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Publications (10 of 14) Show all publications
Lombardo, S., Khalili, H., Yu, S., Mukherjee, S., Nygård, K., Bacsik, Z. & Mathew, A. (2025). In Situ Formation of Zeolitic Imidazolate Frameworks on Nanocellulose Revealed by Time-Resolved Synchrotron Small-Angle and Wide-Angle X-ray Scattering. ACS Applied Materials and Interfaces, 17(34), 48976-48988
Open this publication in new window or tab >>In Situ Formation of Zeolitic Imidazolate Frameworks on Nanocellulose Revealed by Time-Resolved Synchrotron Small-Angle and Wide-Angle X-ray Scattering
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2025 (English)In: ACS Applied Materials and Interfaces, ISSN 1944-8244, E-ISSN 1944-8252, Vol. 17, no 34, p. 48976-48988Article in journal (Refereed) Published
Abstract [en]

Metal–organic frameworks such as ZIF-8, grown in situ on nanocellulose (NC), have gained significant attention in recent years due to the versatility of the processing route and multifaceted application in the field of environmental remediation and biomedical applications. However, insights into the interactions between NC and MOF precursors and MOF structure evolution during in situ synthesis are limited or nonexistent. We report the kinetics of ZIF-8 formation on a nanocellulose (NC) aqueous suspension and in water at room temperature, monitored in real time after the addition of ZIF-8 precursors. This is the first study revealing the mechanism of ZIF-8 formation in the presence of nanocellulose. A combination of synchrotron-based small-angle (SAXS) and wide-angle X-ray scattering (WAXS) enabled us to compare the time evolution of the radius of gyration obtained from SAXS and the extent of crystallization determined by WAXS. Based on the SAXS data, we propose a new model that accounts for the initial rapid formation of primary particles, which subsequently evolve into medium-range structures before growing into the final product. Scanning electron microscopy images supported this mechanism, showing smaller particles at the beginning of the reaction and confirmed interparticle interactions, showing nanocellulose particles decorating the surface of the final ZIF-8 crystals. We demonstrate that the concentration of the starting metal salt significantly influences the kinetics of the reaction but has little effect on the ZIF-8 particle size. In contrast, increasing the NC concentration led to a reduction in the final ZIF-8 particle size, while having a negligible impact on the reaction rate and affording a minor decrease in surface area and micropore volume. We show that at the lower NC concentration that was studied the ZIF-8 particles were covered by NC, and no reduction in porosity was observed. Moreover, the kinetics of formation was shown to be independent of the NC functional group and morphology under the conditions used in this study.

Place, publisher, year, edition, pages
American Chemical Society, 2025
Keywords
CelloZif-8, kinetics of particle growth, mechanism of formation, nanocellulose, X-ray scattering, ZIF-8, Association reactions, Growth kinetics, In situ processing, Kinetics, Medical applications, Organometallics, Particle size, Reaction rates, Scanning electron microscopy, Surface reactions, Synchrotrons, In-situ formations, Kinetic of particle growth, Nano-cellulose, Particle growth, Particles sizes, Wide angle X-ray scattering, X -ray scattering, X ray scattering, metal organic framework, sodium chloride, article, controlled study, crystallization, ecosystem restoration, porosity, radiation scattering, room temperature, surface area, suspension, synchrotron, synthesis, water
National Category
Materials Chemistry Inorganic Chemistry Metallurgy and Metallic Materials
Identifiers
urn:nbn:se:ri:diva-79406 (URN)10.1021/acsami.5c10734 (DOI)2-s2.0-105014438988 (Scopus ID)
Note

Article; Granskad

Available from: 2025-12-01 Created: 2025-12-01 Last updated: 2025-12-01Bibliographically approved
Yu, S., Spartacus, G., Silva, M. d., Nilsson Pingel, T., Åberg, L. M., Spolander, E., . . . Stormvinter, A. (2025). Micro-focused X-ray diffraction imaging analysis of Fe nitrides and carbides in the compound layer of nitrocarburized and gas nitrided steel surfaces. Materials Today Communications, 47, Article ID 112950.
Open this publication in new window or tab >>Micro-focused X-ray diffraction imaging analysis of Fe nitrides and carbides in the compound layer of nitrocarburized and gas nitrided steel surfaces
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2025 (English)In: Materials Today Communications, ISSN 2352-4928, Vol. 47, article id 112950Article in journal (Refereed) Published
Abstract [en]

