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Lee J, Kim E, Cho J, Seok H, Woo G, Yu D, Jung G, Hwangbo H, Na J, Im I, Kim T. Remote-Controllable Interfacial Electron Tunneling at Heterogeneous Molecular Junctions via Tip-Induced Optoelectrical Engineering. Adv Sci (Weinh) 2024; 11:e2305512. [PMID: 38057140 PMCID: PMC10837351 DOI: 10.1002/advs.202305512] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/08/2023] [Revised: 10/31/2023] [Indexed: 12/08/2023]
Abstract
Molecular electronics enables functional electronic behavior via single molecules or molecular self-assembled monolayers, providing versatile opportunities for hybrid molecular-scale electronic devices. Although various molecular junction structures are constructed to investigate charge transfer dynamics, significant challenges remain in terms of interfacial charging effects and far-field background signals, which dominantly block the optoelectrical observation of interfacial charge transfer dynamics. Here, tip-induced optoelectrical engineering is presented that synergistically correlates photo-induced force microscopy and Kelvin probe force microscopy to remotely control and probe the interfacial charge transfer dynamics with sub-10 nm spatial resolution. Based on this approach, the optoelectrical origin of metal-molecule interfaces is clearly revealed by the nanoscale heterogeneity of the tip-sample interaction and optoelectrical reactivity, which theoretically aligned with density functional theory calculations. For a practical device-scale demonstration of tip-induced optoelectrical engineering, interfacial tunneling is remotely controlled at a 4-inch wafer-scale metal-insulator-metal capacitor, facilitating a 5.211-fold current amplification with the tip-induced electrical field. In conclusion, tip-induced optoelectrical engineering provides a novel strategy to comprehensively understand interfacial charge transfer dynamics and a non-destructive tunneling control platform that enables real-time and real-space investigation of ultrathin hybrid molecular systems.
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Affiliation(s)
- Jinhyoung Lee
- School of Mechanical Engineering, Sungkyunkwan University (SKKU), Suwon-si, Gyeonggi-do, 16419, Republic of Korea
| | - Eungchul Kim
- AVP process development team, Samsung Electronics, Cheonan-si, Chungcheongnam-do, 31086, South Korea
| | - Jinill Cho
- School of Mechanical Engineering, Sungkyunkwan University (SKKU), Suwon-si, Gyeonggi-do, 16419, Republic of Korea
| | - Hyunho Seok
- SKKU Advanced Institute of Nanotechnology (SAINT), Sungkyunkwan University, Suwon, 16419, Republic of Korea
- Department of Nano Science and Technology, Sungkyunkwan University, Suwon, 16419, Republic of Korea
| | - Gunhoo Woo
- SKKU Advanced Institute of Nanotechnology (SAINT), Sungkyunkwan University, Suwon, 16419, Republic of Korea
- Department of Nano Science and Technology, Sungkyunkwan University, Suwon, 16419, Republic of Korea
| | - Dayoung Yu
- SKKU Advanced Institute of Nanotechnology (SAINT), Sungkyunkwan University, Suwon, 16419, Republic of Korea
- Department of Nano Science and Technology, Sungkyunkwan University, Suwon, 16419, Republic of Korea
| | - Gooeun Jung
- Park Systems Corp, R&D Center, Suwon, 16229, Republic of Korea
| | - Hyeon Hwangbo
- Park Systems Corp, R&D Center, Suwon, 16229, Republic of Korea
| | - Jinyoung Na
- Park Systems Corp, R&D Center, Suwon, 16229, Republic of Korea
| | - Inseob Im
- Park Systems Corp, R&D Center, Suwon, 16229, Republic of Korea
| | - Taesung Kim
- School of Mechanical Engineering, Sungkyunkwan University (SKKU), Suwon-si, Gyeonggi-do, 16419, Republic of Korea
- SKKU Advanced Institute of Nanotechnology (SAINT), Sungkyunkwan University, Suwon, 16419, Republic of Korea
- Department of Nano Science and Technology, Sungkyunkwan University, Suwon, 16419, Republic of Korea
- Department of Nano Engineering, Sungkyunkwan University, Suwon, 16419, Republic of Korea
