Using surrogate models for efficient optimization of simulated moving bed chromatography

•A new approach of using computationally cheap surrogate models for optimization of SMB chromatography is presented.•Two different types of surrogate models are developed to replace the detailed but expensive full-order SMB model for optimization.•The trust-region framework is proposed to implement...

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