or crop restrictions. In this study, matrine OD was prepared according to the application requirements of flight prevention preparations using three different emulsifiers. The stability, wettability, particle size and distribution, and spraying performance of matrine OD were studied. The results indicated that when the amount of emulsifier was 8%, the three types of matrine OD had good stability. The stability, wettability, particle size and distribution, and spray performance of the suspension prepared using emulsifier VO/03 were better than the other two emulsifiers. Therefore, matrine OD prepared using 8% VO/03 could be used for ultra-low-volume sprays and aerial applications. In this study, we provide a theoretical basis and technical guidance to develop pesticide formulations for aerial applications.
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Affiliation(s)
- Meng Li
- Key Laboratory of Biological Pesticide Creation and Resource Utilization Autonomous Region Colleges and Universities, College of Horticulture and Plant Protection, Inner Mongolia Agricultural University, Hohhot 010020, China; (M.L.); (Z.W.); (H.M.); (D.W.)
| | - Zhen Wang
- Key Laboratory of Biological Pesticide Creation and Resource Utilization Autonomous Region Colleges and Universities, College of Horticulture and Plant Protection, Inner Mongolia Agricultural University, Hohhot 010020, China; (M.L.); (Z.W.); (H.M.); (D.W.)
| | - Huanwen Meng
- Key Laboratory of Biological Pesticide Creation and Resource Utilization Autonomous Region Colleges and Universities, College of Horticulture and Plant Protection, Inner Mongolia Agricultural University, Hohhot 010020, China; (M.L.); (Z.W.); (H.M.); (D.W.)
| | - Dong Wang
- Key Laboratory of Biological Pesticide Creation and Resource Utilization Autonomous Region Colleges and Universities, College of Horticulture and Plant Protection, Inner Mongolia Agricultural University, Hohhot 010020, China; (M.L.); (Z.W.); (H.M.); (D.W.)
| | - Xile Deng
- State Key Laboratory of Hybird Rice, Key Laboratory for Biology and Control of Weeds, Hunan Agricultural Biotechnology Research Institute, Hunan Academy of Agricultural Sciences, Changsha 410125, China
| | - Hongyou Zhou
- Key Laboratory of Biological Pesticide Creation and Resource Utilization Autonomous Region Colleges and Universities, College of Horticulture and Plant Protection, Inner Mongolia Agricultural University, Hohhot 010020, China; (M.L.); (Z.W.); (H.M.); (D.W.)
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Racovita RC, Ciuca MD, Catana D, Comanescu C, Ciocirlan O. Microemulsions of Nonionic Surfactant with Water and Various Homologous Esters: Preparation, Phase Transitions, Physical Property Measurements, and Application for Extraction of Tricyclic Antidepressant Drugs from Aqueous Media. NANOMATERIALS (BASEL, SWITZERLAND) 2023; 13:2311. [PMID: 37630897 PMCID: PMC10458553 DOI: 10.3390/nano13162311] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/31/2023] [Revised: 08/07/2023] [Accepted: 08/09/2023] [Indexed: 08/27/2023]
Abstract
Microemulsions are nanocolloidal systems composed of water, an oil, and a surfactant, sometimes with an additional co-surfactant, which have found a wide range of practical applications, including the extractive removal of contaminants from polluted water. In this study, microemulsion systems, including a nonionic surfactant (Brij 30), water, and esters selected from two homologous series of C1-C6 alkyl acetates and ethyl C1-C4 carboxylates, respectively, were prepared by the surfactant titration method. Phase transitions leading to the formation of Winsor II and Winsor IV microemulsions were observed and phase diagrams were constructed. The dependences of phase transitions on the salinity and pH and the addition of isopropanol as a co-surfactant were also investigated. Some physical properties, namely density, refractive index, electrical conductivity, dynamic viscosity, and particle size, were measured for a selection of Winsor IV microemulsions, providing further insight into some other phase transitions occurring in the monophasic domains of phase diagrams. Finally, Winsor II microemulsions were tested as extraction solvents for the removal of four tricyclic antidepressant drugs from aqueous media. Propyl acetate/Brij 30/H2O microemulsions provided the best extraction yields (>90%), the highest Nernst distribution coefficients (~40-88), and a large volumetric ratio of almost 3 between the recovered purified water and the resulting microemulsion extract. Increasing the ionic strength (salinity) or the pH of the aqueous antidepressant solutions led to an improvement in extraction efficiencies, approaching 100%. These results could be extrapolated to other classes of pharmaceutical contaminants and suggest ester- and nonionic surfactant-based microemulsions are a promising tool for environmental remediation.
