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Wu FC, Chen CY, Wang YW, You CB, Wang LY, Ruan J, Chou WY, Lai WC, Cheng HL. Modulating Neuromorphic Behavior of Organic Synaptic Electrolyte-Gated Transistors Through Microstructure Engineering and Potential Applications. ACS APPLIED MATERIALS & INTERFACES 2024; 16:41211-41222. [PMID: 39054697 PMCID: PMC11310909 DOI: 10.1021/acsami.4c05966] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/12/2024] [Revised: 06/03/2024] [Accepted: 07/17/2024] [Indexed: 07/27/2024]
Abstract
Organic synaptic transistors are a promising technology for advanced electronic devices with simultaneous computing and memory functions and for the application of artificial neural networks. In this study, the neuromorphic electrical characteristics of organic synaptic electrolyte-gated transistors are correlated with the microstructural and interfacial properties of the active layers. This is accomplished by utilizing a semiconducting/insulating polyblend-based pseudobilayer with embedded source and drain electrodes, referred to as PB-ESD architecture. Three variations of poly(3-hexylthiophene) (P3HT)/poly(methyl methacrylate) (PMMA) PB-ESD-based organic synaptic transistors are fabricated, each exhibiting distinct microstructures and electrical characteristics, thus serving excellent samples for exploring the critical factors influencing neuro-electrical properties. Poor microstructures of P3HT within the active layer and a flat active layer/ion-gel interface correspond to typical neuromorphic behaviors such as potentiated excitatory postsynaptic current (EPSC), paired-pulse facilitation (PPF), and short-term potentiation (STP). Conversely, superior microstructures of P3HT and a rough active layer/ion-gel interface correspond to significantly higher channel conductance and enhanced EPSC and PPF characteristics as well as long-term potentiation behavior. Such devices were further applied to the simulation of neural networks, which produced a good recognition accuracy. However, excessive PMMA penetration into the P3HT conducting channel leads to features of a depressed EPSC and paired-pulse depression, which are uncommon in organic synaptic transistors. The inclusion of a second gate electrode enables the as-prepared organic synaptic transistors to function as two-input synaptic logic gates, performing various logical operations and effectively mimicking neural modulation functions. Microstructure and interface engineering is an effective method to modulate the neuromorphic behavior of organic synaptic transistors and advance the development of bionic artificial neural networks.
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Affiliation(s)
- Fu-Chiao Wu
- Department
of Photonics, Meta-nanoPhotonics Center, National Cheng Kung University, Tainan 701, Taiwan
| | - Chun-Yu Chen
- Department
of Photonics, Meta-nanoPhotonics Center, National Cheng Kung University, Tainan 701, Taiwan
| | - Yu-Wu Wang
- Institute
of Photonics, National Changhua University
of Education, Changhua 500, Taiwan
| | - Chun-Bin You
- Department
of Photonics, Meta-nanoPhotonics Center, National Cheng Kung University, Tainan 701, Taiwan
| | - Li-Yun Wang
- Department
of Photonics, Meta-nanoPhotonics Center, National Cheng Kung University, Tainan 701, Taiwan
| | - Jrjeng Ruan
- Department
of Materials Science and Engineering, National
Cheng Kung University, Tainan 701, Taiwan
| | - Wei-Yang Chou
- Department
of Photonics, Meta-nanoPhotonics Center, National Cheng Kung University, Tainan 701, Taiwan
| | - Wei-Chih Lai
- Department
of Photonics, Meta-nanoPhotonics Center, National Cheng Kung University, Tainan 701, Taiwan
| | - Horng-Long Cheng
- Department
of Photonics, Meta-nanoPhotonics Center, National Cheng Kung University, Tainan 701, Taiwan
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2
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Reus MA, Baier T, Lindenmeir CG, Weinzierl AF, Buyan-Arivjikh A, Wegener SA, Kosbahn DP, Reb LK, Rubeck J, Schwartzkopf M, Roth SV, Müller-Buschbaum P. Modular slot-die coater for in situ grazing-incidence x-ray scattering experiments on thin films. THE REVIEW OF SCIENTIFIC INSTRUMENTS 2024; 95:043907. [PMID: 38656556 DOI: 10.1063/5.0204673] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/22/2024] [Accepted: 04/08/2024] [Indexed: 04/26/2024]
