CE10 - Industrie et usine du futur: Homme, organisation, technologies 2022

Functional lignin-based 4D composites by additive manufacturing with A.I. improved magnetic triggering performance – MAGNELIN4D

Functional lignin-based 4D composites by additive manufacturing with A.I. improved magnetic triggering performance

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Challenges and objectives

MAGNELIN4D is a multidisciplinary project to develop new adaptive smart materials with magnetic actuation capabilities using Additive Manufacturing (AM) and Artificial Intelligence (AI). MAGNELIN4D brings together a consortium of 4 academic partners and one company (ETI) to conduct applied research in materials formulation and functionalization, filled polymer shaping, numerical modeling and process control using AI. MAGNELIN4D has four objectives: 1) To develop a biosourced magnetic filament with a high lignin load. 2) To prove its economic interest in an industrial environment. 3) Building a neural network-based control interface to optimize 4D printing. 4) The realization of 3D structures with magnetic actuation capabilities. MAGNELIN4D solutions will supply industrial sectors such as electronics, services, energy and healthcare. MAGNELIN4D will have a significant impact on additive manufacturing and its uses, by involving end-users and reaching the industrialization stage.

Lignin was functionalized using reagents derived from vegetable oil via homogeneous catalysis. Grafting of pre-allylated glycerol carbonate led to functionalization rates above 80%. Methyl 10-undecenoate, a bio-sourced reagent, was then grafted onto lignin via a second metathesis step, with optimal parameters obtained at 80°C for 6 hours (100% conversion). A second transformation route was also established by reaction simplification. Methyl 10-undecenoate was epoxidized and then grafted onto lignin with a very high substitution rate of the hydroxyl groups of lignin, including all phenols. Thermal analyses (DSC and TGA) carried out on the modified lignin and PA/lignin blends revealed the improved compatibility between PA and lignin. A comparative analysis was carried out for filaments containing lignin with PLA, ABS, PA and magnetic filaments: PE, ABS, PEEK, TPU/ferrites, neodymium, magnetite, MnAlC. The study of the commercial ferromagnetic composite PLA/printed iron oxide with a saturation magnetization of 0.15 T and a magnetic permeability of 10-5 H/m, made it possible to determine the tensile performance with a mechanical strength of 45 MPa. The analysis by SEM and RX tomography highlighted an oxide connectivity rate of 22% for 19% of loading rates, and a generated porosity of up to 40%.

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Simon, C.; Dumont, C.; Sauthier, M. Functionalization of lignin for the manufacture of 4D printing filaments, Congrès JNOEJC 2023. Lille, 1-2 juin 2023.

Bouchetara, M.; Belhabib, S.; Weitkamp, T.; Tahlaiti, M.; Nouri, M.; Guessasma, S. Effect of printing temperature on the microstructure and mechanical performance of 3D printed magnetic PLA, to be submitted to Polymers. (under submission).

MAGNELIN4D is a multidisciplinary project that aims at developing new smart materials with programmable magnetic actuation using additive manufacturing and artificial intelligence. MAGNELIN4D gathers a consortium of 4 academic partners and 1 SEM to perform an applied research balanced between material formulation and functionalisation, polymer processing, numerical modelling and process control using artificial intelligence. MAGNELIN4D has four defined targets: 1- Develop a biosourced magnetic filament with high-lignin load 2- Prove this new filament relevance in industrial environment, 3- Build an artificial intelligence control environment for 4D printing, and 4- Achieve new 3D designs with magnetic actuation capabilities. MAGNELIN4D novel solutions will feed key industrial sectors such as electronics, utilities, materials, energy and healthcare. MAGNELIN4D intends to have a large impact in AM industry and usages, by involving end-users at the first steps of the project and by addressing production upscaling of bio-based magnetic filaments for future industrialisation.

Project coordination

Sofiane GUESSESMA (Institut national de recherche pour l'agriculture, l'alimentation et l'environnement)

The author of this summary is the project coordinator, who is responsible for the content of this summary. The ANR declines any responsibility as for its contents.

Partnership

UCCS Unité de catalyse et de chimie du solide
GEPEA NANTES UNIVERSITE
KIMYA
ICAM OUEST
BIA Institut national de recherche pour l'agriculture, l'alimentation et l'environnement

Help of the ANR 527,739 euros
Beginning and duration of the scientific project: October 2022 - 48 Months

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