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Kwon HT, Bang IY, Kim JH, Kim HJ, Lim SY, Kim SY, Cho SH, Kim JH, Kim WJ, Shin GW, Kwon GC. Necking Reduction at Low Temperature in Aspect Ratio Etching of SiO 2 at CF 4/H 2/Ar Plasma. Nanomaterials (Basel) 2024; 14:209. [PMID: 38251172 PMCID: PMC10819064 DOI: 10.3390/nano14020209] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/29/2023] [Revised: 01/12/2024] [Accepted: 01/12/2024] [Indexed: 01/23/2024]
Abstract
This study investigated the effect of temperature on the aspect-ratio etching of SiO2 in CF4/H2/Ar plasma using patterned samples of a 200 nm trench in a low-temperature reactive-ion etching system. Lower temperatures resulted in higher etch rates and aspect ratios for SiO2. However, the plasma property was constant with the chuck temperature, indicated by the line intensity ratio from optical emission spectroscopy monitoring of the plasma. The variables obtained from the characterization of the etched profile for the 200 nm trench after etching were analyzed as a function of temperature. A reduction in the necking ratio affected the etch rate and aspect ratio of SiO2. The etching mechanism of the aspect ratio etching of SiO2 was discussed based on the results of the surface composition at necking via energy-dispersive X-ray spectroscopy with temperature. The results suggested that the neutral species reaching the etch front of SiO2 had a low sticking coefficient. The bowing ratio decreased with lowering temperature, indicating the presence of directional ions during etching. Therefore, a lower temperature for the aspect ratio etching of SiO2 could achieve a faster etch rate and a higher aspect ratio of SiO2 via the reduction of necking than higher temperatures.
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Affiliation(s)
| | | | | | | | | | | | | | | | | | | | - Gi-Chung Kwon
- Department of Electrical and Biological Physics, Kwangwoon University, 20 Kwangwoon-ro, Nowon-gu, Seoul 01897, Republic of Korea; (H.-T.K.); (I.-Y.B.); (J.-H.K.); (H.-J.K.); (S.-Y.L.); (S.-Y.K.); (S.-H.C.); (J.-H.K.); (W.-J.K.); (G.-W.S.)
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3
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Seong I, Kim S, Choi M, Lee W, Jeong W, Cho C, You Y, Lee Y, Seol Y, You S. Enhancement of Ar Ion Flux on the Substrate by Heterogeneous Charge Transfer Collision of Ar Atom with He Ion in an Inductively Coupled Ar/He Plasma. Materials (Basel) 2023; 16:5746. [PMID: 37687439 PMCID: PMC10488939 DOI: 10.3390/ma16175746] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/01/2023] [Revised: 08/18/2023] [Accepted: 08/21/2023] [Indexed: 09/10/2023]
Abstract
The understanding of ion dynamics in plasma applications has received significant attention. In this study, we examined these effects between He and Ar species, focusing on the Ar ion flux on the substrate. To control heterogeneous collisions, we varied the He addition rate at fixed chamber pressure and the chamber pressure at fixed Ar/He ratio in an inductively coupled Ar/He plasma source. Throughout the experiments, we maintained an electron density in the bulk plasma and plasma potential as a constant value by adjusting the RF power and applying an additional DC bias to eliminate any disturbances caused by the plasma. Our findings revealed that the addition of He enhances the Ar ion flux, despite a decrease in the Ar ion density at the plasma-sheath boundary due to the presence of He ions. Moreover, we found that this enhancement becomes more prominent with increasing pressure at a fixed He addition rate. These results suggest that the heterogeneous charge transfer collision between Ar atoms and He ions in the sheath region creates additional Ar ions, ultimately leading to an increased Ar ion flux on the substrate. This finding highlights the potential of utilizing heterogeneous charge transfer collisions to enhance ion flux in plasma processing, without the employment of additional equipment.
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Affiliation(s)
- Inho Seong
- Applied Physics Lab for PLasma Engineering (APPLE), Department of Physics, Chungnam National University, Daejeon 34134, Republic of Korea (W.L.)
| | - Sijun Kim
- Applied Physics Lab for PLasma Engineering (APPLE), Department of Physics, Chungnam National University, Daejeon 34134, Republic of Korea (W.L.)
