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Sturdza BK, Jacobus N, Bennett A, Form J, Wood L, Christoforo MG, Riede MK, Nicholas RJ. Doping Carbon Nanotube Ethylene-Vinyl Acetate Thin Films for Touch-Sensitive Applications. ACS APPLIED ELECTRONIC MATERIALS 2025; 7:4738-4746. [PMID: 40520487 PMCID: PMC12160056 DOI: 10.1021/acsaelm.4c02246] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 12/12/2024] [Revised: 05/12/2025] [Accepted: 05/12/2025] [Indexed: 06/18/2025]
Abstract
Transparent conductive films are key components of many optoelectronic devices but are often made from either scarce or brittle materials like indium tin oxide. Carbon nanotube-polymer films offer an abundant and flexible alternative. Here, we report how the dimensions of the carbon nanotube raw material affect their thin film performance and thickness yield when processed with the polymer ethylene-vinyl acetate. We perform chemical doping with several halogenated metals and find the electron affinity of the metal to be a good indicator of p-doping effectiveness. We identify CuCl2 as low-cost alternative to the established gold chloride dopants. Optimising the dopant deposition method allows us to reduce the effect of doping on the optical transmittance. Percolation analysis of our films demonstrates that optimized single-walled carbon nanotube-ethylene-vinyl acetate films show no sign of percolation effects down to thicknesses of 5 nm. Finally, we produce transparent touch-sensitive devices. Comparing several of these devices, we find a linear relationship between the sheet resistance and the on/off ratio of the touch sensing that can be used to determine a threshold film thickness. Using doped carbon nanotube-ethylene-vinyl acetate films increases the on/off ratio and allows us to fabricate touch-sensitive devices with an on/off ratio of 10 at 95% optical transmittance. This clearly demonstrates the potential of these films for transparent touch-sensitive applications.
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Affiliation(s)
- Bernd K. Sturdza
- Department of Physics, Clarendon Laboratory, University of Oxford, Parks Road, OxfordOX1 3PU, U.K.
| | - Nicole Jacobus
- Department of Physics, Clarendon Laboratory, University of Oxford, Parks Road, OxfordOX1 3PU, U.K.
| | - Andre Bennett
- Department of Physics, Clarendon Laboratory, University of Oxford, Parks Road, OxfordOX1 3PU, U.K.
| | - Joshua Form
- Department of Physics, Clarendon Laboratory, University of Oxford, Parks Road, OxfordOX1 3PU, U.K.
| | - Louis Wood
- Department of Physics, Clarendon Laboratory, University of Oxford, Parks Road, OxfordOX1 3PU, U.K.
| | - M. Greyson Christoforo
- Department of Physics, Clarendon Laboratory, University of Oxford, Parks Road, OxfordOX1 3PU, U.K.
| | - Moritz K. Riede
- Department of Physics, Clarendon Laboratory, University of Oxford, Parks Road, OxfordOX1 3PU, U.K.
| | - Robin J. Nicholas
- Department of Physics, Clarendon Laboratory, University of Oxford, Parks Road, OxfordOX1 3PU, U.K.
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2
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Novikov IV, Krasnikov DV, Lee IH, Agafonova EE, Serebrennikova SI, Lee Y, Kim S, Nam JS, Kondrashov VA, Han J, Rakov II, Nasibulin AG, Jeon I. Aerosol CVD Carbon Nanotube Thin Films: From Synthesis to Advanced Applications: A Comprehensive Review. ADVANCED MATERIALS (DEERFIELD BEACH, FLA.) 2025:e2413777. [PMID: 39811988 DOI: 10.1002/adma.202413777] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/12/2024] [Revised: 11/20/2024] [Indexed: 01/16/2025]
Abstract
Carbon nanotubes (CNTs) produced by the floating-catalyst chemical vapor deposition (FCCVD) method are among the most promising nanomaterials of today, attracting interest from both academic and industrial sectors. These CNTs exhibit exceptional electrical conductivity, optical properties, and mechanical resilience due to their binder-free and low-defect structure, while the FCCVD method enables their continuous and scalable synthesis. Among the methodological FCCVD variations, aerosol CVD' is distinguished by its production of freestanding thin films comprising macroscale CNT networks, which exhibit superior performance and practical applicability. This review elucidates the complex interrelations between aerosol CVD reactor synthesis conditions and the resulting properties of the CNTs. A unified approach connecting all stages of the synthesis process is proposed as a comprehensive guide. This review examines the correlations between CNT structural parameters (length and diameter) and resultant film properties (conductivity, optical, and mechanical characteristics) to establish a comprehensive framework for optimizing CNT thin film synthesis. The analysis encompasses characterization methodologies specific to aerosol CVD-synthesized CNTs and evaluates how their properties influence applications across diverse domains, from energy devices to optoelectronics. The review concludes by addressing current challenges and prospects in this field.
