Design of experiments to investigate multi-additive cellulose nanocrystal films

dc.contributorAalto-yliopistofi
dc.contributorAalto Universityen
dc.contributor.authorNilsson, Patriken_US
dc.contributor.authorEngström, Åsaen_US
dc.contributor.authorKaschuk, Joice Jaquelineen_US
dc.contributor.authorVapaavuori, Jaanaen_US
dc.contributor.authorLarsson, Arviden_US
dc.contributor.authorAbitbol, Tiffanyen_US
dc.contributor.departmentDepartment of Bioproducts and Biosystemsen
dc.contributor.departmentDepartment of Chemistry and Materials Scienceen
dc.contributor.groupauthorBio-based Colloids and Materialsen
dc.contributor.groupauthorMultifunctional Materials Designen
dc.contributor.organizationRISE Bioeconomyen_US
dc.contributor.organizationLund Universityen_US
dc.date.accessioned2022-12-07T07:21:33Z
dc.date.available2022-12-07T07:21:33Z
dc.date.issued2022-11-04en_US
dc.descriptionFunding Information: Elizabeth Hörlin is acknowledged for guidance and help with practical implementation of design of experiments, Niklas Nordgren for AFM imaging and analysis, Karin Hallstensson for SEM imaging, and Erik Mellberg for useful discussions. TA acknowledges the Chair in Sustainable Packaging at EPFL, co-funded by BASF, Logitech, Nestlé, and SIG. Publisher Copyright: Copyright © 2022 Nilsson, Engström, Kaschuk, Vapaavuori, Larsson and Abitbol.
dc.description.abstractCellulose nanocrystal (CNC) suspensions can self-assemble into chiral nematic films upon the slow evaporation of water. These films are brittle, as indicated by their fracturing instead of plastically deforming once they are fully elastically deformed. This aspect can be mediated to some extent by plasticizing additives, such as glucose and glycerol, however, few reports consider more than one additive at a time or address the influence of additive content on the homogeneity of the self-assembled structure. In this work, design of experiments (DoE) was used to empirically model complex film compositions, attempting to relate additive concentrations in dilute suspension to film properties, and to understand whether outcome specific predictions are possible using this approach. We demonstrate that DoE can be used to predict film properties in multi-additive systems, without consideration given to the different phenomena that occur along the drying process or to the nature of the additives. Additionally, a homogeneity metric is introduced in relation to chiral nematic organization in CNC films, with most of the additive-containing compositions in this work found to reduce the homogeneity of the self-assembly relative to pure CNC films.en
dc.description.versionPeer revieweden
dc.format.extent14
dc.format.mimetypeapplication/pdfen_US
dc.identifier.citationNilsson, P, Engström, Å, Kaschuk, J J, Vapaavuori, J, Larsson, A & Abitbol, T 2022, 'Design of experiments to investigate multi-additive cellulose nanocrystal films', Frontiers in Molecular Biosciences, vol. 9, 988600. https://doi.org/10.3389/fmolb.2022.988600en
dc.identifier.doi10.3389/fmolb.2022.988600en_US
dc.identifier.issn2296-889X
dc.identifier.otherPURE UUID: 407af951-0628-4bd3-8bbc-d63ed73fbc75en_US
dc.identifier.otherPURE ITEMURL: https://research.aalto.fi/en/publications/407af951-0628-4bd3-8bbc-d63ed73fbc75en_US
dc.identifier.otherPURE LINK: http://www.scopus.com/inward/record.url?scp=85142160702&partnerID=8YFLogxK
dc.identifier.otherPURE FILEURL: https://research.aalto.fi/files/93696588/CHEM_Nilsson_et_al_Design_of_experiments_2022_Frontiers_in_Molecular_Biosciences.pdfen_US
dc.identifier.urihttps://aaltodoc.aalto.fi/handle/123456789/118028
dc.identifier.urnURN:NBN:fi:aalto-202212076773
dc.language.isoenen
dc.publisherFrontiers Media
dc.relation.ispartofseriesFrontiers in Molecular Biosciencesen
dc.relation.ispartofseriesVolume 9en
dc.rightsopenAccessen
dc.subject.keywordadditivesen_US
dc.subject.keywordcellulose nanocrystalsen_US
dc.subject.keyworddesign of experimentsen_US
dc.subject.keywordfilmsen_US
dc.subject.keywordmachine learningen_US
dc.subject.keywordself-assemblyen_US
dc.titleDesign of experiments to investigate multi-additive cellulose nanocrystal filmsen
dc.typeA1 Alkuperäisartikkeli tieteellisessä aikakauslehdessäfi
dc.type.versionpublishedVersion

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