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Paysen E, Capellini G, Talamas Simola E, Di Gaspare L, De Seta M, Virgilio M, Trampert A. Three-Dimensional Reconstruction of Interface Roughness and Alloy Disorder in Ge/GeSi Asymmetric Coupled Quantum Wells Using Electron Tomography. ACS APPLIED MATERIALS & INTERFACES 2024; 16:4189-4198. [PMID: 38190284 DOI: 10.1021/acsami.3c15546] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/10/2024]
Abstract
Interfaces play an essential role in the performance of ever-shrinking semiconductor devices, making comprehensive determination of their three-dimensional (3D) structural properties increasingly important. This becomes even more relevant in compositional interfaces, as is the case for Ge/GeSi heterostructures, where chemical intermixing is pronounced in addition to their morphology. We use the electron tomography method to reconstruct buried interfaces and layers of asymmetric coupled Ge/Ge0.8Si0.2 multiquantum wells, which are considered a potential building block in THz quantum cascade lasers. The three-dimensional reconstruction is based on a series of high-angle annular dark-field scanning transmission electron microscopy images. It allows chemically sensitive investigation of a relatively large interfacial area of about (80 × 80) nm2 with subnanometer resolution as well as the analysis of several interfaces within the multiquantum well stack. Representing the interfaces as iso-concentration surfaces in the tomogram and converting them to topographic height maps allows the determination of their morphological roughness as well as layer thicknesses, reflecting low variations in either case. Simulation of the reconstructed tomogram intensities using a sigmoidal function provides in-plane-resolved maps of the chemical interface widths showing a relatively large spatial variation. The more detailed analysis of the intermixed region using thin slices from the reconstruction and additional iso-concentration surfaces provides an accurate picture of the chemical disorder of the alloy at the interface. Our comprehensive three-dimensional image of Ge/Ge0.8Si0.2 interfaces reveals that in the case of morphologically very smooth interfaces─depending on the scale considered─the interface alloy disorder itself determines the overall characteristics, a result that is fundamental for highly miscible material systems.
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Affiliation(s)
- Ekaterina Paysen
- Paul-Drude-Institut für Festkörperelektronik, Leibniz-Institut im Forschungsverbund Berlin e.V., 10117 Berlin, Germany
| | - Giovanni Capellini
- Dipartimento di Scienze, Università degli Studi Roma Tre, 00146 Roma, Italy
- IHP─Leibniz-Institut für innovative Mikroelektronik, 15236 Frankfurt (Oder), Germany
| | | | - Luciana Di Gaspare
- Dipartimento di Scienze, Università degli Studi Roma Tre, 00146 Roma, Italy
| | - Monica De Seta
- Dipartimento di Scienze, Università degli Studi Roma Tre, 00146 Roma, Italy
| | - Michele Virgilio
- Dipartimento di Fisica "Enrico Fermi", Università di Pisa, I-56127 Pisa, Italy
| | - Achim Trampert
- Paul-Drude-Institut für Festkörperelektronik, Leibniz-Institut im Forschungsverbund Berlin e.V., 10117 Berlin, Germany
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Singh K, Paliwal N, Kasamias K. Surface roughness characterization using representative elementary area (REA) analysis. Sci Rep 2024; 14:1785. [PMID: 38245565 PMCID: PMC10799896 DOI: 10.1038/s41598-024-52329-4] [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: 11/06/2023] [Accepted: 01/17/2024] [Indexed: 01/22/2024] Open
Abstract
We proposed the Representative Elementary Area (REA) analysis method and illustrated how it is needed to evaluate representative roughness parameters of surfaces. We used mean height (Sa) roughness to study how its variations converge to a steady state as we expanded the area of investigation (AOI) using combined scan tiles obtained through Confocal Laser Scanning Microscopy. We tested quartz and glass surfaces, subjecting them to various levels of polishing with grit sizes ranging between # 60 and #1200. The scan tiles revealed a multiscale roughness texture characterized by the dominance of valleys over peaks, lacking a fractal nature. REA analysis revealed Sa variations converged to a steady state as AOI increased, highlighting the necessity of the proposed method. The steady-state Sa, denoted as [Formula: see text], followed an inverse power law with polishing grit size, with its exponent dependent on the material hardness. The REA length representing [Formula: see text] of glass surfaces, followed another inverse power law with polishing grit size and an indeterminate relationship for quartz surfaces. The multiscale characteristics and convergence to steady state were also evident in skewness, kurtosis, and autocorrelation length (Sal) parameters. Sal increased to a maximum value before decreasing linearly as AOI was linearly increased. The maximum Sal, termed as [Formula: see text], exhibited a linear relationship with REA. In the absence of REA analysis, the magnitude of uncertainty depended on the polishing grit size. Finely polished surfaces exhibited a 10-20% variability, which increased to up to 70% relative to the steady-state Sa with coarser polishing.