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Affiliation(s)
- Ilya V Novikov
- Department of Nano Engineering, Department of Nano Science and Technology, Sungkyunkwan University Advanced Institute of Nanotechnology (SAINT), Sungkyunkwan University (SKKU), Seobu-ro 2066, Jangan-gu, Suwon, 16419, Republic of Korea
| | - Dmitry V Krasnikov
- Skolkovo Institute of Science and Technology, Nobel 3, Moscow, 121205, Russia
| | - Il Hyun Lee
- Department of Nano Engineering, Department of Nano Science and Technology, Sungkyunkwan University Advanced Institute of Nanotechnology (SAINT), Sungkyunkwan University (SKKU), Seobu-ro 2066, Jangan-gu, Suwon, 16419, Republic of Korea
| | | | | | - Yeounggyu Lee
- Department of Nano Engineering, Department of Nano Science and Technology, Sungkyunkwan University Advanced Institute of Nanotechnology (SAINT), Sungkyunkwan University (SKKU), Seobu-ro 2066, Jangan-gu, Suwon, 16419, Republic of Korea
| | - Sihyeok Kim
- Department of Nano Engineering, Department of Nano Science and Technology, Sungkyunkwan University Advanced Institute of Nanotechnology (SAINT), Sungkyunkwan University (SKKU), Seobu-ro 2066, Jangan-gu, Suwon, 16419, Republic of Korea
| | - Jeong-Seok Nam
- Department of Nano Engineering, Department of Nano Science and Technology, Sungkyunkwan University Advanced Institute of Nanotechnology (SAINT), Sungkyunkwan University (SKKU), Seobu-ro 2066, Jangan-gu, Suwon, 16419, Republic of Korea
| | | | - Jiye Han
- Department of Nano Engineering, Department of Nano Science and Technology, Sungkyunkwan University Advanced Institute of Nanotechnology (SAINT), Sungkyunkwan University (SKKU), Seobu-ro 2066, Jangan-gu, Suwon, 16419, Republic of Korea
| | - Ignat I Rakov
- Skolkovo Institute of Science and Technology, Nobel 3, Moscow, 121205, Russia
| | - Albert G Nasibulin
- Skolkovo Institute of Science and Technology, Nobel 3, Moscow, 121205, Russia
| | - Il Jeon
- Department of Nano Engineering, Department of Nano Science and Technology, Sungkyunkwan University Advanced Institute of Nanotechnology (SAINT), Sungkyunkwan University (SKKU), Seobu-ro 2066, Jangan-gu, Suwon, 16419, Republic of Korea
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3
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Ilatovskii DA, Krasnikov DV, Goldt AE, Mousavihashemi S, Sainio J, Khabushev EM, Alekseeva AA, Luchkin SY, Vinokurov ZS, Shmakov AN, Elakshar A, Kallio T, Nasibulin AG. Robust method for uniform coating of carbon nanotubes with V 2O 5 for next-generation transparent electrodes and Li-ion batteries. RSC Adv 2023; 13:25817-25827. [PMID: 37655361 PMCID: PMC10467569 DOI: 10.1039/d3ra04342h] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/28/2023] [Accepted: 08/23/2023] [Indexed: 09/02/2023] Open
Abstract
Composites comprising vanadium-pentoxide (V2O5) and single-walled carbon nanotubes (SWCNTs) are promising components for emerging applications in optoelectronics, solar cells, chemical and electrochemical sensors, etc. We propose a novel, simple, and facile approach for SWCNT covering with V2O5 by spin coating under ambient conditions. With the hydrolysis-polycondensation of the precursor (vanadyl triisopropoxide) directly on the surface of SWCNTs, the nm-thick layer of oxide is amorphous with a work function of 4.8 eV. The material recrystallizes after thermal treatment at 600 °C, achieving the work function of 5.8 eV. The key advantages of the method are that the obtained coating is uniform with a tunable thickness and does not require vacuuming or heating during processing. We demonstrate the groundbreaking results for two V2O5/SWCNT applications: transparent electrode and cathode for Li-ion batteries. As a transparent electrode, the composite shows stable sheet resistance of 160 Ω sq-1 at a 90% transmittance (550 nm) - the best performance reported for SWCNTs doped by metal oxides. As a cathode material, the obtained specific capacity (330 mA h g-1) is the highest among all the other V2O5/SWCNT cathodes reported so far. This approach opens new horizons for the creation of the next generation of metal oxide composites for various applications, including optoelectronics and electrochemistry.