Abstract
Multimodal in situ experiments during slot-die coating of thin films pioneer the way to kinetic studies on thin-film formation. They establish a powerful tool to understand and optimize the formation and properties of thin-film devices, e.g., solar cells, sensors, or LED films. Thin-film research benefits from time-resolved grazing-incidence wide- and small-angle x-ray scattering (GIWAXS/GISAXS) with a sub-second resolution to reveal the evolution of crystal structure, texture, and morphology during the deposition process. Simultaneously investigating optical properties by in situ photoluminescence measurements complements in-depth kinetic studies focusing on a comprehensive understanding of the triangular interdependency of processing, structure, and function for a roll-to-roll compatible, scalable thin-film deposition process. Here, we introduce a modular slot-die coater specially designed for in situ GIWAXS/GISAXS measurements and applicable to various ink systems. With a design for quick assembly, the slot-die coater permits the reproducible and comparable fabrication of thin films in the lab and at the synchrotron using the very same hardware components, as demonstrated in this work by experiments performed at Deutsches Elektronen-Synchrotron (DESY). Simultaneous to GIWAXS/GISAXS, photoluminescence measurements probe optoelectronic properties in situ during thin-film formation. An environmental chamber allows to control the atmosphere inside the coater. Modular construction and lightweight design make the coater mobile, easy to transport, quickly extendable, and adaptable to new beamline environments.
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Affiliation(s)
- Manuel A Reus
- Technical University of Munich, TUM School of Natural Sciences, Department of Physics, Chair for Functional Materials, James-Franck-Str. 1, 85748 Garching, Germany
| | - Thomas Baier
- Technical University of Munich, TUM School of Natural Sciences, Department of Physics, Chair for Functional Materials, James-Franck-Str. 1, 85748 Garching, Germany
| | - Christoph G Lindenmeir
- Technical University of Munich, TUM School of Natural Sciences, Department of Physics, Chair for Functional Materials, James-Franck-Str. 1, 85748 Garching, Germany
| | - Alexander F Weinzierl
- Technical University of Munich, TUM School of Natural Sciences, Department of Physics, Chair for Functional Materials, James-Franck-Str. 1, 85748 Garching, Germany
| | - Altantulga Buyan-Arivjikh
- Technical University of Munich, TUM School of Natural Sciences, Department of Physics, Chair for Functional Materials, James-Franck-Str. 1, 85748 Garching, Germany
| | - Simon A Wegener
- Technical University of Munich, TUM School of Natural Sciences, Department of Physics, Chair for Functional Materials, James-Franck-Str. 1, 85748 Garching, Germany
| | - David P Kosbahn
- Technical University of Munich, TUM School of Natural Sciences, Department of Physics, Chair for Functional Materials, James-Franck-Str. 1, 85748 Garching, Germany
| | - Lennart K Reb
- Technical University of Munich, TUM School of Natural Sciences, Department of Physics, Chair for Functional Materials, James-Franck-Str. 1, 85748 Garching, Germany
| | - Jan Rubeck
- Deutsches Elektronen-Synchrotron DESY, Notkestraße 85, 22607 Hamburg, Germany
| | | | - Stephan V Roth
- Deutsches Elektronen-Synchrotron DESY, Notkestraße 85, 22607 Hamburg, Germany
- KTH Royal Institute of Technology, Department of Fibre and Polymer Technology, 10044 Stockholm, Sweden
| | - Peter Müller-Buschbaum
- Technical University of Munich, TUM School of Natural Sciences, Department of Physics, Chair for Functional Materials, James-Franck-Str. 1, 85748 Garching, Germany
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3
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Reus MA, Reb LK, Kosbahn DP, Roth SV, Müller-Buschbaum P. INSIGHT: in situ heuristic tool for the efficient reduction of grazing-incidence X-ray scattering data. J Appl Crystallogr 2024; 57:509-528. [PMID: 38596722 PMCID: PMC11001412 DOI: 10.1107/s1600576723011159] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/10/2023] [Accepted: 12/31/2023] [Indexed: 04/11/2024] Open
