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AI-driven multiscale methodology to develop Transparent Wood as sustainable functional material

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Links zu Ergebnissen und Veröffentlichungen von RP7-Projekten sowie Links zu einigen Typen spezifischer Ergebnisse wie Datensätzen und Software werden dynamisch von OpenAIRE abgerufen.

Leistungen

Report on LCA modeling of chemical modification methods (öffnet in neuem Fenster)

Detailed document describing LCA modeling of chemical modification methods. It will refer to the activities performed in Tasks 6.3 and 6.4.Indicator: completion of the work planned in Task 6.2 supported by wood samples before and after chemical modification.

Report on Darcy model application to monomer infiltration process (öffnet in neuem Fenster)

Written report on the suitability of the Darcy model for the infiltration process including a sample workflow.Indicator: Report completed, and workflow set up.(T4.2)

SSbD– guidelines for selected new wood and plant-based composites (öffnet in neuem Fenster)

Guidelines of the SSbD framework, implemented for the selected new wood and plant-based compositesdefined including data generated by models and screening eco-design/LCA to identify the safety and environmental hot spots.Indicator: completion of the guidelines.

Report on description of wood microstructures for computational modelling (öffnet in neuem Fenster)

Report on description of wood microstructures for computational modelling. The typical procedures to modeling the wood structures will be presented step by step. The aim is to offer a clear and easy-to-follow description on the modelling method.Indicator: report ready for modeler use

SSbD guidelines for selected polymers and chemicals (öffnet in neuem Fenster)

Guidelines of the SSbD framework, implemented for the selected polymers and chemicals, including data generated by models and screening eco-design/LCA to identify the safety and environmental hot spots.Indicator: completion of the guidelines (T 9.6)

Report on green chemistry methodologies of lignin removal and bleaching processes (öffnet in neuem Fenster)

Report on green chemistry methodologies of lignin removal and bleaching processes. The methods will be compared and recommended for the two procedures; the results will form a detailed report. It will refer to the activities performed in Tasks 6.1 and 6.2.Indicator: completion of the work planned in Task 6.1 supported by wood samples before and after lignin removal or bleaching.

Report on experimental strategies to increase infiltration efficiency by tuning compatibility and wettability (öffnet in neuem Fenster)

Detailed document describing the experimental strategies to increase infiltration efficiency by tuning compatibility and wettability. It will refer to the activities performed in Task 6.5.Indicator: completion of the work planned in Task 6.3 supported by samples of infiltrated wood treated in different ways.

Market assessment (öffnet in neuem Fenster)

A report on a completed market analysis of the market identified in T13.3 with interview of potential clients and identification of competitors.Indicator: A global view of the market for commercialization including final potential customers, competitors, costs and added value of the AI-TranspWood product

Guide to exploring the multifunctional properties of transparent wood: from simulation/modelling to exploitable high-added value products (öffnet in neuem Fenster)

A guide (suitable for the general audience and key stakeholders) to explore the multifunctional properties of transparent wood: from simulation/modelling to exploitable high-added value products (Task 13.2). Indicator: Clear presentation of the high potential offered by transparent wood-based materials.

Optimization and scaling up of monomers, polymers precursors and chemicals to produce transparent wood materials using modelling to stablish the critical and key points (öffnet in neuem Fenster)

Report including the optimization and selection of the developments carried out in T9.1, T9.2 and T9.3 by using the modelling on the SSbd concept including the corresponding scaled up of the sustainable monomers, polymers precursors and chemicals selected.Indicator: completion of the work planned in T9.4 and T9.5 supported by modelling and samples of the scaled-up monomers, polymers precursors and chemicals.

Guideline to select and develop the most promising new biobased monomers/polymers and their RI tuning according to the modelling (öffnet in neuem Fenster)

Guideline document including the selection and development of the most promising monomers, polymers and chemicals according to the inputs received from the computational modelling from a micro and macroscale point of view.Indicator: completion of the work planned in Task 9.1 materialized in the production of a guide highlighting the support of modelling in each step of the investigation carried out.

Blending, copolymerization and grafting as alternative strategies and how modelling can support in their definition (öffnet in neuem Fenster)

Report describing the blending, copolymerization and grafting approaches carried out by using the biopolymers produced in T9.1 to improve their compatibility thanks to modelling aid.Indicator: completion of the work planned in Task 9.2 supported by modelling and samples consisting in the group of blends, copolymers and grafted polymers developed.

Report presenting features of representative softwood and hardwood microstructures (öffnet in neuem Fenster)

Report presenting features, such as the statistical distribution, shape and physical parameters of fibers, ray cells, vessels, of representative softwood and hardwood microstructures obtained from experiments. Based on this, realistic boundaries for wood microstructures can be defined.Indicator: completion of the work planned for T1.1 and writing of the related report

Report on applicability of measurement standards to scattering materials (öffnet in neuem Fenster)

A short report on how the scattering of material parameters may influence the characterisation experiments and related evaluation protocols, with the main focus on the nanoindentation protocol, as performed in T3.1.Indicator: Strategy to consider material scattering in nanoindentation evaluation protocol.

Report on performed communication activities and dissemination plan updates (öffnet in neuem Fenster)

A short report about the dissemination and communication activities carried out during the first 18 months of the project (i.e., up to the end of WP13).Indicator: Clear presentation of the activities carried out and of the main outputs obtained.