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Affiliation(s)
- Radu C. Racovita
- Department of Inorganic Chemistry, Physical Chemistry and Electrochemistry, Faculty of Chemical Engineering and Biotechnologies, National University of Science and Technology Politehnica Bucharest, 1-7 Gh. Polizu St., District 1, 011061 Bucharest, Romania; (M.D.C.); (D.C.); (O.C.)
| | - Maria D. Ciuca
- Department of Inorganic Chemistry, Physical Chemistry and Electrochemistry, Faculty of Chemical Engineering and Biotechnologies, National University of Science and Technology Politehnica Bucharest, 1-7 Gh. Polizu St., District 1, 011061 Bucharest, Romania; (M.D.C.); (D.C.); (O.C.)
| | - Daniela Catana
- Department of Inorganic Chemistry, Physical Chemistry and Electrochemistry, Faculty of Chemical Engineering and Biotechnologies, National University of Science and Technology Politehnica Bucharest, 1-7 Gh. Polizu St., District 1, 011061 Bucharest, Romania; (M.D.C.); (D.C.); (O.C.)
| | - Cezar Comanescu
- Department of Inorganic Chemistry, Physical Chemistry and Electrochemistry, Faculty of Chemical Engineering and Biotechnologies, National University of Science and Technology Politehnica Bucharest, 1-7 Gh. Polizu St., District 1, 011061 Bucharest, Romania; (M.D.C.); (D.C.); (O.C.)
- National Institute of Materials Physics, 405A Atomistilor St., 077125 Magurele, Romania
- Faculty of Physics, University of Bucharest, 405 Atomistilor St., 077125 Magurele, Romania
| | - Oana Ciocirlan
- Department of Inorganic Chemistry, Physical Chemistry and Electrochemistry, Faculty of Chemical Engineering and Biotechnologies, National University of Science and Technology Politehnica Bucharest, 1-7 Gh. Polizu St., District 1, 011061 Bucharest, Romania; (M.D.C.); (D.C.); (O.C.)
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Wu B, Lu J, Zhou B, Song Z. Exploring consumers' environmental ethical preferences in the context of unmanned aerial vehicle utilization for plant protection. Sci Rep 2023; 13:3716. [PMID: 36878938 PMCID: PMC9987396 DOI: 10.1038/s41598-023-30557-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/26/2022] [Accepted: 02/24/2023] [Indexed: 03/08/2023] Open
Abstract
The use of unmanned aerial vehicles (UAVs) has increased agricultural productivity, achieved food security, and eased the pressure associated with environmental degradation and population growth. However, consumer sentiment remains unclear. The results show that pressures regarding food safety, production safety, and ecological safety have different degrees of positive impact on perceived benefits but no significant impact on perceived barriers. They strongly influence both perceived benefits to the adoption of UAV plant protection agricultural products. Perceived benefits demonstrated a mediating role between the three safety pressures and the adoption of UAVs. Lay beliefs showed a positive moderating effect on perceived benefits and obstacles to the adoption of UAV-based plant protection products. Based on these findings, this paper concludes that consumers are developing new consumer ethics that integrate concepts of food safety, safe production, and regional environmental protection with their acceptance of new technology, which is directly dependent on the combined effect of environmental and consumer ethics. To promote sustainable development, policies must be further optimized on this original basis.
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Affiliation(s)
- Baoshu Wu
- School of Business Administration, Jiangxi University of Finance and Economics, Nanchang, 330032, China
| | - Jinlian Lu
- College of Economics and Management, Jiangxi Agricultural University, Nanchang, 330045, China
| | - Bo Zhou
- College of Economics and Management, Jiangxi Agricultural University, Nanchang, 330045, China.
| | - Zhenjiang Song
- College of Economics and Management, Jiangxi Agricultural University, Nanchang, 330045, China. .,Rural Development Research Center of Jiangxi Province, Jiangxi Agricultural University, Nanchang, 330045, China. .,Institute of Jiangxi Selenium-Rich Agricultural Research, Jiangxi Agricultural University, Nanchang, 330045, China.
