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Is NMR combined with multivariate regression applicable for the molecular weight determination of randomly cross-linked polymers such as lignin?

  • The molecular weight properties of lignins are one of the key elements that need to be analyzed for a successful industrial application of these promising biopolymers. In this study, the use of 1H NMR as well as diffusion-ordered spectroscopy (DOSY NMR), combined with multivariate regression methods, was investigated for the determination of the molecular weight (Mw and Mn) and the polydispersity of organosolv lignins (n = 53, Miscanthus x giganteus, Paulownia tomentosa, and Silphium perfoliatum). The suitability of the models was demonstrated by cross validation (CV) as well as by an independent validation set of samples from different biomass origins (beech wood and wheat straw). CV errors of ca. 7–9 and 14–16% were achieved for all parameters with the models from the 1H NMR spectra and the DOSY NMR data, respectively. The prediction errors for the validation samples were in a similar range for the partial least squares model from the 1H NMR data and for a multiple linear regression using the DOSY NMR data. The results indicate the usefulness of NMR measurements combined with multivariate regression methods as a potential alternative to more time-consuming methods such as gel permeation chromatography.

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Verfasserangaben:René Burger, Jessica Rumpf, Xuan Tung Do, Yulia MonakhovaORCiD, Bernd W. K. Diehl, Matthias Rehahn, Margit Schulze
DOI:https://doi.org/10.1021/acsomega.1c03574
ISSN:2470-1343
Titel des übergeordneten Werkes (Englisch):ACS Omega
Verlag:ACS Publications
Verlagsort:Washington, DC
Dokumentart:Wissenschaftlicher Artikel
Sprache:Englisch
Erscheinungsjahr:2021
Datum der Publikation (Server):07.11.2022
Jahrgang:6
Ausgabe / Heft:44
Erste Seite:29516
Letzte Seite:29524
Link:https://doi.org/10.1021/acsomega.1c03574
Zugriffsart:weltweit
Fachbereiche und Einrichtungen:FH Aachen / Fachbereich Chemie und Biotechnologie
open_access (DINI-Set):open_access
collections:Verlag / ACS Publications
Open Access / Gold
Lizenz (Deutsch): Creative Commons - Namensnennung-Nicht kommerziell-Keine Bearbeitung