Ensemble models of feedstock blend ratios to minimize supply chain risk in bio-based manufacturing
Chyi‐Shin Chen, Akash Narani, Aigerim Daniyar, Joshua McCauley, Sarah Brown, Todd Pray, Deepti Tanjore
Topics & Concepts
Raw materialBoosting (machine learning)Gradient boostingEnsemble learningFeature selectionSupply chainFeature engineeringLinear regressionNonlinear regressionLinear modelComputer scienceProcess engineeringEconometricsMachine learningMathematicsRandom forestRegression analysisEngineeringChemistryDeep learningLawOrganic chemistryPolitical scienceBiofuel production and bioconversionMicrobial Metabolic Engineering and Bioproduction