(1) The evaluation and validation of mechanistic hypotheses to gain mechanistic understanding, (2) comparison of multiple process flowsheet options, (3) optimization of individual unit operations and their control systems, (4) The design of end-to-end operations, (5) The real-time operation alongside plant operations. Experimentally validated results are presented for multiple unit operations.