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Affiliation(s)
- Kuldeep Singh
- Department of Earth Sciences, Kent State University, 325 S. Lincoln St., Kent, OH, 44242, USA.
| | - Nitin Paliwal
- Department of Earth Sciences, Kent State University, 325 S. Lincoln St., Kent, OH, 44242, USA
| | - Konstantinos Kasamias
- Department of Earth Sciences, Kent State University, 325 S. Lincoln St., Kent, OH, 44242, USA
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Valtr M, Klapetek P, Martinek J, Novotný O, Jelínek Z, Hortvík V, Nečas D. Scanning Probe Microscopy controller with advanced sampling support. HARDWAREX 2023; 15:e00451. [PMID: 37497345 PMCID: PMC10366577 DOI: 10.1016/j.ohx.2023.e00451] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Indexed: 07/28/2023]
Abstract
A low-cost Digital Signal Processor (DSP) unit for advanced Scanning Probe Microscopy measurements is presented. It is based on Red Pitaya board and custom built electronic boards with additional high bit depth AD and DA converters. By providing all the necessary information (position and time) with each data point collected it can be used for any scan path, using either existing libraries for scan path generation or creating adaptive scan paths using Lua scripting interface. The DSP is also capable of performing statistical calculations, that can be used for decision making during scan or for the scan path optimisation on the DSP level.
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Affiliation(s)
- Miroslav Valtr
- Czech Metrology Institute, Okružní 31, 638 00 Brno, Czech Republic
- CEITEC, Brno University of Technology, Purkyňova 123, 612 00 Brno, Czech Republic
| | - Petr Klapetek
- Czech Metrology Institute, Okružní 31, 638 00 Brno, Czech Republic
- CEITEC, Brno University of Technology, Purkyňova 123, 612 00 Brno, Czech Republic
| | - Jan Martinek
- Czech Metrology Institute, Okružní 31, 638 00 Brno, Czech Republic
| | | | | | - Václav Hortvík
- Czech Metrology Institute, Okružní 31, 638 00 Brno, Czech Republic
| | - David Nečas
- CEITEC, Brno University of Technology, Purkyňova 123, 612 00 Brno, Czech Republic
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Gorbachev I, Smirnov A, Ivanov GR, Venelinov T, Amova A, Datsuk E, Anisimkin V, Kuznetsova I, Kolesov V. Langmuir-Blodgett Films with Immobilized Glucose Oxidase Enzyme Molecules for Acoustic Glucose Sensor Application. SENSORS (BASEL, SWITZERLAND) 2023; 23:5290. [PMID: 37300021 PMCID: PMC10256062 DOI: 10.3390/s23115290] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/19/2023] [Revised: 05/26/2023] [Accepted: 05/30/2023] [Indexed: 06/12/2023]
Abstract
In this work, a sensitive coating based on Langmuir-Blodgett (LB) films containing monolayers of 1,2-dipalmitoyl-sn-glycero-3-phosphoethanolamine (DPPE) with an immobilized glucose oxidase (GOx) enzyme was created. The immobilization of the enzyme in the LB film occurred during the formation of the monolayer. The effect of the immobilization of GOx enzyme molecules on the surface properties of a Langmuir DPPE monolayer was investigated. The sensory properties of the resulting LB DPPE film with an immobilized GOx enzyme in a glucose solution of various concentrations were studied. It has shown that the immobilization of GOx enzyme molecules into the LB DPPE film leads to a rising LB film conductivity with an increasing glucose concentration. Such an effect made it possible to conclude that acoustic methods can be used to determine the concentration of glucose molecules in an aqueous solution. It was found that for an aqueous glucose solution in the concentration range from 0 to 0.8 mg/mL the phase response of the acoustic mode at a frequency of 42.7 MHz has a linear form, and its maximum change is 55°. The maximum change in the insertion loss for this mode was 18 dB for a glucose concentration in the working solution of 0.4 mg/mL. The range of glucose concentrations measured using this method, from 0 to 0.9 mg/mL, corresponds to the corresponding range in the blood. The possibility of changing the conductivity range of a glucose solution depending on the concentration of the GOx enzyme in the LB film will make it possible to develop glucose sensors for higher concentrations. Such technological sensors would be in demand in the food and pharmaceutical industries. The developed technology can become the basis for creating a new generation of acoustoelectronic biosensors in the case of using other enzymatic reactions.
