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Dataset . 2022
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ZENODO
Dataset . 2022
License: CC BY
Data sources: Datacite
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Research.fi
Dataset . 2022
License: CC BY
Data sources: Research.fi
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Lignin biorefinery experimental optimization using BOSS

Authors: Löfgren, Joakim; Tarasov, Dmitry; Koitto, Taru; Rinke, Patrick; Balakshin, Mikhail; Todorovic, Milica;

Lignin biorefinery experimental optimization using BOSS

Abstract

This dataset was employed in the manuscript: [1] Löfgren J, Tarasov D, Koitto T, Rinke P, Balakshin M, Todorović M. Machine Learning Optimization of Lignin Properties in Green Biorefineries. ChemRxiv. Cambridge: Cambridge Open Engage; 2022. This dataset contains the results of optimizing the green AquaSolv Omni biorefinery concept using the Bayesian optimization code BOSS. The input data represents the experimental processing conditions for each sample, namely the reactor temperature and P-factor (reaction severity). For each sample, the lignin yield was measured and the number of ß-O-4 linkages, ratio of syringyl and guaiacyl units, and total carbohydrate content were quantified using a 2D NMR HSQC method. The lignin yield is given in weight percent of the original biomass and the NMR-quantified moieties are measured in terms of number of units per 100 aromatic (Ar) units. The data found in this record comes in two different versions: one for the Combined Acquisitions (CA) and one for the Pure Acquisitions (PA) strategy described in [1]. For each strategy, there is one data file for the training data and one for the test data. For additional details on the experimental processing and Bayesian optimization, please refer to [1].

{"references": ["L\u00f6fgren J, Tarasov D, Koitto T, Rinke P, Balakshin M, Todorovi\u0107 M. Machine Learning Optimization of Lignin Properties in Green Biorefineries. ChemRxiv. Cambridge: Cambridge Open Engage; 2022."]}

Country
Finland
Related Organizations
Keywords

Machine learning, Green, Sustainable, Lignin, Bayesian optimization, Experiment design, Biorefinery

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selected citations
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This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
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popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
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