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Schmaltz S, Silva MA, Ninaus RG, Guedes JVC, Zabot GL, Tres MV, Mazutti MA. Biomolecules in modern and sustainable agriculture. 3 Biotech 2023; 13:70. [PMID: 36742447 PMCID: PMC9889597 DOI: 10.1007/s13205-023-03486-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/04/2022] [Accepted: 01/18/2023] [Indexed: 02/03/2023] Open
Abstract
This review presents scientific findings which indicate biomolecules are excellent candidates for the development of biopesticides. Efforts are being done to find routes to increase their concentrations in the cultivation media because this concentration facilitates applications, storage, and transportation. Some of these routes are co-fermentation and ultrasound-assisted fermentation. Ultrasonication increases metabolite production and growth rates by improvement of cell permeability and nutrient uptake rates through cell membranes. For example, 24% increase in the enzymatic activity of cellulases produced by Trichoderma reesei in solid-state fermentation was achieved with ultrasonication. Also, chitinase and β-1,3-glucanase productions were stimulated by ultrasound in Beauveria bassiana cultivation, presenting positive results. The common parameters evaluated in the production of biomolecules by ultrasound-assisted fermentation are the duty cycle, time of application, power, energetic density, and how long the sonication is maintained in the fermentation media. Many successful cases are reported and discussed, which include the final formulation of bioproducts for agricultural applications. In this trend, nanotechnology is a promising tool for the development of nanoformulations. Nanoemulsification, green synthesis, biosynthesis, or biogenic synthesis are technologies used to produce such nanoformulations, allowing the controlled release of control agents, as well as the delivery of biomolecules to specific targets.
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Affiliation(s)
- Silvana Schmaltz
- Department of Chemical Engineering, Federal University of Santa Maria, 1000, Roraima Avenue, Santa Maria, RS 97105-900 Brazil
| | - Marco Antônio Silva
- São Carlos School of Engineering, University of São Paulo, 400, Trabalhador São-Carlense Avenue, São Carlos, SP 13566-590 Brazil
| | - Renata Gulart Ninaus
- Department of Chemical Engineering, Federal University of Santa Maria, 1000, Roraima Avenue, Santa Maria, RS 97105-900 Brazil
| | - Jerson Vanderlei Carus Guedes
- Department of Plant Protection, Federal University of Santa Maria, 1000, Roraima Avenue, Santa Maria, RS 97105-900 Brazil
| | - Giovani Leone Zabot
- Laboratory of Agroindustrial Processes Engineering (LAPE), Federal University of Santa Maria, 1040, Sete de Setembro St., Center DC, Cachoeira Do Sul, RS 96508-010 Brazil
| | - Marcus Vinícius Tres
- Laboratory of Agroindustrial Processes Engineering (LAPE), Federal University of Santa Maria, 1040, Sete de Setembro St., Center DC, Cachoeira Do Sul, RS 96508-010 Brazil
| | - Marcio Antonio Mazutti
- Department of Chemical Engineering, Federal University of Santa Maria, 1000, Roraima Avenue, Santa Maria, RS 97105-900 Brazil
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Souza de Araujo GR, Mendonça da Cruz Macieira G, Xavier de Oliveira D, Santos Matos S, Nery Dos Santos Q, Otubo L, Antunes de Souza Araújo A, Cavalcante Duarte M, Moreira Lira AA, de Souza Nunes R, Vitorino Sarmento VH. Microemulsions formed by PPG-5-CETETH-20 at low concentrations for transdermal delivery of nifedipine: Structural and in vitro study. Colloids Surf B Biointerfaces 2022; 214:112474. [PMID: 35338963 DOI: 10.1016/j.colsurfb.2022.112474] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/15/2021] [Revised: 03/13/2022] [Accepted: 03/19/2022] [Indexed: 12/26/2022]
Abstract
Nifedipine is a potent anti-hypertensive, which is poorly orally bioavailable on account of first-pass metabolism, short half-life, and low water solubility. This study aimed to develop a microemulsified system with low surfactant concentration and to evaluate the influence of microemulsion (ME) phase behavior on skin permeation of nifedipine, as drug model. Thereafter, MEs were obtained using PPG-5-CETETH-20, oleic acid, and phosphate buffer at pH 5.0. The selected MEs were isotropic, with droplet diameters less than 10 nm, polydispersity index < 0.25, and pH between 5.0 and 5.2. MEs presented low viscosity and Newtonian behavior. SAXS results confirmed bicontinuous and oil-in-water (o/w) MEs formation. The presence of the drug promoted only very slight modifications in the ME structure. The MEs presented ability to deliver nifedipine via the transdermal route when in comparison with the control. Nevertheless, the skin permeated and retained amounts from the o/w and bicontinuous formulations did not differ significantly. The ATR-FTIR demonstrated that both formulations promoted fluidization and disorganization of lipids and increased the drug diffusion and partition coefficients in the skin. In conclusion, PPG-5-CETETH-20 MEs obtained proved to be effective skin permeation enhancers, acting by rising the coefficients of partition and diffusion of the nifedipine in the skin.