Thermochemical treatments like nitrocarburizing and gas nitriding form hardened surface layers of iron nitrides and carbides, improving wear, fatigue, and corrosion resistance in loaded components made of steel. This study employs micro-focused X-ray diffraction (µXRD) imaging at a synchrotron facility to characterize the microstructure of nitrocarburized and gas-nitrided steel surfaces in three steel grades (46MnVS3, 34CrNiMo6, 16CrMnNiMo9–5–2). Through line profile analysis with fine-step mesh grid scanning, we spatially resolve phase distributions and elastic strains in the compound layer. The ε-phase exhibits isotropic residual strain, transitioning from expansion to compression with depth, while the γ’-phase displays anisotropic strain, expanding perpendicular to the surface and compressing parallel to it. These findings highlight µXRD’s potential for detailed structural analysis, enabling optimization of surface hardening processes.

Place, publisher, year, edition, pages
Elsevier, 2025
Keywords
Synchrotron radiation, X-ray diffraction, Coatings, Steel, Thermal treatment
National Category
Materials Engineering
Identifiers
urn:nbn:se:ri:diva-78790 (URN)10.1016/j.mtcomm.2025.112950 (DOI)
Available from: 2025-09-09 Created: 2025-09-09 Last updated: 2025-09-23Bibliographically approved
Wojtasz, J., Bengtsson, J., Ulmefors, H., Bernin, D., Östlund, Å. & Yu, S. (2024). In-situ X-ray analysis of cold alkali dissolution of cellulose pulps of various origin. Cellulose
Open this publication in new window or tab >>In-situ X-ray analysis of cold alkali dissolution of cellulose pulps of various origin
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2024 (English)In: Cellulose, ISSN 0969-0239, E-ISSN 1572-882XArticle in journal (Refereed) Epub ahead of print
Abstract [en]

This article elucidates the dissolution of cellulose from different raw materials in NaOH aqueous solution via the combination of synchrotron-radiation-based SAXS/WAXS characterization. The X-ray measurements probed the mesostructure of the cellulose samples during the freeze-thawing cycle allowing tracking the initial swelling of the structure, the kinetics of disintegration of the cellulose crystallites as well as controlling the final state of the cellulose solution, i.e. presence or absence of cellulose aggregates. The individual SAXS and WAXS measurements were fitted and modelled to enable visualisation and tracking of the changes in the structure in relation to temperature during cooling and warming phases. To further increase the understanding of the parameters affecting dissolution different cellulose samples and solution compositions were considered. For this purpose the effect of increasing the concentration of NaOH and adding Zn2+ has been carefully investigated as well as the importance of the cellulose origin. We found consistent development that the dissolution occurs faster at higher concentrations of NaOH and with Zn2+ regardless the origin. Nevertheless, SAXS data show that materials with a larger amount of cellulose I show more apparent swelling in mesoscopic structure than bleached agricultural containing cellulose II. Despite few crystalline residues after the complete cooling-heating cycle shown by WAXS, some cellulose was not completely dissolved as some network structure remained in the samples under the test condition as suggested by SAXS. © The Author(s) 2024.

Place, publisher, year, edition, pages
Springer Science and Business Media B.V., 2024
Keywords
Metamorphic rocks; Pulp materials; Supersaturation; Synchrotron radiation; X ray analysis; X ray diffraction analysis; Cellulose crystallites; Cellulose pulp; Cold alkali; Fiber networks; Final state; Freeze-thawing cycles; Mesostructures; SAXS/WAXS; X ray measurements; Zn 2+; Disintegration
National Category
Materials Engineering
Identifiers
urn:nbn:se:ri:diva-76295 (URN)10.1007/s10570-024-06235-7 (DOI)2-s2.0-85210154210 (Scopus ID)
Note

 Open access funding provided by RISE Research Institutes of Sweden. This project was fnanced by Vinnova (2021-03829) and the Industrial Graduate School Resourcesmart Processes under Bioinnovation (2021–0923).