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Affiliation(s)
- Ilya Gorbachev
- Kotelnikov Institute of Radio Engineering and Electronics of RAS, 125009 Moscow, Russia; (I.G.); (A.S.); (E.D.); (V.A.); (V.K.)
| | - Andrey Smirnov
- Kotelnikov Institute of Radio Engineering and Electronics of RAS, 125009 Moscow, Russia; (I.G.); (A.S.); (E.D.); (V.A.); (V.K.)
| | - George R. Ivanov
- University Laboratory “Nanoscience and Nanotechnology”, University of Architecture, Civil Engineering and Geodesy, 1164 Sofia, Bulgaria; (G.R.I.); (T.V.); (A.A.)
| | - Tony Venelinov
- University Laboratory “Nanoscience and Nanotechnology”, University of Architecture, Civil Engineering and Geodesy, 1164 Sofia, Bulgaria; (G.R.I.); (T.V.); (A.A.)
| | - Anna Amova
- University Laboratory “Nanoscience and Nanotechnology”, University of Architecture, Civil Engineering and Geodesy, 1164 Sofia, Bulgaria; (G.R.I.); (T.V.); (A.A.)
| | - Elizaveta Datsuk
- Kotelnikov Institute of Radio Engineering and Electronics of RAS, 125009 Moscow, Russia; (I.G.); (A.S.); (E.D.); (V.A.); (V.K.)
| | - Vladimir Anisimkin
- Kotelnikov Institute of Radio Engineering and Electronics of RAS, 125009 Moscow, Russia; (I.G.); (A.S.); (E.D.); (V.A.); (V.K.)
| | - Iren Kuznetsova
- Kotelnikov Institute of Radio Engineering and Electronics of RAS, 125009 Moscow, Russia; (I.G.); (A.S.); (E.D.); (V.A.); (V.K.)
| | - Vladimir Kolesov
- Kotelnikov Institute of Radio Engineering and Electronics of RAS, 125009 Moscow, Russia; (I.G.); (A.S.); (E.D.); (V.A.); (V.K.)
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Gao C, Lai Y, Cheng L, Cheng Y, Miao A, Chen J, Yang R, Xiong F. PIP2 Alteration Caused by Elastic Modulus and Tropism of Electrospun Scaffolds Facilitates Altered BMSCs Proliferation and Differentiation. ADVANCED MATERIALS (DEERFIELD BEACH, FLA.) 2023; 35:e2212272. [PMID: 36866457 DOI: 10.1002/adma.202212272] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/30/2022] [Revised: 02/18/2023] [Indexed: 05/05/2023]
Abstract
Aligned submicron fibers have played an essential role in inducing stem cell proliferation and differentiation. In this study, it is aimed to identify the differential causes of stem cell proliferation and differentiation between bone marrow mesenchymal stem cells (BMSCs) on aligned-random fibers with different elastic modulus, and to change the differential levels through a regulatory mechanism mediated by B-cell lymphoma 6 protein(BCL-6) and miRNA-126-5p(miR-126-5p). The results showed that phosphatidylinositol(4,5)bisphosphate alterations are found in the aligned fibers compared with the random fibers, which has a regular and oriented structure, excellent cytocompatibility, regular cytoskeleton, and high differentiation potential. The same trend is actual for the aligned fibers with a lower elastic modulus. The level of proliferative differentiation genes in cells is altered by BCL-6 and miR-126-5p mediated regulatory mechanisms to make the cell distribution nearly consistent with the cell state on low elastic modulus aligned fibers. This work demonstrates the reason for the difference of cells between the two kinds of fibers and on fibers with different elastic modulus. These findings provide more insights for understanding the gene-level regulation of cell growth in tissue engineering.