Report and software on reinforcement surface MD model (öffnet in neuem Fenster)

Report on the development of atomistic models for cellulose surfaces for use in MD simulation. Simulations of extended cellulose surfaces and fibril models with liquid interfaces will be performed and evaluated.Indicator: completion of the planned report on atomistic models to be developed in T5.1 and successful MD simulations

Report on the preparation of transparent wood materials (öffnet in neuem Fenster)

Report on the preparation of transparent wood materials (Task 6.8)

Review of the market potentialities and strategies associated (öffnet in neuem Fenster)

A report on the different markets that could be targeted with the results of the AI-TranspWood and description of the different strategies for penetrating these markets.Indicator: Identification of new potential markets than the one described in the proposal(T13.3)

Report on material characterization (öffnet in neuem Fenster)

Detailed document describing the material characterization performed in Task 6.6 & Task 6.7.Indicator: completion of the work planned in Task 6.4 supported by characterization data.

Additives to provide luminescence properties (öffnet in neuem Fenster)

Additives samples developed able to produce luminescence with their corresponding characterization. Indicator: samples of the luminescent additives developed at lab scale.

Software for generating training data for material microstructure (öffnet in neuem Fenster)

Python-based software package which is able to generate training data using the microstructure modelling tools for training the AI-models.Indicator: completion of software

Multi-physics FE tool in Abaqus (öffnet in neuem Fenster)

A user-subroutine for the FE software Abaqus is being written, which enables the simulation of moisture transport processes as well as creep and shrinkage. Additionally, a subroutine for modelling quasi-brittle material failure in transparent wood is being developed, as outlined in T2.4.Indicator: Functional Abaqus subroutine versions for modelling moisture transport, time-dependent behaviour, as well as quasi-brittle failure that can be passed on to other users.

Project web site (öffnet in neuem Fenster)

Preparation of the project web site as indicated in T13.1.Indicator: web site published on line containing indications on the project, list and CVs of participants, public and private sections: Available for use.

Veröffentlichungen

Ray scattering in fiber-reinforced transparent wood composites – wood microstructural effects and virtual camera simulation (öffnet in neuem Fenster)

Autoren: Bin Chen, Sergei Popov, Lars A. Berglund
Veröffentlicht in: Optical Materials, Ausgabe 162, 2025, ISSN 0925-3467
Herausgeber: Elsevier BV
DOI: 10.1016/J.OPTMAT.2025.116953

An AI-driven multiscale methodology to develop transparent wood as sustainable functional material by using the SSbD concept (öffnet in neuem Fenster)

Autoren: Kivikytö-Reponen, Päivi; Fortino, Stefania; Marttila, Veera; Khakalo, Alexey; Kolari, Kari; Puisto, Antti; Nuvoli, Daniele; Mariani, Alberto
Veröffentlicht in: Computational and Structural Biotechnology Journal, 2024, ISSN 2001-0370
Herausgeber: Elsevier BV
DOI: 10.1016/J.CSBJ.2024.10.022

Transparent wood-based materials: A new step toward sustainability and circularity (öffnet in neuem Fenster)

Autoren: Alberto Mariani; Giulio Malucelli
Veröffentlicht in: Next Materials, 2024, ISSN 2949-8228
Herausgeber: Elsevier
DOI: 10.1016/J.NXMATE.2024.100255

Prediction and validation of fire parameters for a self-extinguishing and smoke suppressant electrospun PVP-based multilayer material through machine learning models (öffnet in neuem Fenster)

Autoren: Bifulco, Aurelio; Climaco, Immacolata; Casciello, Angelo; Passaro, Jessica; Battegazzore, Daniele; Nebbioso, Viviana; Russo, Pietro; Imparato, Claudio; Aronne, Antonio; Malucelli, Giulio
Veröffentlicht in: Journal of Materials Science, 2024, ISSN 1573-4803
Herausgeber: Springer
DOI: 10.1007/S10853-024-10529-3

Finite Element Model Updating for Material Model Calibration: A Review and Guide to Practice (öffnet in neuem Fenster)

Autoren: Chen, Bin; Starman, Bojan; Halilovič, Miroslav; Berglund, Lars A.; Coppieters, Sam
Veröffentlicht in: Archives of Computational Methods in Engineering, 2024, ISSN 1886-1784
Herausgeber: Springer
DOI: 10.1007/S11831-024-10200-9

Sustainability and circularity of transparent wood: the role of the AI-TranspWood project in highlighting the potential of this new material (öffnet in neuem Fenster)

Autoren: Beatrice Lerma, Doriana Dal Palu', Eva Vanessa Bruno, Rossella Arrigo, Alberto Mariani, Daniele Nuvoli, Giulio Malucelli
Veröffentlicht in: 2024
Herausgeber: none
DOI: 10.5281/ZENODO.16321743

AI-TW GUIDE TO EXPLORE THE MULTIFUNCTIONAL PROPERTIES OF TRANSPARENT WOOD (öffnet in neuem Fenster)

Autoren: Lerma, Beatrice; DAL PALÙ, DORIANA; BRUNO, EVA VANESSA; Malucelli, Giulio
Veröffentlicht in: 2025
Herausgeber: None
DOI: 10.5281/ZENODO.15422042

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