Operator-free HPLC automated method development guided by Bayesian optimization
Thomas M. Dixon, Jeanine Williams, Maximilian O. Besenhard, Roger M. Howard, James MacGregor, Philip Peach, Adam D. Clayton, Nicholas J. Warren, Richard A. Bourne
Abstract
Automated, closed-loop HPLC method optimization using single and multi-objective Bayesian optimization algorithms.
Topics & Concepts
Computer scienceBayesian probabilityOperator (biology)Bayesian optimizationArtificial intelligenceMachine learningChemistryRepressorTranscription factorGeneBiochemistryAnalytical Chemistry and ChromatographyWater Quality Monitoring and AnalysisSpectroscopy and Chemometric Analyses