Electric Literature of 14862-52-3, The transformation of simple hydrocarbons into more complex and valuable products via catalytic C¨CH bond functionalisation has revolutionised modern synthetic chemistry. 14862-52-3, Name is 3,5-Dibromochlorobenzene, SMILES is C1=C(C=C(Br)C=C1Br)Cl, belongs to chlorides-buliding-blocks compound. In a article, author is Phromphithak, Sanphawat, introduce new discover of the category.
Machine learning prediction of cellulose-rich materials from biomass pretreatment with ionic liquid solvents
Ionic liquid solvents (ILSs) have been effectively utilized in biomass pretreatment to produce cellulose-rich materials (CRMs). Predicting CRM properties and evaluating multi-dimensional relationships in this system are necessary but complicated. In this work, machine learning algorithms were applied to predict CRM properties in terms of cellulose enrichment factor (CEF) and solid recovery (SR), using 23-feature datasets from biomass characteristics, operating conditions, ILSs identities, and catalyst. Random forest algorithm was found to have the highest prediction accuracy with RMSE and R-2 of 0.22 and 0.94 for CEF, as well as 0.07 and 0.84 for SR, respectively. Highly influential features on making predictions were mainly from biomass characteristics and ILS treatment ‘s operating conditions, totally contributed 80% on CEF and 60% on SR. Oneand two-way partial dependence plots were used to explain/interpret the multi-dimensional relationships of the most important features. Our findings could be applied in designing new ILSs and optimizing the process conditions.
Electric Literature of 14862-52-3, Enzymes are biological catalysts that produce large increases in reaction rates and tend to be specific for certain reactants and products. I hope my blog about 14862-52-3 is helpful to your research.