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Affiliation(s)
- Daniil A Ilatovskii
- Skolkovo Institute of Science and Technology Bolshoy Boulevard 30, bd. 1 Moscow 121205 Russian Federation
| | - Dmitry V Krasnikov
- Skolkovo Institute of Science and Technology Bolshoy Boulevard 30, bd. 1 Moscow 121205 Russian Federation
| | - Anastasia E Goldt
- Skolkovo Institute of Science and Technology Bolshoy Boulevard 30, bd. 1 Moscow 121205 Russian Federation
| | | | - Jani Sainio
- Aalto University Kemistintie 1 02150 Espoo Finland
| | - Eldar M Khabushev
- Skolkovo Institute of Science and Technology Bolshoy Boulevard 30, bd. 1 Moscow 121205 Russian Federation
| | - Alena A Alekseeva
- Skolkovo Institute of Science and Technology Bolshoy Boulevard 30, bd. 1 Moscow 121205 Russian Federation
| | - Sergey Yu Luchkin
- Skolkovo Institute of Science and Technology Bolshoy Boulevard 30, bd. 1 Moscow 121205 Russian Federation
| | - Zakhar S Vinokurov
- Boreskov Institute of Catalysis SB RAS Lavrentieva Avenue 5 Novosibirsk 630090 Russian Federation
| | - Alexander N Shmakov
- Boreskov Institute of Catalysis SB RAS Lavrentieva Avenue 5 Novosibirsk 630090 Russian Federation
| | - Aly Elakshar
- Skolkovo Institute of Science and Technology Bolshoy Boulevard 30, bd. 1 Moscow 121205 Russian Federation
| | - Tanja Kallio
- Aalto University Kemistintie 1 02150 Espoo Finland
| | - Albert G Nasibulin
- Skolkovo Institute of Science and Technology Bolshoy Boulevard 30, bd. 1 Moscow 121205 Russian Federation
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Yin H, Zhang L, Zhu M, Chen Y, Tian T, Zhang Y, Hu N, Yang Z, Su Y. High-Performance Visible-Near-Infrared Single-Walled Carbon Nanotube Photodetectors via Interfacial Charge-Transfer-Induced Improvement by Surface Doping. ACS APPLIED MATERIALS & INTERFACES 2022; 14:43628-43636. [PMID: 36108153 DOI: 10.1021/acsami.2c12415] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/15/2023]
Abstract
Single-walled carbon nanotubes (SWCNTs) are considered to be promising candidates for next-generation near-infrared (NIR) photodetectors due to their extraordinary electrical and optical properties. However, the low separation efficiency of photogenerated carriers limits the full utilization of the potential of pristine SWCNTs as photoactive materials. Herein, we report a novel high-performance visible-NIR SWCNT-based photodetector via interfacial charge-transfer-induced improvement by Au nanoparticle (AuNP) surface doping. Under 1064 nm light illumination, the as-fabricated AuNP/SWCNT photodetector exhibits an excellent photoelectrical performance with a responsivity of 2.16 × 105 A/W and a high detectivity of 1.82 × 1014 Jones, which is three orders of magnitude higher than that of the SWCNT photodetector under the same conditions. Importantly, the interfacial charge transfer between AuNPs and SWCNTs has been first investigated using Raman shift statistics at room temperature. Experimental results indicate that the interfacial charge transfer induced by AuNP doping can reduce the Fermi level of SWCNTs and effectively improve the generation and transport of photogenerated carriers, thereby enhancing the photoelectric performance of SWCNT-based photodetectors. We believe that our results not only demonstrate a facile route to improve the performance of SWCNT-based photodetectors but also provide a novel methodology to characterize the interfacial charge transfer between dopants and SWCNTs.