- Institute of Quantum Systems (IQS), Chungnam National University, Daejeon 34134, Republic of Korea
| | - Minsu Choi
- Applied Physics Lab for PLasma Engineering (APPLE), Department of Physics, Chungnam National University, Daejeon 34134, Republic of Korea (W.L.)
| | - Woobeen Lee
- Applied Physics Lab for PLasma Engineering (APPLE), Department of Physics, Chungnam National University, Daejeon 34134, Republic of Korea (W.L.)
| | - Wonnyoung Jeong
- Applied Physics Lab for PLasma Engineering (APPLE), Department of Physics, Chungnam National University, Daejeon 34134, Republic of Korea (W.L.)
| | - Chulhee Cho
- Applied Physics Lab for PLasma Engineering (APPLE), Department of Physics, Chungnam National University, Daejeon 34134, Republic of Korea (W.L.)
| | - Yebin You
- Applied Physics Lab for PLasma Engineering (APPLE), Department of Physics, Chungnam National University, Daejeon 34134, Republic of Korea (W.L.)
| | - Youngseok Lee
- Applied Physics Lab for PLasma Engineering (APPLE), Department of Physics, Chungnam National University, Daejeon 34134, Republic of Korea (W.L.)
- Institute of Quantum Systems (IQS), Chungnam National University, Daejeon 34134, Republic of Korea
| | - Youbin Seol
- Applied Physics Lab for PLasma Engineering (APPLE), Department of Physics, Chungnam National University, Daejeon 34134, Republic of Korea (W.L.)
- Institute of Quantum Systems (IQS), Chungnam National University, Daejeon 34134, Republic of Korea
| | - Shinjae You
- Applied Physics Lab for PLasma Engineering (APPLE), Department of Physics, Chungnam National University, Daejeon 34134, Republic of Korea (W.L.)
- Institute of Quantum Systems (IQS), Chungnam National University, Daejeon 34134, Republic of Korea
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Choi M, Lee Y, You Y, Cho C, Jeong W, Seong I, Choi B, Kim S, Seol Y, You S, Yeom GY. Characterization of SiO 2 Plasma Etching with Perfluorocarbon (C 4F 8 and C 6F 6) and Hydrofluorocarbon (CHF 3 and C 4H 2F 6) Precursors for the Greenhouse Gas Emissions Reduction. Materials (Basel) 2023; 16:5624. [PMID: 37629915 PMCID: PMC10456486 DOI: 10.3390/ma16165624] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/26/2023] [Revised: 08/09/2023] [Accepted: 08/13/2023] [Indexed: 08/27/2023]
Abstract
This paper proposes the use of environmentally friendly alternatives, C6F6 and C4H2F6, as perfluorocarbon (PFC) and hydrofluorocarbon (HFC) precursors, respectively, for SiO2 plasma etching, instead of conventional precursors C4F8 and CHF3. The study employs scanning electron microscopy for etch profile analysis and quadrupole mass spectrometry for plasma diagnosis. Ion bombardment energy at the etching conditions is determined through self-bias voltage measurements, while densities of radical species are obtained using quadrupole mass spectroscopy. The obtained results compare the etch performance, including etch rate and selectivity, between C4F8 and C6F6, as well as between CHF3 and C4H2F6. Furthermore, greenhouse gas (GHG) emissions are evaluated using a million metric ton of carbon dioxide equivalent, indicating significantly lower emissions when replacing conventional precursors with the proposed alternatives. The results suggest that a significant GHG emissions reduction can be achieved from the investigated alternatives without a deterioration in SiO2 etching characteristics. This research contributes to the development of alternative precursors for reducing global warming impacts.
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Affiliation(s)
- Minsu Choi
- Department of Physics, Chungnam National University, Daejeon 34134, Republic of Korea; (M.C.); (Y.Y.); (C.C.); (W.J.); (I.S.); (B.C.); (S.Y.)
| | - Youngseok Lee
- Institute of Quantum Systems (IQS), Chungnam National University, Daejeon 34134, Republic of Korea; (S.K.); (Y.S.)
| | - Yebin You
- Department of Physics, Chungnam National University, Daejeon 34134, Republic of Korea; (M.C.); (Y.Y.); (C.C.); (W.J.); (I.S.); (B.C.); (S.Y.)
| | - Chulhee Cho
- Department of Physics, Chungnam National University, Daejeon 34134, Republic of Korea; (M.C.); (Y.Y.); (C.C.); (W.J.); (I.S.); (B.C.); (S.Y.)
| | - Wonnyoung Jeong
- Department of Physics, Chungnam National University, Daejeon 34134, Republic of Korea; (M.C.); (Y.Y.); (C.C.); (W.J.); (I.S.); (B.C.); (S.Y.)
| | - Inho Seong
- Department of Physics, Chungnam National University, Daejeon 34134, Republic of Korea; (M.C.); (Y.Y.); (C.C.); (W.J.); (I.S.); (B.C.); (S.Y.)