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Affiliation(s)
- Chen Gao
- State Key Laboratory of Bioelectronics, Jiangsu Key Laboratory for Biomaterials and Devices, School of Biological Science and Medical Engineering, Southeast University, Nanjing, Jiangsu, 210096, China
| | - Yulin Lai
- Key Lab of Oral Diseases Research of Anhui Province, College and Hospital of Stomatology, Anhui Medical University, Hefei, Anhui, 230022, China
- School of Biomedical Engineering, Anhui Medical University, Hefei, 230032, China
| | - Liang Cheng
- Key Lab of Oral Diseases Research of Anhui Province, College and Hospital of Stomatology, Anhui Medical University, Hefei, Anhui, 230022, China
- School of Biomedical Engineering, Anhui Medical University, Hefei, 230032, China
| | - Yifan Cheng
- Key Lab of Oral Diseases Research of Anhui Province, College and Hospital of Stomatology, Anhui Medical University, Hefei, Anhui, 230022, China
- School of Biomedical Engineering, Anhui Medical University, Hefei, 230032, China
| | - Anqi Miao
- Key Lab of Oral Diseases Research of Anhui Province, College and Hospital of Stomatology, Anhui Medical University, Hefei, Anhui, 230022, China
- School of Biomedical Engineering, Anhui Medical University, Hefei, 230032, China
| | - Jialong Chen
- School of Biomedical Engineering, Anhui Medical University, Hefei, 230032, China
| | - Runhuai Yang
- Key Lab of Oral Diseases Research of Anhui Province, College and Hospital of Stomatology, Anhui Medical University, Hefei, Anhui, 230022, China
- School of Biomedical Engineering, Anhui Medical University, Hefei, 230032, China
| | - Fei Xiong
- State Key Laboratory of Bioelectronics, Jiangsu Key Laboratory for Biomaterials and Devices, School of Biological Science and Medical Engineering, Southeast University, Nanjing, Jiangsu, 210096, China
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Sub-resolution contrast in neutral helium microscopy through facet scattering for quantitative imaging of nanoscale topographies on macroscopic surfaces. Nat Commun 2023; 14:904. [PMID: 36801860 PMCID: PMC9938237 DOI: 10.1038/s41467-023-36578-x] [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: 01/20/2022] [Accepted: 02/07/2023] [Indexed: 02/19/2023] Open
Abstract
Nanoscale thin film coatings and surface treatments are ubiquitous across industry, science, and engineering; imbuing specific functional or mechanical properties (such as corrosion resistance, lubricity, catalytic activity and electronic behaviour). Non-destructive nanoscale imaging of thin film coatings across large (ca. centimetre) lateral length scales, crucial to a wide range of modern industry, remains a significant technical challenge. By harnessing the unique nature of the helium atom-surface interaction, neutral helium microscopy images these surfaces without altering the sample under investigation. Since the helium atom scatters exclusively from the outermost electronic corrugation of the sample, the technique is completely surface sensitive. Furthermore, with a cross-section that is orders of magnitude larger than that of electrons, neutrons and photons, the probe particle routinely interacts with features down to the scale of surface defects and small adsorbates (including hydrogen). Here, we highlight the capacity of neutral helium microscopy for sub-resolution contrast using an advanced facet scattering model based on nanoscale features. By replicating the observed scattered helium intensities, we demonstrate that sub-resolution contrast arises from the unique surface scattering of the incident probe. Consequently, it is now possible to extract quantitative information from the helium atom image, including localised ångström-scale variations in topography.
