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Promoting lignocellulosic biorefinery by machine learning: progress, perspectives and challenges

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The lignocellulosic biorefinery involves pretreatment, enzymatic hydrolysis, mixed sugar fermentation, and optional anaerobic digestion. This pipeline could be effectively implemented through machine learning (ML)-guided process optimization and strain modific... ...