| | - Byeongyeop Choi
- Department of Physics, Chungnam National University, Daejeon 34134, Republic of Korea; (M.C.); (Y.Y.); (C.C.); (W.J.); (I.S.); (B.C.); (S.Y.)
| | - Sijun Kim
- Institute of Quantum Systems (IQS), Chungnam National University, Daejeon 34134, Republic of Korea; (S.K.); (Y.S.)
| | - Youbin Seol
- Institute of Quantum Systems (IQS), Chungnam National University, Daejeon 34134, Republic of Korea; (S.K.); (Y.S.)
| | - Shinjae You
- Department of Physics, Chungnam National University, Daejeon 34134, Republic of Korea; (M.C.); (Y.Y.); (C.C.); (W.J.); (I.S.); (B.C.); (S.Y.)
- Institute of Quantum Systems (IQS), Chungnam National University, Daejeon 34134, Republic of Korea; (S.K.); (Y.S.)
| | - Geun Young Yeom
- Department of Advanced Materials Science and Engineering, Sungkyunkwan University, Suwon 16419, Republic of Korea;
- SKKU Advanced Institute of Nano Technology (SAINT), Sungkyunkwan University, Suwon 16419, Republic of Korea
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Son JY, Kim SH, Seo JM, Lim J, Chung TM, Park BK. Synthesis and Characterization of Tungsten Amide Complexes for the Deposition of Tungsten Disulfide Thin Films. ACS Omega 2023; 8:19816-19821. [PMID: 37305263 PMCID: PMC10249077 DOI: 10.1021/acsomega.3c01706] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 03/14/2023] [Accepted: 05/10/2023] [Indexed: 06/13/2023]
Abstract
To substitute corrosive halogen ligands, we designed and synthesized novel tungsten complexes containing amido ligands, W(DMEDA)3 (1) and W(DEEDA)3 (2) (DMEDA = N,N'-dimethylethylenediamido; DEEDA = N,N'-diethylethylenediamido). Complexes 1 and 2 were characterized by 1H NMR, 13C NMR, FT-IR, and elemental analysis. The pseudo-octahedral molecular structure of 1 was confirmed by single-crystal X-ray crystallography. The thermal properties of 1 and 2 were analyzed by thermogravimetric analysis (TGA), which confirmed that the precursors were volatile and exhibited adequate thermal stability. Additionally, the WS2 deposition test was performed using 1 in thermal chemical vapor deposition (thermal CVD). Further analysis of the surface of the thin films was conducted using Raman spectroscopy, scanning electron microscopy (SEM), and X-ray photoelectron spectroscopy (XPS).
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Affiliation(s)
- Ji Young Son
- Thin
Film Materials Research Center, Korea Research
Institute of Chemical Technology (KRICT), Daejeon 34114, Republic of Korea
- Department
of Chemistry, Korea University, 145 Anam-ro, Seongbuk-gu, Seoul 02841, Republic
of Korea
| | - Su Han Kim
- Thin
Film Materials Research Center, Korea Research
Institute of Chemical Technology (KRICT), Daejeon 34114, Republic of Korea
| | - Ji Min Seo
- Thin
Film Materials Research Center, Korea Research
Institute of Chemical Technology (KRICT), Daejeon 34114, Republic of Korea
- Department
of Chemistry, Sungkyunkwan University, Suwon-si, Gyeonggi-do 16419, Republic of Korea
| | - Jongsun Lim
- Thin
Film Materials Research Center, Korea Research
Institute of Chemical Technology (KRICT), Daejeon 34114, Republic of Korea
| | - Taek-Mo Chung
- Thin
Film Materials Research Center, Korea Research
Institute of Chemical Technology (KRICT), Daejeon 34114, Republic of Korea
- Department
of Chemical Convergence Materials, University
of Science and Technology (UST), Deajeon 34113, Republic
of Korea
| | - Bo Keun Park
- Thin
Film Materials Research Center, Korea Research
Institute of Chemical Technology (KRICT), Daejeon 34114, Republic of Korea
- Department
of Chemical Convergence Materials, University
of Science and Technology (UST), Deajeon 34113, Republic
of Korea
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Seol Y, Choi M, Chang H, You S. Study on OH Radical Production Depending on the Pulse Characteristics in an Atmospheric-Pressure Nanosecond-Pulsed Plasma Jet. Materials (Basel) 2023; 16:ma16103846. [PMID: 37241472 DOI: 10.3390/ma16103846] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/02/2023] [Revised: 05/13/2023] [Accepted: 05/16/2023] [Indexed: 05/28/2023]
Abstract
Hydroxyl radicals (OH) play a crucial role in plasma-bio applications. As pulsed plasma operation is preferred, and even expanded to the nanosecond range, it is essential to study the relationship between OH radical production and pulse characteristics. In this study, we use optical emission spectroscopy to investigate OH radical production with nanosecond pulse characteristics. The experimental results reveal that longer pulses generate more OH radicals. To confirm the effect of pulse properties on OH radical generation, we conduct computational chemical simulations, focusing on two types of pulse properties: pulse instant power and pulse width. The simulation results show that, similar to the experimental results, longer pulses generate more OH radicals. In the nanosecond range, reaction time is critical for OH radical generation. In terms of chemical aspects, N2 metastable species mainly contribute to OH radical generation. It is a unique behavior observed in nanosecond range pulsed operation. Furthermore, humidity can turn over the tendency of OH radical production in nanosecond pulses. In a humid condition, shorter pulses are advantageous for generating OH radicals. Electrons play key roles in this condition and high instant power contributes to them.