Available from: 2025-01-03 Created: 2025-01-03 Last updated: 2025-09-23Bibliographically approved
Åhl, A., Nocerino, E., Veettil, U. T., Uetani, K., Yu, S., Armstrong, J., . . . Bergström, L. (2024). Moisture-Dependent Vibrational Dynamics and Phonon Transport in Nanocellulose Materials. Advanced Materials
Open this publication in new window or tab >>Moisture-Dependent Vibrational Dynamics and Phonon Transport in Nanocellulose Materials
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2024 (English)In: Advanced Materials, ISSN 0935-9648, E-ISSN 1521-4095Article in journal (Refereed) Epub ahead of print
Abstract [en]

Superinsulating nanofibrillar cellulose foams have the potential to replace fossil-based insulating materials, but the development is hampered by the moisture-dependent heat transport and the lack of direct measurements of phonon transport. Here, inelastic neutron scattering is used together with wide angle X-ray scattering (WAXS) and small angle neutron scattering to relate the moisture-dependent structural modifications to the vibrational dynamics and phonon transport and scattering of cellulose nanofibrils from wood and tunicate, and wood cellulose nanocrystals (W-CNC). The moisture interacted primarily with the disordered regions in nanocellulose, and WAXS showed that the crystallinity and coherence length increased as the moisture content increased. The phonon population derived from directional-dependent phonon density of states (GDOS) increased along the cellulose chains in W-CNC between 5 and 8 wt% D2O, while the phonon population perpendicular to the chains remained relatively unaffected, suggesting that the effect of increased crystallinity and coherence length on phonon transport is compensated by the moisture-induced swelling of the foam walls. Frequency scaling in the low-energy GDOS showed that materials based on hygroscopic and semicrystalline nanocellulose falls in between the predicted behavior for solids and liquids. Phonon-engineering of hygroscopic biopolymer-based insulation materials is promoted by the insights on the moisture-dependent phonon transport.

Place, publisher, year, edition, pages
John Wiley and Sons Inc, 2024
Keywords
Cellulose nanocrystals; Crystallinity; Foams; Insulation; Liquid insulating materials; Moisture determination; Nanocrystalline materials; Nanofibers; Nanofiltration membranes; Swelling; Wood; X ray scattering; %moisture; Coherence lengths; Cristallinity; Heat transport; Inelastic neutrons; Nano-cellulose; Nanofibrillar cellulose; Phonon transport; Vibrational dynamics; Wide angle X-ray scattering; Inelastic neutron scattering
National Category
Materials Engineering
Identifiers
urn:nbn:se:ri:diva-76457 (URN)10.1002/adma.202415725 (DOI)2-s2.0-85212270632 (Scopus ID)
Note

A.Å. and L.B. acknowledge the Swedish Foundation for Strategic Research  (SSF)-funded graduate school SwedNess (grant GSn15-008) for financial support. E.N. acknowledges financial support from the SSF-Swedness PostDoc grant (SNP21-0004) and the Foundation Blanceflor 2024 fellow scholarship. L.B. gratefully acknowledge support from the Wallenberg Initiative Materials Science for Sustainability (WISE) funded by the Knut and Alice Wallenberg Foundation (KAW). K.U. thanks Sakura Inada for her kind cooperation in preparing the T-CNF. This work is based on experiments performed at the Swiss spallation neutron source SINQ, Paul Scherrer Institute, Villigen, Switzerland. Beamtime was allocated on the FOCUS instrument, proposal 20212665. The authors gratefully acknowledge the Science and Technology Facilities Council (STFC) for access to neutron beamtime at the TOSCA instrument at ISIS, proposal RB2220550. The SANS experiment at the Materials and Life Science Experimental Facility of  J-PARC was performed under a user program, proposal 2023B0102, at the BL-15TAIKAN instrument.  The authors acknowledge DESY (Hamburg, Germany),a member of the Helmholtz Association HGF, for the provision of experimental facilities. Part of this research was carried out at PETRA III, P62beamline, proposal I-20230270 EC.

