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Önsal G, Uğurlu O, Kaynar ÜH, Türsel Eliiyi D. Minimization of the threshold voltage parameter of the co-doped ZnO doped liquid crystals by machine learning algorithms. Sci Rep 2023; 13:12802. [PMID: 37550479 PMCID: PMC10406893 DOI: 10.1038/s41598-023-39923-8] [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: 05/24/2023] [Accepted: 08/02/2023] [Indexed: 08/09/2023] Open
Abstract
This study aims to examine the influence of the co-doped semiconductor nanostructure (Al-Cu):ZnO on the electro-optical properties of the E7 coded pure nematic liquid crystal structures and minimize the threshold voltage of pure E7 liquid crystal. To determine the ideal concentration ratios of the materials for the minimum threshold voltage, we employed different machine learning algorithms. In this context, we first produced twelve composite structures through lab experimentation with different concentrations and created an experimental dataset for the machine learning algorithms. Next, the ideal concentration ratios were estimated using the AdaBoost algorithm, which has an [Formula: see text] of 96% on the experimental dataset. Finally, additional composite structures having the estimated concentration ratios were produced. The results show that, with the help of the employed machine learning algorithms, the threshold voltage of pure E7 liquid crystal was reduced by 19% via the (Al-Cu):ZnO doping.
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Affiliation(s)
- Gülnur Önsal
- Department of Fundamental Sciences, Izmir Bakircay University, 35665, Izmir, Turkey.
| | - Onur Uğurlu
- Department of Fundamental Sciences, Izmir Bakircay University, 35665, Izmir, Turkey
| | - Ümit H Kaynar
- Department of Fundamental Sciences, Izmir Bakircay University, 35665, Izmir, Turkey
| | - Deniz Türsel Eliiyi
- Department of Industrial Engineering, Izmir Bakircay University, 35665, Izmir, Turkey
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Enhanced electrochemical and electro-optical properties of nematic liquid crystal doped with Ni:ZnCdS/ZnS core/shell quantum dots. J Mol Liq 2020. [DOI: 10.1016/j.molliq.2020.114373] [Citation(s) in RCA: 12] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022]
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Labeeb AM, Ibrahim SA, Ward AA, Abd‐El‐Messieh SL. Polymer/liquid crystal nanocomposites for energy storage applications. POLYM ENG SCI 2020. [DOI: 10.1002/pen.25491] [Citation(s) in RCA: 12] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
Affiliation(s)
- A. M. Labeeb
- Microwave Phsyics and Dielectrics National Research Centre, NRC Cairo Egypt
- Liquid Crystals Laboratoy, Network Central Laboratories National Research Centre, NRC Cairo Egypt
| | - S. A. Ibrahim
- Packaging Materials Department National Research Centre, NRC Cairo Egypt
| | - A. A. Ward
- Microwave Phsyics and Dielectrics National Research Centre, NRC Cairo Egypt
- Liquid Crystals Laboratoy, Network Central Laboratories National Research Centre, NRC Cairo Egypt
| | - S. L. Abd‐El‐Messieh
- Microwave Phsyics and Dielectrics National Research Centre, NRC Cairo Egypt
- Liquid Crystals Laboratoy, Network Central Laboratories National Research Centre, NRC Cairo Egypt
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Lalik S, Deptuch A, Jaworska-Goła B T, Fryń P, Dardas D, Stefańczyk O, Urbańska M, Marzec M. Modification of AFLC Physical Properties by Doping with BaTiO 3 Particles. J Phys Chem B 2020; 124:6055-6073. [PMID: 32569472 DOI: 10.1021/acs.jpcb.0c02401] [Citation(s) in RCA: 14] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
In this paper, for the first time, the influence of the BaTiO3 particles on the antiferroelectric liquid crystalline phase was shown. Low concentrations and two different sizes of BaTiO3 particles (nano- and submicroparticles) were used. It was found that admixture of the ferroelectric particles causes a decrease in the concentration of free ions in the liquid crystal matrix. Despite the small amount of admixture, a decrease in spontaneous polarization, switching time and rotational viscosity, was observed, while the tilt angle of molecules and the smectic layer thickness did not change. It turns out that BaTiO3 particles have a very large impact on the dielectric spectra not only in the antiferroelectric phase but also in the ferroelectric and paraelectric phases of the polymorphic mixture studied. The dopants affect also the complex conductivity. In this paper, we explain why some properties are modified by BaTiO3 particles and others are not.
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Affiliation(s)
- Sebastian Lalik
- Institute of Physics, Jagiellonian University, Łojasiewicza 11, 30-348 Kraków, Poland
| | - Aleksandra Deptuch
- Institute of Physics, Jagiellonian University, Łojasiewicza 11, 30-348 Kraków, Poland.,Institute of Nuclear Physics, Polish Academy of Sciences, Radzikowskiego 152, 31-342 Kraków, Poland
| | | | - Patryk Fryń
- Institute of Physics, Jagiellonian University, Łojasiewicza 11, 30-348 Kraków, Poland
| | - Dorota Dardas
- Institute of Molecular Physics, Polish Academy of Sciences, Smoluchowskiego 17, 60-179 Poznań, Poland
| | - Olaf Stefańczyk
- Department of Chemistry, University of Tokyo, 7-3-1 Hongo, Bunkyo-ku, 113-0033 Tokyo, Japan
| | - Magdalena Urbańska
- Institute of Chemistry, Military University of Technology, Kaliskiego 2, 00-908, Warszawa, Poland
| | - Monika Marzec
- Institute of Physics, Jagiellonian University, Łojasiewicza 11, 30-348 Kraków, Poland
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Sandhya K, Pushpavathi N, Rao DS, Prasad SK. Dielectric and electro optic studies in the vicinity of the transition between two tilted hexatic phases of a ZnO-liquid crystal nanocomposite. J Mol Liq 2020. [DOI: 10.1016/j.molliq.2020.112508] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
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Doke S, Martinez-Teran E, El-Gendy AA, Ganguly P, Mahamuni S. Sustained multiferroicity in liquid crystal induced by core/shell quantum dots. J Mol Liq 2019. [DOI: 10.1016/j.molliq.2019.04.113] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/26/2022]
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Influence of azo dye concentration on dielectric response in polymer dispersed liquid crystal composites. J Mol Liq 2019. [DOI: 10.1016/j.molliq.2019.04.030] [Citation(s) in RCA: 20] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/19/2022]
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Influence of ZnO nanoparticles on the polarization, dielectric and electro-optic behaviour in the smectic C* and hexatic I* phases. J Mol Liq 2019. [DOI: 10.1016/j.molliq.2018.11.100] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/22/2022]
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