2020
DOI: 10.1016/j.chroma.2020.461672
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One-step optimization strategy in the simulated moving bed process with asynchronous movement of ports: A VariCol case study

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Cited by 7 publications
(3 citation statements)
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“…Hoon et al employed a data-driven Deep Q Network, a model-free reinforcement learning method, to train a control strategy for SMB processes which approaches optimality [18]. More relevant studies can be found in the references [19][20][21][22][23][24][25]. Although using machine learning and deep learning approaches to treat the SMB system as a black box can help bypass the complexities of the underlying mechanism, this approach may become highly susceptible to disturbances or To control the simulated moving bed process of binaphthol enantiomers separations, Nogueira et al proposed a nominally stable MPC controller, also known as infinite horizon model predictive control (IHMPC) [11].…”
Section: Introductionmentioning
confidence: 99%
“…Hoon et al employed a data-driven Deep Q Network, a model-free reinforcement learning method, to train a control strategy for SMB processes which approaches optimality [18]. More relevant studies can be found in the references [19][20][21][22][23][24][25]. Although using machine learning and deep learning approaches to treat the SMB system as a black box can help bypass the complexities of the underlying mechanism, this approach may become highly susceptible to disturbances or To control the simulated moving bed process of binaphthol enantiomers separations, Nogueira et al proposed a nominally stable MPC controller, also known as infinite horizon model predictive control (IHMPC) [11].…”
Section: Introductionmentioning
confidence: 99%
“…As a result, some new SMB modes have been successively proposed. For example, the Varicol system based on the non-synchronous switching of inlet/outlet ports proposed by Ludemann-Hombourger improves the performance of SMB within a cycle, making the operation more flexible and the requirement for the number of columns significantly reduced [18,19]. The SMB process with internal flow rate changes realizes the redistribution of each component through the change of flow rate.…”
Section: Introductionmentioning
confidence: 99%
“…SMB technology, enabling continuous separation, is valued for increased productivity, and reduced solvent use, making it a clean technology in biopharmaceutical manufacturing. Multi-column SMB is seen as essential in future biochemical pharmaceutical separation and purification processes [1][2][3].…”
Section: Introductionmentioning
confidence: 99%