Available from: 2025-01-29 Created: 2025-01-29 Last updated: 2025-09-23Bibliographically approved
Liu, J., Bengtsson, J., Yu, S., Burghammer, M. & Jedvert, K. (2023). Variation in the hierarchical structure of lignin-blended cellulose precursor fibers. International Journal of Biological Macromolecules, 225, 1555
Open this publication in new window or tab >>Variation in the hierarchical structure of lignin-blended cellulose precursor fibers
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2023 (English)In: International Journal of Biological Macromolecules, ISSN 0141-8130, E-ISSN 1879-0003, Vol. 225, p. 1555-Article in journal (Refereed) Published
Abstract [en]

Regenerated cellulose fibers have been considered as potential precursor fibers for carbon fibers because of their balanced cost and performance. Increased attention has been paid to blending lignin with the regenerated cellulose to generate precursor fibers which render good mechanical properties and higher carbon yield. The mechanical properties of carbon fibers have been found closely correlated to the structure of precursor fibers. However, the effects of lignin blending on molecular- and morphological structure of the precursor are still unclear. This study aims at clarifying the structural information of lignin–cellulose precursor fibers from molecular level to mesoscale by scanning X-ray microdiffraction. We present the existence of a skin–core morphology for all the precursor fibers. Increase of lignin content in precursor fiber could reduce the portion of skin and cause obvious disorder of the meso- and molecular structure. By correlating structural variations with lignin blending, 30% lignin blending has been found as a potential balance point to obtain precursor fibers maintaining structural order together with high yield rate. 

Place, publisher, year, edition, pages
Elsevier B.V., 2023
Keywords
Hierarchical structure, Lignin-cellulose precursor fibers, Scanning X–ray microdiffraction
National Category
Paper, Pulp and Fiber Technology
Identifiers
urn:nbn:se:ri:diva-61554 (URN)10.1016/j.ijbiomac.2022.11.211 (DOI)2-s2.0-85143173213 (Scopus ID)
Note

 Funding details: Vetenskapsrådet, VR, 2018-06378; Funding text 1: Vinnova is gratefully acknowledged for financial support, grant nr. 2020-00831 . We gratefully thank Dr. Hanna Ulmefors for her productive comments on our paper. S.Y. acknowledge Swedish Research Council (VR) financial support nr. 2018-06378 . This is an ID13 inhouse project.

Available from: 2022-12-19 Created: 2022-12-19 Last updated: 2025-09-23Bibliographically approved
Bengtsson, A., Landmér, A., Norberg, L., Yu, S., Ek, M., Brännvall, E. & Sedin, M. (2022). Carbon Fibers from Wet-Spun Cellulose-Lignin Precursors Using the Cold Alkali Process. Fibers, 10(12), Article ID 108.
Open this publication in new window or tab >>Carbon Fibers from Wet-Spun Cellulose-Lignin Precursors Using the Cold Alkali Process
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2022 (English)In: Fibers, ISSN 2079-6439, Vol. 10, no 12, article id 108Article in journal (Refereed) Published
Abstract [en]

In recent years, there has been extensive research into the development of cheaper and more sustainable carbon fiber (CF) precursors, and air-gap-spun cellulose-lignin precursors have gained considerable attention where ionic liquids have been used for the co-dissolution of cellulose and lignin. However, ionic liquids are expensive and difficult to recycle. In the present work, an aqueous solvent system, cold alkali, was used to prepare cellulose-lignin CF precursors by wet spinning solutions containing co-dissolved dissolving-grade kraft pulp and softwood kraft lignin. Precursors containing up to 30 wt% lignin were successfully spun using two different coagulation bath compositions, where one of them introduced a flame retardant into the precursor to increase the CF conversion yield. The precursors were converted to CFs via batchwise and continuous conversion. The precursor and conversion conditions had a significant effect on the conversion yield (12–44 wt%), the Young’s modulus (33–77 GPa), and the tensile strength (0.48–1.17 GPa), while the precursor morphology was preserved. Structural characterization of the precursors and CFs showed that a more oriented and crystalline precursor gave a more ordered CF structure with higher tensile properties. The continuous conversion trials highlighted the importance of tension control to increase the mechanical properties of the CFs. © 2022 by the authors.