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Affiliation(s)
| | - Givalda Mendonça da Cruz Macieira
- Department of Chemistry, Federal University of Sergipe, Av. Vereador Olimpio Grande, Sítio Porto, Itabaiana, s/n 49506-036 SE, Brazil
| | - Dayane Xavier de Oliveira
- Department of Chemistry, Federal University of Sergipe, Av. Vereador Olimpio Grande, Sítio Porto, Itabaiana, s/n 49506-036 SE, Brazil
| | - Saulo Santos Matos
- Department of Pharmacy, Federal University of Sergipe, Av. Marechal Rondon, Jd. Rosa Elze, São Cristóvão, s/n 49100-000 SE, Brazil
| | - Quesia Nery Dos Santos
- Department of Pharmacy, Federal University of Sergipe, Av. Marechal Rondon, Jd. Rosa Elze, São Cristóvão, s/n 49100-000 SE, Brazil
| | - Larissa Otubo
- Instituto de Pesquisas Energéticas e Nucleares, IPEN/CNEN, Cidade Universitária, Av. Prof. Lineu Prestes, 2242, São Paulo, CEP 05508-000 SP, Brazil
| | - Adriano Antunes de Souza Araújo
- Department of Pharmacy, Federal University of Sergipe, Av. Marechal Rondon, Jd. Rosa Elze, São Cristóvão, s/n 49100-000 SE, Brazil
| | - Marcelo Cavalcante Duarte
- Department of Pharmacy, Federal University of Sergipe, Av. Marechal Rondon, Jd. Rosa Elze, São Cristóvão, s/n 49100-000 SE, Brazil
| | - Ana Amélia Moreira Lira
- Department of Pharmacy, Federal University of Sergipe, Av. Marechal Rondon, Jd. Rosa Elze, São Cristóvão, s/n 49100-000 SE, Brazil
| | - Rogéria de Souza Nunes
- Department of Pharmacy, Federal University of Sergipe, Av. Marechal Rondon, Jd. Rosa Elze, São Cristóvão, s/n 49100-000 SE, Brazil
| | - Victor Hugo Vitorino Sarmento
- Department of Chemistry, Federal University of Sergipe, Av. Vereador Olimpio Grande, Sítio Porto, Itabaiana, s/n 49506-036 SE, Brazil.
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Khumpirapang N, Suknuntha K, Wongrattanakamon P, Jiranusornkul S, Anuchapreeda S, Wellendorph P, Müllertz A, Rades T, Okonogi S. The Binding of Alpinia galanga Oil and Its Nanoemulsion to Mammal GABAA Receptors Using Rat Cortical Membranes and an In Silico Modeling Platform. Pharmaceutics 2022; 14:pharmaceutics14030650. [PMID: 35336025 PMCID: PMC8948626 DOI: 10.3390/pharmaceutics14030650] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/21/2022] [Revised: 03/04/2022] [Accepted: 03/14/2022] [Indexed: 12/10/2022] Open
Abstract
The anesthetic effect of Alpinia galanga oil (AGO) has been reported. However, knowledge of its pathway in mammals is limited. In the present study, the binding of AGO and its key compounds, methyl eugenol, 1,8-cineole, and 4-allylphenyl acetate, to gamma-aminobutyric acid type A (GABAA) receptors in rat cortical membranes, was investigated using a [3H]muscimol binding assay and an in silico modeling platform. The results showed that only AGO and methyl eugenol displayed a positive modulation at the highest concentrations, whereas 1,8-cineole and 4-allylphenyl acetate were inactive. The result of AGO correlated well to the amount of methyl eugenol in AGO. Computational docking and dynamics simulations into the GABAA receptor complex model (PDB: 6X3T) showed the stable structure of the GABAA receptor–methyl eugenol complex with the lowest binding energy of −22.16 kcal/mol. This result shows that the anesthetic activity of AGO and methyl eugenol in mammals is associated with GABAA receptor modulation. An oil-in-water nanoemulsion containing 20% w/w AGO (NE-AGO) was formulated. NE-AGO showed a significant increase in specific [3H]muscimol binding, to 179% of the control, with an EC50 of 391 µg/mL. Intracellular studies show that normal human cells are highly tolerant to AGO and the nanoemulsion, indicating that NE-AGO may be useful for human anesthesia.
