We focus on several target lignin properties that include the extracted lignin yield, the number of β-O-4 linkages, the S/G ratio and the carbohydrate content. The design variables correspond to the HTT processing conditions, namely the P-factor and temperature Fig. In the combined acquisitions strategy, acquisitions for different targets are pooled together so that each surrogate model is updated using the same pooled set of acquisitions.