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Masters degree - statistical batch process monitoring as demonstrated on a penicillin fermentation process. Allows for final batch quality prediction based on a multi-model GPR approach using GMM-based phase detection. Allowances made for unequal batch lengths using DTW to align batch timeseries trajectories with PCA for dimensional reduction.