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Affiliation(s)
- Youbin Seol
- Applied Physics Lab for Plasma Engineering (APPLE), Department of Physics, Chungnam National University, Daejeon 34134, Republic of Korea
| | - Minsu Choi
- Applied Physics Lab for Plasma Engineering (APPLE), Department of Physics, Chungnam National University, Daejeon 34134, Republic of Korea
| | - Hongyoung Chang
- Department of Physics, Korea Advanced Institute of Science and Technology, Daejeon 34141, Republic of Korea
| | - Shinjae You
- Applied Physics Lab for Plasma Engineering (APPLE), Department of Physics, Chungnam National University, Daejeon 34134, Republic of Korea
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Jeong W, Kim S, Lee Y, Cho C, Seong I, You Y, Choi M, Lee J, Seol Y, You S. Contribution of Ion Energy and Flux on High-Aspect Ratio SiO 2 Etching Characteristics in a Dual-Frequency Capacitively Coupled Ar/C 4F 8 Plasma: Individual Ion Energy and Flux Controlled. Materials (Basel) 2023; 16:ma16103820. [PMID: 37241447 DOI: 10.3390/ma16103820] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/29/2023] [Revised: 05/13/2023] [Accepted: 05/15/2023] [Indexed: 05/28/2023]
Abstract
As the process complexity has been increased to overcome challenges in plasma etching, individual control of internal plasma parameters for process optimization has attracted attention. This study investigated the individual contribution of internal parameters, the ion energy and flux, on high-aspect ratio SiO2 etching characteristics for various trench widths in a dual-frequency capacitively coupled plasma system with Ar/C4F8 gases. We established an individual control window of ion flux and energy by adjusting dual-frequency power sources and measuring the electron density and self-bias voltage. We separately varied the ion flux and energy with the same ratio from the reference condition and found that the increase in ion energy shows higher etching rate enhancement than that in the ion flux with the same increase ratio in a 200 nm pattern width. Based on a volume-averaged plasma model analysis, the weak contribution of the ion flux results from the increase in heavy radicals, which is inevitably accompanied with the increase in the ion flux and forms a fluorocarbon film, preventing etching. At the 60 nm pattern width, the etching stops at the reference condition and it remains despite increasing ion energy, which implies the surface charging-induced etching stops. The etching, however, slightly increased with the increasing ion flux from the reference condition, revealing the surface charge removal accompanied with conducting fluorocarbon film formation by heavy radicals. In addition, the entrance width of an amorphous carbon layer (ACL) mask enlarges with increasing ion energy, whereas it relatively remains constant with that of ion energy. These findings can be utilized to optimize the SiO2 etching process in high-aspect ratio etching applications.