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Affiliation(s)
- Huan Yin
- Key Laboratory of Thin Film and Microfabrication (Ministry of Education), Department of Micro/Nano Electronics, School of Electronics, Information and Electrical Engineering, Shanghai Jiao Tong University, Shanghai 200240, PR China
| | - Luoxi Zhang
- Key Laboratory of Thin Film and Microfabrication (Ministry of Education), Department of Micro/Nano Electronics, School of Electronics, Information and Electrical Engineering, Shanghai Jiao Tong University, Shanghai 200240, PR China
| | - Mingkui Zhu
- Key Laboratory of Thin Film and Microfabrication (Ministry of Education), Department of Micro/Nano Electronics, School of Electronics, Information and Electrical Engineering, Shanghai Jiao Tong University, Shanghai 200240, PR China
| | - Yue Chen
- Key Laboratory of Thin Film and Microfabrication (Ministry of Education), Department of Micro/Nano Electronics, School of Electronics, Information and Electrical Engineering, Shanghai Jiao Tong University, Shanghai 200240, PR China
| | - Tian Tian
- Key Laboratory of Thin Film and Microfabrication (Ministry of Education), Department of Micro/Nano Electronics, School of Electronics, Information and Electrical Engineering, Shanghai Jiao Tong University, Shanghai 200240, PR China
| | - Yafei Zhang
- Key Laboratory of Thin Film and Microfabrication (Ministry of Education), Department of Micro/Nano Electronics, School of Electronics, Information and Electrical Engineering, Shanghai Jiao Tong University, Shanghai 200240, PR China
| | - Nantao Hu
- Key Laboratory of Thin Film and Microfabrication (Ministry of Education), Department of Micro/Nano Electronics, School of Electronics, Information and Electrical Engineering, Shanghai Jiao Tong University, Shanghai 200240, PR China
| | - Zhi Yang
- Key Laboratory of Thin Film and Microfabrication (Ministry of Education), Department of Micro/Nano Electronics, School of Electronics, Information and Electrical Engineering, Shanghai Jiao Tong University, Shanghai 200240, PR China
| | - Yanjie Su
- Key Laboratory of Thin Film and Microfabrication (Ministry of Education), Department of Micro/Nano Electronics, School of Electronics, Information and Electrical Engineering, Shanghai Jiao Tong University, Shanghai 200240, PR China
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Mitin D, Vorobyev A, Pavlov A, Berdnikov Y, Mozharov A, Mikhailovskii V, Ramirez B JA, Krasnikov DV, Kopylova DS, Kirilenko DA, Vinnichenko M, Polozkov R, Nasibulin AG, Mukhin I. Tuning the Optical Properties and Conductivity of Bundles in Networks of Single-Walled Carbon Nanotubes. J Phys Chem Lett 2022; 13:8775-8782. [PMID: 36103372 DOI: 10.1021/acs.jpclett.2c01931] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 06/15/2023]
Abstract
The films of single-walled carbon nanotubes (SWCNTs) are a promising material for flexible transparent electrodes, which performance depends not only on the properties of individual nanotubes but also, foremost, on bundling of individual nanotubes. This work investigates the impact of densification on optical and electronic properties of SWCNT bundles and fabricated films. Our ab initio analysis shows that the optimally densified bundles, consisting of a mixture of quasi-metallic and semiconducting SWCNTs, demonstrate quasi-metallic behavior and can be considered as an effective conducting medium. Our density functional theory calculations indicate the band curving and bandgap narrowing with the reduction of the distance between nanotubes inside bundles. Simulation results are consistent with the observed conductivity improvement and shift of the absorption peaks in SWCNT films densified in isopropyl alcohol. Therefore, not only individual nanotubes but also the bundles should be considered as building blocks for high-performance transparent conductive SWCNT-based films.
