Biobased Materials Structure
Research topics
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Nanoscale structural characterization of biobased materials
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Development of X-ray and neutron scattering data analysis
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Wood nanostructure and moisture interactions
News and events
- New project "SmartRecovery", funded by Business Finland, started in January 2023
- We welcome Patrik to join the group as postdoc, working in the NNxWOOD and SASAMIS projects
- A major article "Nanoscale mechanism of moisture-induced swelling in wood microfibril bundles" from the SASAMIS project was published in Nano Letters, check also our post in the FinnCERES blog
Ongoing research projects
Neural networks for X-ray scattering analysis of wood materials (NNxWOOD)
This Academy of Finland Research Fellow project (2021–2026) aims to develop new machine learning based methods for analysing X-ray scattering data from wood materials. A detailed picture of the structure of wood cell walls is highly desired to accelerate the development of new, sustainable applications from this abundant renewable raw material. Recently developed imaging techniques based on X-ray scattering offer unprecedented possibilities for studying the hierarchical structure of wood, but the development of new automated procedures for the data analysis is necessary.
Follow on Twitter: #NNxWOOD
Simulation-assisted scattering analysis of moisture-induced swelling in wood microfibril bundles (SASAMIS)
The interpretation of X-ray scattering data from wood currently depends on highly approximate models of cellulose microfibrils and their bundles. By coupling molecular simulations with tailored scattering measurements, we can improve the resolving power of both methods, and gain fundamental information on the nanoscale structure and moisture behaviour of wood. This project is a collaboration between our group and VTT Technical Research Centre of Finland, funded by the FinnCERES Flagship of the Academy of Finland.
Related publications
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Combining scattering analysis and atomistic simulation of wood-water interactions, Penttilä, P.A., Paajanen, A., & Ketoja, J.A., Carbohydrate Polymers 251, 117064 (2020).
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Deswelling of microfibril bundles in drying wood studied by small-angle neutron scattering and molecular dynamics, Zitting, A., Paajanen, A., Rautkari, L., & Penttilä, P.A., Cellulose 28, 10765-10776 (2021).
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Nanoscale mechanism of moisture-induced swelling in wood microfibril bundles, Paajanen, A., Zitting, A., Rautkari, L., Ketoja, J.A., & Penttilä, P.A., Nano Letters 22, 5143-5150 (2022).
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Blog text "A powerful combination to explain nanoscale wood-water interactions" in the FinnCERES blog and a related video on YouTube
SmartRecovery – Scattering methods for lignin analysis
This project develops methods based on the scattering of X-rays and light to study the structure of lignin particles. Our aim is to make these methods capable of characterizing structures formed by lignin efficiently and with as simple sample preparation as possible, and to yield new fundamental information on the structure of lignin particles. The project is part of a collaboration with VTT Technical Research Centre of Finland and funded for 2023–2024 by Business Finland and the European Union - NextGenerationEU.
Past research projects
Understanding the moisture behaviour of wood in nanoscale (WooD2O)
This postdoc project funded by the Academy of Finland (2018-2021) studied how the nanoscale structure of wood responds to moisture changes and how water is involved in the hierarchical structure of wood. The location of water inside of the wood cell wall and effects caused by moisture changes were studied especially using small-angle neutron and x-ray scattering.
Related publications
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Moisture-related changes in the nanostructure of woods studied with X-ray and neutron scattering, Penttilä, P.A., Altgen, M., Carl, N., van der Linden, P., Morfin, I., Österberg, M., Schweins, R., & Rautkari, L., Cellulose 27, 71-87 (2020).
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Bundling of cellulose microfibrils in native and polyethylene glycol-containing wood cell walls revealed by small-angle neutron scattering, Penttilä, P.A., Altgen, M., Awais, M., Österberg, M., Rautkari, L., & Schweins, R., Scientific Reports 10, 20844 (2020).
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Combining scattering analysis and atomistic simulation of wood-water interactions, Penttilä, P.A., Paajanen, A., & Ketoja, J.A., Carbohydrate Polymers 251, 117064 (2020).
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Deswelling of microfibril bundles in drying wood studied by small-angle neutron scattering and molecular dynamics, Zitting, A., Paajanen, A., Rautkari, L., & Penttilä, P.A., Cellulose 28, 10765-10776 (2021).