Place, publisher, year, edition, pages
MDPI, 2022
Keywords
bio-based, carbon fiber, cellulose, cold alkali, lignin
National Category
Paper, Pulp and Fiber Technology
Identifiers
urn:nbn:se:ri:diva-62581 (URN)10.3390/fib10120108 (DOI)2-s2.0-85144640702 (Scopus ID)
Note

Funding details: 2018-06378; Funding details: Chalmers Tekniska Högskola; Funding text 1: The authors express their gratitude to Treesearch and Anita Teleman (RISE AB) as well as to Nataliia Mozhzhukhina (Chalmers University of Technology) for providing support with the WAXS and Raman analyzes, respectively. Shun Yu acknowledges the Swedish Research Council VR (grant No. 2018-06378) for financial support.; Funding text 2: The authors express their gratitude to Treesearch and Anita Teleman (RISE AB) as well as to Nataliia Mozhzhukhina (Chalmers University of Technology) for providing support with the WAXS and Raman analyzes, respectively. Shun Yu acknowledges the Swedish Research Council VR (grant No. 2018-06378) for financial support.

Available from: 2023-01-20 Created: 2023-01-20 Last updated: 2025-09-23Bibliographically approved
Röding, M., Tomaszewski, P., Yu, S., Borg, M. & Rönnols, J. (2022). Machine learning-accelerated small-angle X-ray scattering analysis of disordered two- and three-phase materials. Frontiers in Materials, 9, Article ID 956839.
Open this publication in new window or tab >>Machine learning-accelerated small-angle X-ray scattering analysis of disordered two- and three-phase materials
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2022 (English)In: Frontiers in Materials, ISSN 2296-8016, Vol. 9, article id 956839Article in journal (Refereed) Published
Abstract [en]

Small-angle X-ray scattering (SAXS) is a useful technique for nanoscale structural characterization of materials. In SAXS, structural and spatial information is indirectly obtained from the scattering intensity in the spectral domain, known as the reciprocal space. Therefore, characterizing the structure requires solving the inverse problem of finding a plausible structure model that corresponds to the measured scattering intensity. Both the choice of structure model and the computational workload of parameter estimation are bottlenecks in this process. In this work, we develop a framework for analysis of SAXS data from disordered materials. The materials are modeled using Gaussian Random Fields (GRFs). We study the case of two phases, pore and solid, and three phases, where a third phase is added at the interface between the two other phases. Further, we develop very fast GPU-accelerated, Fourier transform-based numerical methods for both structure generation and SAXS simulation. We demonstrate that length scales and volume fractions can be predicted with good accuracy using our machine learning-based framework. The parameter prediction executes virtually instantaneously and hence the computational burden of conventional model fitting can be avoided. Copyright © 2022 Röding, Tomaszewski, Yu, Borg and Rönnols.

Place, publisher, year, edition, pages
Frontiers Media S.A., 2022
Keywords
boosted trees, disordered material, Gaussian random field, machine learning, porous material, regression, small angle X-ray scattering, Gaussian distribution, Inverse problems, Learning systems, Numerical methods, X ray scattering, Boosted tree, Disordered materials, Gaussian random fields, Machine-learning, Scattering intensity, Three phase, Three phasis, Two phase, Porous materials
National Category
Natural Sciences
Identifiers
urn:nbn:se:ri:diva-61213 (URN)10.3389/fmats.2022.956839 (DOI)2-s2.0-85139550056 (Scopus ID)
Note

Funding details: 2019-01295; Funding details: Vetenskapsrådet, VR, 2018-06378; Funding text 1: MR acknowledges the financial support of the Swedish Research Council for Sustainable Development (grant number 2019-01295). SY acknowledges the financial support of the Swedish Research Council (grant number 2018-06378).

Available from: 2022-12-06 Created: 2022-12-06 Last updated: 2025-09-23Bibliographically approved
Guccini, V., Yu, S., Meng, Z., Kontturi, E., Demmel, F. & Salazar-Alvarez, G. (2022). The Impact of Surface Charges of Carboxylated Cellulose Nanofibrils on the Water Motions in Hydrated Films. Biomacromolecules, 23(8), 3104-3115
Open this publication in new window or tab >>The Impact of Surface Charges of Carboxylated Cellulose Nanofibrils on the Water Motions in Hydrated Films
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2022 (English)In: Biomacromolecules, ISSN 1525-7797, E-ISSN 1526-4602, Vol. 23, no 8, p. 3104-3115Article in journal (Refereed) Published
Abstract [en]