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Affiliation(s)
- Wonnyoung Jeong
- Applied Physics Lab for PLasma Engineering (APPLE), Department of Physics, Chungnam National University, Daejeon 34134, Republic of Korea
| | - Sijun Kim
- Applied Physics Lab for PLasma Engineering (APPLE), Department of Physics, Chungnam National University, Daejeon 34134, Republic of Korea
- Institute of Quantum Systems (IQS), Chungnam National University, Daejeon 34134, Republic of Korea
| | - Youngseok Lee
- Applied Physics Lab for PLasma Engineering (APPLE), Department of Physics, Chungnam National University, Daejeon 34134, Republic of Korea
- Institute of Quantum Systems (IQS), Chungnam National University, Daejeon 34134, Republic of Korea
| | - Chulhee Cho
- Applied Physics Lab for PLasma Engineering (APPLE), Department of Physics, Chungnam National University, Daejeon 34134, Republic of Korea
| | - Inho Seong
- Applied Physics Lab for PLasma Engineering (APPLE), Department of Physics, Chungnam National University, Daejeon 34134, Republic of Korea
| | - Yebin You
- Applied Physics Lab for PLasma Engineering (APPLE), Department of Physics, Chungnam National University, Daejeon 34134, Republic of Korea
| | - Minsu Choi
- Applied Physics Lab for PLasma Engineering (APPLE), Department of Physics, Chungnam National University, Daejeon 34134, Republic of Korea
| | - Jangjae Lee
- Samsung Electronics, Hwaseong-si 18448, Republic of Korea
| | - Youbin Seol
- Applied Physics Lab for PLasma Engineering (APPLE), Department of Physics, Chungnam National University, Daejeon 34134, Republic of Korea
- Institute of Quantum Systems (IQS), Chungnam National University, Daejeon 34134, Republic of Korea
| | - Shinjae You
- Applied Physics Lab for PLasma Engineering (APPLE), Department of Physics, Chungnam National University, Daejeon 34134, Republic of Korea
- Institute of Quantum Systems (IQS), Chungnam National University, Daejeon 34134, Republic of Korea
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Sutar S, Patil SM, Kadam SJ, Kamat RK, Kim DK, Dongale TD. Analysis and Prediction of Hydrothermally Synthesized ZnO-Based Dye-Sensitized Solar Cell Properties Using Statistical and Machine-Learning Techniques. ACS Omega 2021; 6:29982-29992. [PMID: 34778669 PMCID: PMC8582059 DOI: 10.1021/acsomega.1c04521] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/24/2021] [Accepted: 10/15/2021] [Indexed: 06/01/2023]
Abstract
Dye-sensitized solar cells (DSSCs) are one of the most versatile and low-cost solar cells. However, DSSCs are prone to low power conversion efficiency (PCE) compared to their counterparts, owing to their different synthesis parameters and process conditions. Therefore, designing efficient DSSCs and identifying the parameters that control the PCE of DSSCs are a critical tasks. We have collected data from hydrothermally synthesized DSSCs in the present work, published from 2005 to 2020. In line with publishing trends in the said period, we evaluate ZnO as a popular photoactive material for DSSC applications. We further analyzed the performance of hydrothermally synthesized ZnO DSSCs using different statistical techniques and provided some significant insights. We further applied the machine-learning technique with a decision tree algorithm to understand and discover the possible set of rules and heuristics that govern the morphology of the hydrothermally grown ZnO. In addition, we also employed supervised and unsupervised machine-learning models using conventional decision trees and classification and regression trees, respectively, to identify the dependence of the PCE of ZnO DSSCs on the different synthesis parameters. The reported work also evidences the PCE predictions of the ZnO DSSCs by using random forest and artificial neural network algorithms. The results substantiate that the random forest and artificial neural network algorithms successfully predict the PCE of the ZnO DSSCs with reasonable accuracy. Thus, we present a novel approach of applying statistical analysis and machine-learning algorithms to understand, discover, and predict the performance of DSSCs. We recommend extending the said know-how to other solar cells to identify rules and heuristics and experimentally realize highly efficient solar cells in shrinking manufacturing windows with a cost-effective approach.
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Affiliation(s)
- Santosh
S. Sutar
- Yashwantrao
Chavan School of Rural Development, Shivaji
University, Kolhapur 416004, India
| | - Suvarna M. Patil
- Institute
of Management, Bharati Vidyapeeth Deemed
to be University, Sangli 416 416, India
| | - Sunil J. Kadam
- Department
of Mechanical Engineering, Bharati Vidyapeeth’s
College of Engineering, Kolhapur 416 013, India
| | - Rajanish K. Kamat
- Department
of Electronics, Shivaji University, Kolhapur 416004, India
| | - Deok-kee Kim
- Department
of Electrical Engineering, Sejong University, 209 Neungdong-ro, Gwangjin-gu, Seoul 05006, South Korea
| | - Tukaram D. Dongale
- Computational
Electronics and Nanoscience Research Laboratory, School of Nanoscience
and Biotechnology, Shivaji University, Kolhapur 416004, India
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