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Affiliation(s)
- Nattakanwadee Khumpirapang
- Department of Pharmaceutical Chemistry and Pharmacognosy, Faculty of Pharmaceutical Sciences, Naresuan University, Phitsanulok 65000, Thailand;
| | - Krit Suknuntha
- Department of Pharmaceutical Chemistry, Faculty of Pharmaceutical Sciences, Prince of Songkla University, Songkhla 90112, Thailand;
| | - Pathomwat Wongrattanakamon
- Department of Pharmaceutical Sciences, Faculty of Pharmacy, Chiang Mai University, Chiang Mai 50200, Thailand; (P.W.); (S.J.)
| | - Supat Jiranusornkul
- Department of Pharmaceutical Sciences, Faculty of Pharmacy, Chiang Mai University, Chiang Mai 50200, Thailand; (P.W.); (S.J.)
| | - Songyot Anuchapreeda
- Department of Medical Technology, Faculty of Associated Medical Sciences, Chiang Mai University, Chiang Mai 50200, Thailand;
- Research Center of Pharmaceutical Nanotechnology, Faculty of Pharmacy, Chiang Mai University, Chiang Mai 50200, Thailand
| | - Petrine Wellendorph
- Department of Drug Design and Pharmacology, Faculty of Health and Medical Sciences, University of Copenhagen, 2100 Copenhagen, Denmark;
| | - Anette Müllertz
- Department of Pharmacy, Faculty of Health and Medical Sciences, University of Copenhagen, 2100 Copenhagen, Denmark; (A.M.); (T.R.)
| | - Thomas Rades
- Department of Pharmacy, Faculty of Health and Medical Sciences, University of Copenhagen, 2100 Copenhagen, Denmark; (A.M.); (T.R.)
| | - Siriporn Okonogi
- Department of Pharmaceutical Sciences, Faculty of Pharmacy, Chiang Mai University, Chiang Mai 50200, Thailand; (P.W.); (S.J.)
- Research Center of Pharmaceutical Nanotechnology, Faculty of Pharmacy, Chiang Mai University, Chiang Mai 50200, Thailand
- Correspondence: ; Tel.: +66-5394-4311
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Kumar A, Kanwar R, Mehta SK. Development of Phosphatidylcholine/Tween 80 based biocompatible clove oil-in-water nanoemulsion as a green nanocarrier for controlled herbicide delivery. ENVIRONMENTAL POLLUTION (BARKING, ESSEX : 1987) 2022; 293:118558. [PMID: 34808310 DOI: 10.1016/j.envpol.2021.118558] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/23/2021] [Revised: 10/18/2021] [Accepted: 11/18/2021] [Indexed: 06/13/2023]
Abstract
Recently, the development of ecofriendly and biocompatible agrochemical delivery systems has garnered widespread attention because of their great potential in sustainable agri-food applications. Atrazine (ATZ) is a globally used herbicide used to control weeds, but it suffers from poor aqueous solubility, poor efficacy, and environmental loss. Herein, we report a novel, eco-friendly and biocompatible clove oil-based nanoemulsion as a green nanocarrier to enhance the solubility, bioavailability, and control release of ATZ. Food grade surfactants, Tween 80 and Phosphatidylcholine (PC) were used to formulate clove oil nanoemulsion with size <200 nm using ultrasonic emulsification technique, without any use of organic solvent. The ATZ encapsulation efficiency in NEm was greater than 95%. DLS confirms the nanosize (106 nm) and monodispersity of NEm. HRTEM reveals the spherical morphology of the nanodroplets. FTIR and DSC confirm the successful incorporation of ATZ inside the NEm oil droplet core. ATZ loaded NEm showed excellent thermal and storage stability, low Ostwald ripening rate, slow and sustained herbicide release behavior, which is of vital importance for an herbicide formulation. The release rate was better than commercial ATZ and free ATZ formulations. Results from herbicidal activity assays demonstrate that ATZ NEm exhibited excellent herbicidal activity even at low concentrations as compared to commercial ATZ analogs. In consideration of biocompatible excipients, free of organic solvent, and a simple fabrication process, ATZ loaded clove oil NEm can hold great potential in weed control and sustainable agri-food applications.
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Affiliation(s)
- Amit Kumar
- Department of Chemistry and Centre of Advanced Studies in Chemistry, Panjab University, Chandigarh, 160014, India
| | - Rohini Kanwar
- Department of Chemistry and Centre of Advanced Studies in Chemistry, Panjab University, Chandigarh, 160014, India; Mehr Chand Mahajan DAV College for Women, Chandigarh, 160036, India
| | - Surinder K Mehta
- Department of Chemistry and Centre of Advanced Studies in Chemistry, Panjab University, Chandigarh, 160014, India.