Cellulose nanofibrils (CNFs) with carboxylated surface ligands are a class of materials with tunable surface functionality, good mechanical properties, and bio-/environmental friendliness. They have been used in many applications as scaffold, reinforcing, or functional materials, where the interaction between adsorbed moisture and the CNF could lead to different properties and structures and become critical to the performance of the materials. In this work, we exploited multiple experimental methods to study the water movement in hydrated films made of carboxylated CNFs prepared by TEMPO oxidation with two different surface charges of 600 and 1550 μmol·g-1. A combination of quartz crystal microbalance with dissipation (QCM-D) and small-angle X-ray scattering (SAXS) shows that both the surface charge of a single fibril and the films' network structure contribute to the moisture uptake. The films with 1550 μmol·g-1 surface charges take up twice the amount of moisture per unit mass, leading to the formation of nanostructures with an average radius of gyration of 2.1 nm. Via the nondestructive quasi-elastic neutron scattering (QENS), a faster motion is explained as a localized movement of water molecules inside confined spheres, and a slow diffusive motion is found with the diffusion coefficient close to bulk water at room temperature via a random jump diffusion model and regardless of the surface charge in films made from CNFs.

Place, publisher, year, edition, pages
NLM (Medline), 2022
Keywords
carboxylic acid, cellulose, nanofiber, water, chemistry, quartz crystal microbalance, small angle scattering, X ray diffraction, Carboxylic Acids, Nanofibers, Quartz Crystal Microbalance Techniques, Scattering, Small Angle, X-Ray Diffraction
National Category
Biochemistry Molecular Biology
Identifiers
urn:nbn:se:ri:diva-60058 (URN)10.1021/acs.biomac.1c01517 (DOI)2-s2.0-85135599185 (Scopus ID)
Available from: 2022-09-29 Created: 2022-09-29 Last updated: 2025-09-23Bibliographically approved
Lv, Z.-P., Kapuscinski, M., Járvás, G., Yu, S. & Bergström, L. (2022). Time-Resolved SAXS Study of Polarity- and Surfactant-Controlled Superlattice Transformations of Oleate-Capped Nanocubes During Solvent Removal. Small, 18(22), Article ID 2106768.
Open this publication in new window or tab >>Time-Resolved SAXS Study of Polarity- and Surfactant-Controlled Superlattice Transformations of Oleate-Capped Nanocubes During Solvent Removal
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2022 (English)In: Small, ISSN 1613-6810, E-ISSN 1613-6829, Vol. 18, no 22, article id 2106768Article in journal (Refereed) Published
Abstract [en]

Structural transformations and lattice expansion of oleate-capped iron oxide nanocube superlattices are studied by time-resolved small-angle X-ray scattering (SAXS) during solvent removal. The combination of conductor-like screening model for real solvents (COSMO-RS) theory with computational fluid dynamics (CFD) modeling provides information on the solvent composition and polarity during droplet evaporation. Evaporation-driven poor-solvent enrichment in the presence of free oleic acid results in the formation of superlattices with a tilted face-centered cubic (fcc) structure when the polarity reaches its maximum. The tilted fcc lattice expands subsequently during the removal of the poor solvent and eventually transforms to a regular simple cubic (sc) lattice during the final evaporation stage when only free oleic acid remains. Comparative studies show that both the increase in polarity as the poor solvent is enriched and the presence of a sufficient amount of added oleic acid is required to promote the formation of structurally diverse superlattices with large domain sizes. © 2022 The Authors. 

Place, publisher, year, edition, pages
John Wiley and Sons Inc, 2022
Keywords
anisotropic nanoparticles, small angle X-ray scattering, superlattice transformation, time-dependent measurements, Computation theory, Computational fluid dynamics, Evaporation, Iron oxides, Oleic acid, Solvents, Nanocubes, Poor solvents, Solvent removal, Structural transformation, Surfactant-controlled, Time dependent measurements, Time-resolved, X ray scattering
National Category
Other Physics Topics
Identifiers
urn:nbn:se:ri:diva-59241 (URN)10.1002/smll.202106768 (DOI)2-s2.0-85129362737 (Scopus ID)
Note