Abstract
INSIGHT is a Python-based software tool for processing and reducing 2D grazing-incidence wide- and small-angle X-ray scattering (GIWAXS/GISAXS) data. It offers the geometric transformation of the 2D GIWAXS/GISAXS detector image to reciprocal space, including vectorized and parallelized pixel-wise intensity correction calculations. An explicit focus on efficient data management and batch processing enables full control of large time-resolved synchrotron and laboratory data sets for a detailed analysis of kinetic GIWAXS/GISAXS studies of thin films. It processes data acquired with arbitrarily rotated detectors and performs vertical, horizontal, azimuthal and radial cuts in reciprocal space. It further allows crystallographic indexing and GIWAXS pattern simulation, and provides various plotting and export functionalities. Customized scripting offers a one-step solution to reduce, process, analyze and export findings of large in situ and operando data sets.
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Affiliation(s)
- Manuel A. Reus
- Chair for Functional Materials, Department of Physics, TUM School of Natural Sciences, Technical University of Munich, James-Franck-Straße 1, 85748 Garching, Germany
| | - Lennart K. Reb
- Chair for Functional Materials, Department of Physics, TUM School of Natural Sciences, Technical University of Munich, James-Franck-Straße 1, 85748 Garching, Germany
| | - David P. Kosbahn
- Chair for Functional Materials, Department of Physics, TUM School of Natural Sciences, Technical University of Munich, James-Franck-Straße 1, 85748 Garching, Germany
| | - Stephan V. Roth
- Deutsches Elektronen-Synchrotron DESY, Notkestraße 85, 22607 Hamburg, Germany
- Royal Institute of Technology (KTH), Teknikringen 56–58, 100 44 Stockholm, Sweden
| | - Peter Müller-Buschbaum
- Chair for Functional Materials, Department of Physics, TUM School of Natural Sciences, Technical University of Munich, James-Franck-Straße 1, 85748 Garching, Germany
- Heinz Maier-Leibnitz Zentrum (MLZ), Technical University of Munich, Lichtenbergstraße 1, 85748 Garching, Germany
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Lu B, Vegso K, Micky S, Ritz C, Bodik M, Fedoryshyn YM, Siffalovic P, Stemmer A. Tunable Subnanometer Gaps in Self-Assembled Monolayer Gold Nanoparticle Superlattices Enabling Strong Plasmonic Field Confinement. ACS NANO 2023. [PMID: 37354449 DOI: 10.1021/acsnano.3c03804] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/26/2023]
Abstract
Nanoparticle superlattices produced with controllable interparticle gap distances down to the subnanometer range are of superior significance for applications in electronic and plasmonic devices as well as in optical metasurfaces. In this work, a method to fabricate large-area (∼1 cm2) gold nanoparticle (GNP) superlattices with a typical size of single domains at several micrometers and high-density nanogaps of tunable distances (from 2.3 to 0.1 nm) as well as variable constituents (from organothiols to inorganic S2-) is demonstrated. Our approach is based on the combination of interfacial nanoparticle self-assembly, subphase exchange, and free-floating ligand exchange. Electrical transport measurements on our GNP superlattices reveal variations in the nanogap conductance of more than 6 orders of magnitude. Meanwhile, nanoscopic modifications in the surface potential landscape of active GNP devices have been observed following engineered nanogaps. In situ optical reflectance measurements during free-floating ligand exchange show a gradual enhancement of plasmonic capacitive coupling with a diminishing average interparticle gap distance down to 0.1 nm, as continuously red-shifted localized surface plasmon resonances with increasing intensity have been observed. Optical metasurfaces consisting of such GNP superlattices exhibit tunable effective refractive index over a broad wavelength range. Maximal real part of the effective refractive index, nmax, reaching 5.4 is obtained as a result of the extreme field confinement in the high-density subnanometer plasmonic gaps.