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Gorbachev I, Smirnov A, Ivanov G, Avramov I, Datsuk E, Venelinov T, Bogdanova E, Anisimkin V, Kolesov V, Kuznetsova I. Langmuir-Blodgett Films of Arachidic and Stearic Acids as Sensitive Coatings for Chloroform HF SAW Sensors. SENSORS (BASEL, SWITZERLAND) 2022; 23:s23010100. [PMID: 36616699 PMCID: PMC9824238 DOI: 10.3390/s23010100] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/23/2022] [Revised: 12/17/2022] [Accepted: 12/20/2022] [Indexed: 06/12/2023]
Abstract
Properties of the Langmuir-Blodgett (LB) films of arachidic and stearic acids, versus the amount of the films' monolayers were studied and applied for chloroform vapor detection with acoustoelectric high-frequency SAW sensors, based on an AT quartz two-port Rayleigh type SAW resonator (414 MHz) and ST-X quartz SAW delay line (157.5 MHz). Using both devices, it was confirmed that the film with 17 monolayers of stearic acid deposited on the surface of the SAW delay line at a surface pressure of 30 mN/m in the solid phase has the best sensitivity towards chloroform vapors, compared with the same films with other numbers of monolayers. For the SAW resonator sensing using slightly longer arachidic acid molecules, the optimum performance was reached with 17 LB film layers due to a sharper decrease in the Q-factor with mass loading. To understand the background of the result, Atomic Force Microscopy (AFM) in intermittent contact mode was used to study the morphology of the films, depending on the number of monolayers. The presence of the advanced morphology of the film surface with a maximal average roughness (9.3 nm) and surface area (29.7 µm2) was found only for 17-monolayer film. The effects of the chloroform vapors on the amplitude and the phase of the acoustic signal for both SAW devices at 20 °C were measured and compared with those for toluene and ethanol vapors; the largest responses were detected for chloroform vapor. For the film with an optimal number of monolayers, the largest amplitude response was measured for the resonator-based device. Conversely, the largest change in the acoustic phase produced by chloroform adsorption was measured for delay-line configuration. Finally, it was established that the gas responses for both devices coated with the LB films are completely restored 60 s after chamber cleaning with dry air.
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Affiliation(s)
- Ilya Gorbachev
- Kotelnikov Institute of Radio Engineering and Electronics of RAS, 125009 Moscow, Russia
| | - Andrey Smirnov
- Kotelnikov Institute of Radio Engineering and Electronics of RAS, 125009 Moscow, Russia
| | - George Ivanov
- University Laboratory “Nanoscience and Nanotechnology”, University of Architecture, Civil Engineering and Geodesy, 1164 Sofia, Bulgaria
| | - Ivan Avramov
- G. Nadjakov Institute of Solid State Physics, Bulgarian Academy of Sciences, 1784 Sofia, Bulgaria
| | - Elizaveta Datsuk
- Kotelnikov Institute of Radio Engineering and Electronics of RAS, 125009 Moscow, Russia
| | - Tony Venelinov
- University Laboratory “Nanoscience and Nanotechnology”, University of Architecture, Civil Engineering and Geodesy, 1164 Sofia, Bulgaria
| | - Evgenija Bogdanova
- University Laboratory “Nanoscience and Nanotechnology”, University of Architecture, Civil Engineering and Geodesy, 1164 Sofia, Bulgaria
| | - Vladimir Anisimkin
- Kotelnikov Institute of Radio Engineering and Electronics of RAS, 125009 Moscow, Russia
| | - Vladimir Kolesov
- Kotelnikov Institute of Radio Engineering and Electronics of RAS, 125009 Moscow, Russia
| | - Iren Kuznetsova
- Kotelnikov Institute of Radio Engineering and Electronics of RAS, 125009 Moscow, Russia
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Adstedt K, Stojcevski F, Newman B, Hayne DJ, Henderson LC, Mollenhauer D, Nepal D, Tsukruk V. Carbon Fiber Surface Functional Landscapes: Nanoscale Topography and Property Distribution. ACS APPLIED MATERIALS & INTERFACES 2022; 14:4699-4713. [PMID: 35015495 DOI: 10.1021/acsami.1c20686] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/14/2023]
Abstract