 Funding details: National Science Foundation, NSF, DMR‐0520547; Funding details: Academy of Finland, AKA, 330214; Funding details: Magyar Tudományos Akadémia, MTA, 730872; Funding details: Vetenskapsrådet, VR, 2018–06378, 2019–05624; Funding details: Emberi Eroforrások Minisztériuma, EMMI, UNKP‐21‐5; Funding details: Horizon 2020, 654000; Funding text 1: The authors acknowledge the Swedish Research Council (VR, grant numbers 2018–06378 and 2019–05624) for funding this work. This work was also supported by the Postdoctoral Researcher funding of Academy of Finland (330214), the New National Excellence Program Hungarian Ministry of Human Capacities (UNKP‐21‐5), and the Janos Bolyai Research Scholarship of the Hungarian Academy of Sciences. The authors thank Y. Zhong for assistance with TEM measurements, and M. Segad, and P. Munier, for assistance with the acquisition of SAXS data. The authors are also grateful to T. Plivelic from the CoSAXS beamline at MAX IV for providing the ultrasonic levitator and S. Disch from University of Cologne for providing the superball plugin mode in SasView. The authors acknowledge DESY (Hamburg, Germany), a member of the Helmholtz Association HGF, for the provision of experimental facilities. Parts of this research were carried out at PETRA III and The authors would like to thank W. Ohm for assistance using beamline P03. Beamtime was allocated for proposal I‐20180345 EC. The research leading to this result has been supported by the project CALIPSOplus under the Grant Agreement 730872 from the EU Framework Programme for Research and Innovation HORIZON 2020. This work benefited from the use of the SasView application, originally developed under NSF award DMR‐0520547. SasView also contains code developed with funding from the European Union's Horizon 2020 research and innovation program under the SINE2020 project, grant agreement No 654000. Z. P. Lv also offers sincere condolence to Dr. Long Cui, his former colleague and close friend, who passed away in a deplorable accident.

Available from: 2022-05-24 Created: 2022-05-24 Last updated: 2025-09-23Bibliographically approved
Tomaszewski, P., Yu, S., Borg, M. & Rönnols, J. (2021). Machine Learning-Assisted Analysis of Small Angle X-ray Scattering. In: 2021 Swedish Workshop on Data Science (SweDS): . Paper presented at 2021 Swedish Workshop on Data Science (SweDS). 2-3 Dec. 2021.
Open this publication in new window or tab >>Machine Learning-Assisted Analysis of Small Angle X-ray Scattering
2021 (English)In: 2021 Swedish Workshop on Data Science (SweDS), 2021Conference paper, Published paper (Refereed)
Abstract [en]

Small angle X-ray scattering (SAXS) is extensively used in materials science as a way of examining nanostructures. The analysis of experimental SAXS data involves mapping a rather simple data format to a vast amount of structural models. Despite various scientific computing tools to assist the model selection, the activity heavily relies on the SAXS analysts’ experience, which is recognized as an efficiency bottleneck by the community. To cope with this decision-making problem, we develop and evaluate the open-source, Machine Learning-based tool SCAN (SCattering Ai aNalysis) to provide recommendations on model selection. SCAN exploits multiple machine learning algorithms and uses models and a simulation tool implemented in the SasView package for generating a well defined set of datasets. Our evaluation shows that SCAN delivers an overall accuracy of 95%-97%. The XGBoost Classifier has been identified as the most accurate method with a good balance between accuracy and training time. With eleven predefined structural models for common nanostructures and an easy draw-drop function to expand the number and types training models, SCAN can accelerate the SAXS data analysis workflow.

Keywords
Training, Analytical models, Adaptation models, X-ray scattering, Computational modeling, Scattering, Training data, SAXS, scientific computing, classification, Random Forest, XGBoost
National Category
Physical Chemistry
Identifiers
urn:nbn:se:ri:diva-57437 (URN)10.1109/SweDS53855.2021.9638297 (DOI)
Conference
2021 Swedish Workshop on Data Science (SweDS). 2-3 Dec. 2021
Available from: 2021-12-29 Created: 2021-12-29 Last updated: 2025-09-23Bibliographically approved
Organisations
Identifiers
ORCID iD: ORCID iD iconorcid.org/0000-0002-9663-7705

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