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Affiliation(s)
- Dmitry Mitin
- Saint Petersburg Academic University, Khlopina, 8/3A, St. Petersburg 194021, Russia
- Peter the Great St. Petersburg Polytechnic University, Politekhnicheskaya 29, St. Petersburg 195251, Russia
| | - Alexandr Vorobyev
- Saint Petersburg Academic University, Khlopina, 8/3A, St. Petersburg 194021, Russia
| | - Alexander Pavlov
- Saint Petersburg Academic University, Khlopina, 8/3A, St. Petersburg 194021, Russia
- Peter the Great St. Petersburg Polytechnic University, Politekhnicheskaya 29, St. Petersburg 195251, Russia
| | - Yury Berdnikov
- St. Petersburg State University, Universitetskaya Emb. 13B, 199034 St. Petersburg, Russia
| | - Alexey Mozharov
- St. Petersburg State University, Universitetskaya Emb. 13B, 199034 St. Petersburg, Russia
| | - Vladimir Mikhailovskii
- St. Petersburg State University, Universitetskaya Emb. 13B, 199034 St. Petersburg, Russia
| | - Javier A Ramirez B
- Skolkovo Institute of Science and Technology, Nobel str. 3, Moscow 121205, Russia
| | - Dmitry V Krasnikov
- Skolkovo Institute of Science and Technology, Nobel str. 3, Moscow 121205, Russia
| | - Daria S Kopylova
- Skolkovo Institute of Science and Technology, Nobel str. 3, Moscow 121205, Russia
| | - Demid A Kirilenko
- Ioffe Institute, 26 Politekhnicheskaya, St Petersburg 194021, Russia
| | - Maxim Vinnichenko
- Peter the Great St. Petersburg Polytechnic University, Politekhnicheskaya 29, St. Petersburg 195251, Russia
| | - Roman Polozkov
- Saint Petersburg Academic University, Khlopina, 8/3A, St. Petersburg 194021, Russia
- Peter the Great St. Petersburg Polytechnic University, Politekhnicheskaya 29, St. Petersburg 195251, Russia
- ITMO University, St Petersburg 197101, Russia
| | - Albert G Nasibulin
- Skolkovo Institute of Science and Technology, Nobel str. 3, Moscow 121205, Russia
- Aalto University, P.O. Box 16100, FI-00076 Aalto, Espoo, Finland
| | - Ivan Mukhin
- Saint Petersburg Academic University, Khlopina, 8/3A, St. Petersburg 194021, Russia
- Peter the Great St. Petersburg Polytechnic University, Politekhnicheskaya 29, St. Petersburg 195251, Russia
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6
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Ilatovskii DA, Gilshtein EP, Glukhova OE, Nasibulin AG. Transparent Conducting Films Based on Carbon Nanotubes: Rational Design toward the Theoretical Limit. ADVANCED SCIENCE (WEINHEIM, BADEN-WURTTEMBERG, GERMANY) 2022; 9:e2201673. [PMID: 35712777 PMCID: PMC9405519 DOI: 10.1002/advs.202201673] [Citation(s) in RCA: 14] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/29/2022] [Revised: 05/22/2022] [Indexed: 05/19/2023]
Abstract
Electrically conductive thin-film materials possessing high transparency are essential components for many optoelectronic devices. The advancement in the transparent conductor applications requires a replacement of indium tin oxide (ITO), one of the key materials in electronics. ITO and other transparent conductive metal oxides have several drawbacks, including poor flexibility, high refractive index and haze, limited chemical stability, and depleted raw material supply. Single-walled carbon nanotubes (SWCNTs) are a promising alternative for transparent conducting films (TCFs) because of their unique and excellent chemical and physical properties. Here, the latest achievements in the optoelectronic performance of TCFs based on SWCNTs are analyzed. Various approaches to evaluate the performance of transparent electrodes are briefly reviewed. A roadmap for further research and development of the transparent conductors using "rational design," which breaks the deadlock for obtaining the TCFs with a performance close to the theoretical limit, is also described.