The ultimate properties of carbon fibers and their composites are largely dictated by the surface topography of the fibers and the interface characteristics, which are primarily influenced by the surface distribution of chemical functionalities and their interactions with the matrix resin. Nevertheless, nanoscale insights on the carbon fiber surface in relationship with its chemical modification are still rarely addressed. Here, we demonstrate a critical insight on the nanoscale surface topography characterization of modified novel carbon fibers using high-resolution atomic force microscopy at multiple length scales. We compare the nanoscale surface characteristics relevant to their role in controlling interfacial interactions for carbon fibers manufactured at two different tensions and two distinct chemically functionalized coatings. We used surface dimple (also known as nanopores) profiling, microroughness analysis, power spectral density analysis, and adhesion and electrostatic potential mapping to reveal the fine details of surface characteristics at different length scales. This analysis demonstrates that the carbon fibers processed at lower tension possess a higher fractal dimension with a more corrugated surface and higher surface roughness, which leads to increased surface adhesion and energy dissipation across nano- and microscales. Furthermore, electrochemical surface modification with amine- and fluoro-functional groups significantly masks the microroughness inherent to these fibers. This results in increased fractal dimension and decreased energy dissipation and adhesion due to the high chemical reactivity in the areas of asperities and surface defects combined with a significant increase in the surface potential, as revealed by Kelvin probe mapping. These local surface properties of carbon fibers are crucial for designing next-generation fiber composites with predictable interfacial strength and the overall mechanical performance by considering the fiber surface topography for proper control of interphase formation.
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Affiliation(s)
- Katarina Adstedt
- School of Materials Science and Engineering, Georgia Institute of Technology, Atlanta, Georgia 30332, United States
| | - Filip Stojcevski
- Institute for Frontier Materials, Deakin University, Geelong, Victoria 3216, Australia
| | - Ben Newman
- Institute for Frontier Materials, Deakin University, Geelong, Victoria 3216, Australia
| | - David J Hayne
- Institute for Frontier Materials, Deakin University, Geelong, Victoria 3216, Australia
| | - Luke C Henderson
- Institute for Frontier Materials, Deakin University, Geelong, Victoria 3216, Australia
| | - David Mollenhauer
- Materials and Manufacturing Directorate, Air Force Research Laboratory, Wright-Patterson Air Force Base, Dayton, Ohio 45433, United States
| | - Dhriti Nepal
- Materials and Manufacturing Directorate, Air Force Research Laboratory, Wright-Patterson Air Force Base, Dayton, Ohio 45433, United States
| | - Vladimir Tsukruk
- School of Materials Science and Engineering, Georgia Institute of Technology, Atlanta, Georgia 30332, United States
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Synthetic Data in Quantitative Scanning Probe Microscopy. NANOMATERIALS 2021; 11:nano11071746. [PMID: 34361132 PMCID: PMC8308173 DOI: 10.3390/nano11071746] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 05/06/2021] [Revised: 06/28/2021] [Accepted: 06/29/2021] [Indexed: 12/28/2022]
Abstract
Synthetic data are of increasing importance in nanometrology. They can be used for development of data processing methods, analysis of uncertainties and estimation of various measurement artefacts. In this paper we review methods used for their generation and the applications of synthetic data in scanning probe microscopy, focusing on their principles, performance, and applicability. We illustrate the benefits of using synthetic data on different tasks related to development of better scanning approaches and related to estimation of reliability of data processing methods. We demonstrate how the synthetic data can be used to analyse systematic errors that are common to scanning probe microscopy methods, either related to the measurement principle or to the typical data processing paths.
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