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Water-accessibility of interfibrillar spaces in spruce wood cell walls, Penttilä, P.A., Zitting, A., Lourençon, T., Altgen, M., Schweins, R., & Rautkari, L., Cellulose 28, 11231-11245 (2021).
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Nanoscale mechanism of moisture-induced swelling in wood microfibril bundles, Paajanen, A., Zitting, A., Rautkari, L., Ketoja, J.A., & Penttilä, P.A., Nano Letters 22, 5143-5150 (2022).
Follow on Twitter: #WooD2O
Comprehensive characterization of wood structure from nano- to mesoscale using small-angle neutron and X-ray scattering
This postdoc project, mainly funded by Emil Aaltonen foundation (2017-2018), developed small-angle scattering data analysis for wood samples. It resulted in the freely-available WoodSAS model, which can be used to analyse small-angle neutron and X-ray scattering (SANS, SAXS) data from wood.
Related publications
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Small-angle scattering model for efficient characterization of wood nanostructure and moisture behaviour, Penttilä, P.A., Rautkari, L., Österberg, M., & Schweins, R., Journal of Applied Crystallography 52, 369-377 (2019).
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Bundling of cellulose microfibrils in native and polyethylene glycol-containing wood cell walls revealed by small-angle neutron scattering, Penttilä, P.A., Altgen, M., Awais, M., Österberg, M., Rautkari, L., & Schweins, R., Scientific Reports 10, 20844 (2020)
Members
Academy of Finland Research Fellow Paavo Penttilä
Dr. Penttilä graduated with a PhD from the University of Helsinki, Department of Physics in 2013, with a specialization in X-ray and neutron scattering. After spending in total four years as a postdoc at Kyoto University (Japan) and the Institut Laue-Langevin (France), he started as a postdoc at Aalto University in 2018. The Academy of Finland granted him Postdoctoral Researcher funding for 2018-2021, and then Research Fellow funding for 2021-2026. Dr. Penttilä holds the Title of Docent in Experimental Materials Physics, awarded by the University of Helsinki.
Postdoctoral Researcher Patrik Ahvenainen
I studied computational and materials physics at the University of Helsinki, Department of Physics. I received my doctoral degree in 2016, focusing on studying wood and other plant materials with X-ray methods. After graduating, I received a two-year post-doctoral research grant from Kone Foundation for studying wood used in electric guitars. Before joining Aalto, I worked three years as a 3D Imaging Specialist at Planmeca where I developed algorithms for 3D reconstruction and image processing for dental and medical imaging devices. I joined Paavo Penttilä's research group in September of 2022 to continue my research on wood and other cellulosic materials.
Doctoral Candidate Aleksi Zitting
I received my Master's degree in Physics from the University of Helsinki on molecular dynamics (MD) simulations of damage formation in fusion reactor materials in 2019. Starting from December 2019, I have been investigating wood-water interactions with scattering experiments and MD models, as a Doctoral Candidate concentrating on the experimental side of the SASAMIS project. The current focus of my studies is determining the nature of nanoscale structural changes due to moisture in wood cell walls using X-ray and neutron scattering.
Doctoral Candidate Enriqueta Noriega Benitez
I studied space physics, including solar particle detection and simulations of such particles, at the University of Turku, where I received my Master's degree in Chemical and Physical Sciences in 2021. In February of 2022, I joined Paavo Penttilä’s research group at Aalto University in which we probe the structure of bio-based materials, chiefly wood, through the use of X-ray scattering techniques and machine learning algorithms. Currently, my work in the NNxWOOD project focusses on processing X-ray scattering data with an AI-based approach to analyze the nanostructure of wood.
How to join us?
Highly motivated MSc, doctoral or postdoctoral students interested in joining the group can contact Dr. Paavo Penttilä ([email protected]).
Teaching
Dr. Penttilä teaches the course “X-ray scattering methods for structural analysis of bio-based materials”, organised next time in April/May 2023. The target of the course is to introduce doctoral and advanced Master’s students to X-ray-based structural characterization methods (both in theory and in practice) and initiate the application of these methods in the students’ own research.
Related infrastructures and units
Collaborators
Our group has ongoing collaborations with researchers from Aalto University (Finland), VTT Technical Research Centre of Finland (Finland), University of Helsinki (Finland), Institut Laue‒Langevin (France), Kyoto University (Japan) and MAX IV Laboratory (Sweden).