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Affiliation(s)
- Bin Lu
- Nanotechnology Group, ETH Zürich, Säumerstasse 4, CH-8803 Rüschlikon, Switzerland
| | - Karol Vegso
- Institute of Physics SAS, Dubravska cesta 9, 84511 Bratislava, Slovakia
| | - Simon Micky
- Institute of Physics SAS, Dubravska cesta 9, 84511 Bratislava, Slovakia
| | - Christian Ritz
- Nanotechnology Group, ETH Zürich, Säumerstasse 4, CH-8803 Rüschlikon, Switzerland
| | - Michal Bodik
- Nanotechnology Group, ETH Zürich, Säumerstasse 4, CH-8803 Rüschlikon, Switzerland
| | | | - Peter Siffalovic
- Institute of Physics SAS, Dubravska cesta 9, 84511 Bratislava, Slovakia
| | - Andreas Stemmer
- Nanotechnology Group, ETH Zürich, Säumerstasse 4, CH-8803 Rüschlikon, Switzerland
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Ronsin OJJ, Harting J. Formation of Crystalline Bulk Heterojunctions in Organic Solar Cells: Insights from Phase-Field Simulations. ACS APPLIED MATERIALS & INTERFACES 2022; 14:49785-49800. [PMID: 36282868 DOI: 10.1021/acsami.2c14319] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/16/2023]
Abstract
The performance of organic solar cells strongly depends on the bulk-heterojunction (BHJ) morphology of the photoactive layer. This BHJ forms during the drying of the wet-deposited solution, because of physical processes such as crystallization and/or liquid-liquid phase separation (LLPS). However, the process-structure relationship remains insufficiently understood. In this work, a recently developed, coupled phase-field-fluid mechanics framework is used to simulate the BHJ formation upon drying. For the first time, this allows to investigate the interplay between all the relevant physical processes (evaporation, crystal nucleation and growth, liquid demixing, composition-dependent kinetic properties), within a single coherent theoretical framework. Simulations for the model system P3HT-PCBM are presented. The comparison with previously reported in situ characterization of the drying structure is very convincing: The morphology formation pathways, crystallization kinetics, and final morphology are in line with experimental results. The final BHJ morphology is a subtle mixture of pure crystalline donor and acceptor phases, pure and mixed amorphous domains, which depends on the process parameters and material properties. The expected benefit of such an approach is to identify physical design rules for ink formulation and processing conditions to optimize the cell's performance. It could be applied to recent organic material systems in the future.