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Affiliation(s)
- Daniil A. Ilatovskii
- Skolkovo Institute of Science and TechnologyNobel Str. 3Moscow143026Russian Federation
| | - Evgeniia P. Gilshtein
- Empa‐Swiss Federal Laboratories for Materials Science and TechnologyÜberlandstrasse 129Dübendorf8600Switzerland
| | - Olga E. Glukhova
- Saratov State UniversityAstrakhanskaya Str. 83Saratov410012Russian Federation
- I.M. Sechenov First Moscow State Medical UniversityBolshaya Pirogovskaya Str. 2–4Moscow119991Russian Federation
| | - Albert G. Nasibulin
- Skolkovo Institute of Science and TechnologyNobel Str. 3Moscow143026Russian Federation
- Aalto UniversityEspooFI‐00076Finland
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7
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Tavernaro I, Dekkers S, Soeteman-Hernández LG, Herbeck-Engel P, Noorlander C, Kraegeloh A. Safe-by-Design part II: A strategy for balancing safety and functionality in the different stages of the innovation process. NANOIMPACT 2021; 24:100354. [PMID: 35559813 DOI: 10.1016/j.impact.2021.100354] [Citation(s) in RCA: 12] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/10/2021] [Revised: 08/12/2021] [Accepted: 08/23/2021] [Indexed: 06/15/2023]
Abstract
Manufactured nanomaterials have the potential to impact an exceedingly wide number of industries and markets ranging from energy storage, electronic and optical devices, light-weight construction to innovative medical approaches for diagnostics and therapy. In order to foster the development of safer nanomaterial-containing products, two main aspects are of major interest: their functional performance as well as their safety towards human health and the environment. In this paper a first proposal for a strategy is presented to link the functionality of nanomaterials with safety aspects. This strategy first combines information on the functionality and safety early during the innovation process and onwards, and then identifies Safe-by-Design (SbD) actions that allow for optimisation of both aspects throughout the innovation process. The strategy encompasses suggestions for the type of information needed to balance functionality and safety to support decision making in the innovation process. The applicability of the strategy is illustrated using a literature-based case study on carbon nanotube-based transparent conductive films. This is a first attempt to identify information that can be used for balancing functionality and safety in a structured way during innovation processes.
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Affiliation(s)
- Isabella Tavernaro
- INM-Leibniz Institute for New Materials, Campus D2 2, 66123 Saarbrücken, Germany
| | - Susan Dekkers
- National Institute for Public Health and the Environment (RIVM), Bilthoven, the Netherlands
| | | | - Petra Herbeck-Engel
- Innovation Center INM-Leibniz Institute for New Materials, Campus D2 2, 66123 Saarbrücken, Germany
| | - Cornelle Noorlander
- National Institute for Public Health and the Environment (RIVM), Bilthoven, the Netherlands
| | - Annette Kraegeloh
- INM-Leibniz Institute for New Materials, Campus D2 2, 66123 Saarbrücken, Germany.
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Khabushev EM, Krasnikov DV, Zaremba OT, Tsapenko AP, Goldt AE, Nasibulin AG. Machine Learning for Tailoring Optoelectronic Properties of Single-Walled Carbon Nanotube Films. J Phys Chem Lett 2019; 10:6962-6966. [PMID: 31637916 DOI: 10.1021/acs.jpclett.9b02777] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 05/23/2023]
Abstract
A machine learning technique, namely, support vector regression, is implemented to enhance single-walled carbon nanotube (SWCNT) thin-film performance for transparent and conducting applications. We collected a comprehensive data set describing the influence of synthesis parameters (temperature and CO2 concentration) on the equivalent sheet resistance (at 90% transmittance in the visible light range) for SWCNT films obtained by a semi-industrial aerosol (floating-catalyst) CVD with CO as a carbon source and ferrocene as a catalyst precursor. The predictive model trained on the data set shows principal applicability of the method for refining synthesis conditions toward the advanced optoelectronic performance of multiparameter processes such as nanotube growth. Further doping of the improved carbon nanotube films with HAuCl4 results in the equivalent sheet resistance of 39 Ω/□-one of the lowest values achieved so far for SWCNT films.
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Affiliation(s)
- Eldar M Khabushev
- Skolkovo Institute of Science and Technology , Nobel street 3 , 121205 Moscow , Russian Federation
| | - Dmitry V Krasnikov
- Skolkovo Institute of Science and Technology , Nobel street 3 , 121205 Moscow , Russian Federation
| | - Orysia T Zaremba
- Skolkovo Institute of Science and Technology , Nobel street 3 , 121205 Moscow , Russian Federation
| | - Alexey P Tsapenko
- Skolkovo Institute of Science and Technology , Nobel street 3 , 121205 Moscow , Russian Federation
- Aalto University , PO. 16100 , 00076 Espoo , Finland
| | - Anastasia E Goldt
- Skolkovo Institute of Science and Technology , Nobel street 3 , 121205 Moscow , Russian Federation
| | - Albert G Nasibulin
- Skolkovo Institute of Science and Technology , Nobel street 3 , 121205 Moscow , Russian Federation
- Aalto University , PO. 16100 , 00076 Espoo , Finland
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