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Heydari M, Yousefi AR, Rahdar A, Nikfarjam N, Jamshidi K, Bilal M, Taboada P. Microemulsions of tribenuron-methyl using Pluronic F127: Physico-chemical characterization and efficiency on wheat weed. J Mol Liq 2021. [DOI: 10.1016/j.molliq.2020.115263] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
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Ni M, Wang H, Liu X, Liao Y, Fu L, Wu Q, Mu J, Chen X, Li J. Design of Variable Spray System for Plant Protection UAV Based on CFD Simulation and Regression Analysis. SENSORS 2021; 21:s21020638. [PMID: 33477600 PMCID: PMC7831310 DOI: 10.3390/s21020638] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 12/08/2020] [Revised: 01/09/2021] [Accepted: 01/12/2021] [Indexed: 12/21/2022]
Abstract
Multi-rotor unmanned aerial vehicles (UAVs) for plant protection are widely used in China’s agricultural production. However, spray droplets often drift and distribute nonuniformly, thereby harming its utilization and the environment. A variable spray system is designed, discussed, and verified to solve this problem. The distribution characteristics of droplet deposition under different spray states (flight state, environment state, nozzle state) are obtained through computational fluid dynamics simulation. In the verification experiment, the wind velocity error of most sample points is less than 1 m/s, and the deposition ratio error is less than 10%, indicating that the simulation is reliable. A simulation data set is used to train support vector regression and back propagation neural network with multiple parameters. An optimal regression model with the root mean square error of 6.5% is selected. The UAV offset and nozzle flow of the variable spray system can be obtained in accordance with the current spray state by multi-sensor fusion and the predicted deposition distribution characteristics. The farmland experiment shows that the deposition volume error between the prediction and experiment is within 30%, thereby proving the effectiveness of the system. This article provides a reference for the improvement of UAV intelligent spray system.
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Affiliation(s)
- Ming Ni
- College of Information Engineering, Sichuan Agricultural University, Ya’an 625000, China; (M.N.); (H.W.); (Y.L.); (L.F.); (Q.W.); (J.M.); (X.C.)
- Sichuan Key Laboratory of Agricultural Information Engineering, Ya’an 625000, China
| | - Hongjie Wang
- College of Information Engineering, Sichuan Agricultural University, Ya’an 625000, China; (M.N.); (H.W.); (Y.L.); (L.F.); (Q.W.); (J.M.); (X.C.)
| | - Xudong Liu
- College of Science, Sichuan Agricultural University, Ya’an 625000, China;
| | - Yilin Liao
- College of Information Engineering, Sichuan Agricultural University, Ya’an 625000, China; (M.N.); (H.W.); (Y.L.); (L.F.); (Q.W.); (J.M.); (X.C.)
| | - Lin Fu
- College of Information Engineering, Sichuan Agricultural University, Ya’an 625000, China; (M.N.); (H.W.); (Y.L.); (L.F.); (Q.W.); (J.M.); (X.C.)
| | - Qianqian Wu
- College of Information Engineering, Sichuan Agricultural University, Ya’an 625000, China; (M.N.); (H.W.); (Y.L.); (L.F.); (Q.W.); (J.M.); (X.C.)
- Sichuan Key Laboratory of Agricultural Information Engineering, Ya’an 625000, China
| | - Jiong Mu
- College of Information Engineering, Sichuan Agricultural University, Ya’an 625000, China; (M.N.); (H.W.); (Y.L.); (L.F.); (Q.W.); (J.M.); (X.C.)
- Sichuan Key Laboratory of Agricultural Information Engineering, Ya’an 625000, China
| | - Xiaoyan Chen
- College of Information Engineering, Sichuan Agricultural University, Ya’an 625000, China; (M.N.); (H.W.); (Y.L.); (L.F.); (Q.W.); (J.M.); (X.C.)
- Sichuan Key Laboratory of Agricultural Information Engineering, Ya’an 625000, China
| | - Jun Li
- College of Information Engineering, Sichuan Agricultural University, Ya’an 625000, China; (M.N.); (H.W.); (Y.L.); (L.F.); (Q.W.); (J.M.); (X.C.)
- Sichuan Key Laboratory of Agricultural Information Engineering, Ya’an 625000, China
- Correspondence: ; Tel.: +86-130-5659-1398
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