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Affiliation(s)
- Olivier J J Ronsin
- Helmholtz Institute Erlangen-Nürnberg for Renewable Energy, Forschungszentrum Jülich, Fürther Straße 248, 90429Nürnberg, Germany
- Department of Chemical and Biological Engineering, Friedrich-Alexander-Universität Erlangen-Nürnberg, Fürther Straße 248, 90429Nürnberg, Germany
| | - Jens Harting
- Helmholtz Institute Erlangen-Nürnberg for Renewable Energy, Forschungszentrum Jülich, Fürther Straße 248, 90429Nürnberg, Germany
- Department of Chemical and Biological Engineering, Friedrich-Alexander-Universität Erlangen-Nürnberg, Fürther Straße 248, 90429Nürnberg, Germany
- Department of Physics, Friedrich-Alexander-Universität Erlangen-Nürnberg, Fürther Straße 248, 90429Nürnberg, Germany
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6
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Kumar M, Kumar S, Velaga S, Mishra K, Singh A. Freezing of rotation of P3HT crystallites by PCBM molecules during thermal relaxation of the blend thin films. MACROMOL CHEM PHYS 2022. [DOI: 10.1002/macp.202200198] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/10/2022]
Affiliation(s)
- Manoj Kumar
- Department of Physics Himachal Pradesh University Summer Hill Shimla 171005 India
| | - Sunil Kumar
- Department of Physics Himachal Pradesh University Summer Hill Shimla 171005 India
| | - Srihari Velaga
- High Pressure and Synchrotron Radiation Physics Division Bhabha Atomic Research Centre Mumbai 400085 India
| | - Kuldeep Mishra
- Department of Physics and Materials Science Jaypee University Anoopshahr Bulandshahr 203390 India
| | - Amarjeet Singh
- Department of Physics Himachal Pradesh University Summer Hill Shimla 171005 India
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7
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Ronsin OJJ, Harting J. Phase‐Field Simulations of the Morphology Formation in Evaporating Crystalline Multicomponent Films. ADVANCED THEORY AND SIMULATIONS 2022. [DOI: 10.1002/adts.202200286] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
Affiliation(s)
- Olivier J. J. Ronsin
- Helmholtz Institute Erlangen‐Nürnberg for Renewable Energy Forschungszentrum Jülich Fürther Straße 248 90429 Nürnberg Germany
- Department of Chemical and Biological Engineering Friedrich‐Alexander‐Universität Erlangen‐Nürnberg Fürther Straße 248 90429 Nürnberg Germany
| | - Jens Harting
- Helmholtz Institute Erlangen‐Nürnberg for Renewable Energy Forschungszentrum Jülich Fürther Straße 248 90429 Nürnberg Germany
- Department of Chemical and Biological Engineering Friedrich‐Alexander‐Universität Erlangen‐Nürnberg Fürther Straße 248 90429 Nürnberg Germany
- Department of Physics Friedrich‐Alexander‐Universität Erlangen‐Nürnberg Fürther Straße 248 90429 Nürnberg Germany
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Qin M, Chan PF, Lu X. A Systematic Review of Metal Halide Perovskite Crystallization and Film Formation Mechanism Unveiled by In Situ GIWAXS. ADVANCED MATERIALS (DEERFIELD BEACH, FLA.) 2021; 33:e2105290. [PMID: 34605066 DOI: 10.1002/adma.202105290] [Citation(s) in RCA: 81] [Impact Index Per Article: 20.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/09/2021] [Indexed: 06/13/2023]
Abstract
Metal halide perovskites are of fundamental interest in the research of modern thin-film optoelectronic devices, owing to their widely tunable optoelectronic properties and solution processability. To obtain high-quality perovskite films and ultimately high-performance perovskite devices, it is crucial to understand the film formation mechanisms, which, however, remains a great challenge, due to the complexity of perovskite composition, dimensionality, and processing conditions. Nevertheless, the state-of-the-art in situ grazing-incidence wide-angle X-ray scattering (GIWAXS) technique enables one to bridge the complex information with device performance by revealing the crystallization pathways during the perovskite film formation process. In this review, the authors illustrate how to obtain and understand in situ GIWAXS data, summarize and assess recent results of in situ GIWAXS studies on versatile perovskite photovoltaic systems, aiming at elucidating the distinct features and common ground of film formation mechanisms, and shedding light on future opportunities of employing in situ GIWAXS to study the fundamental working mechanisms of highly efficient and stable perovskite solar cells toward mass production.
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Affiliation(s)
- Minchao Qin
- Department of Physics, The Chinese University of Hong Kong, Shatin, 999077, Hong Kong
| | - Pok Fung Chan
- Department of Physics, The Chinese University of Hong Kong, Shatin, 999077, Hong Kong
| | - Xinhui Lu
- Department of Physics, The Chinese University of Hong Kong, Shatin, 999077, Hong Kong
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