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Assessment and Future Directions of Nonlinear Model Predictive ...

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476 A. Küpper <strong>and</strong> S. EngellFig. 2. Flowchart <strong>of</strong> the Hashimoto processflow chart <strong>of</strong> the SMB plant operated at the Universität Dortmund. The portsfortheexternalfeed<strong>and</strong>eluentinletsaswellastheextract<strong>and</strong>raffinateoutletscan be connected to each single chromatographic column (1-8). Each reactor(9-12) can be placed in front <strong>of</strong> each chromatographic column.Accurate dynamic models <strong>of</strong> multi-column continuous chromatographic processesconsist <strong>of</strong> dynamic models <strong>of</strong> the single chromatographic columns <strong>and</strong> <strong>of</strong>the tubular reactors <strong>and</strong> the node balances which describe the connections <strong>of</strong>the columns <strong>and</strong> <strong>of</strong> the switching <strong>of</strong> the ports. The chromatographic columnsare described accurately by the general rate model which accounts for all importanteffects <strong>of</strong> the column, i.e. mass transfer between the liquid <strong>and</strong> solidphase, pore diffusion, <strong>and</strong> axial dispersion. It is assumed that the particles <strong>of</strong>the solid phase are uniform, spherical, porous (with a constant void fraction ɛ p ),<strong>and</strong> that the mass transfer between the particle <strong>and</strong> the surrounding layer <strong>of</strong>the bulk is in a local equilibrium. The concentration <strong>of</strong> component i is given byc i in the liquid phase <strong>and</strong> by q i in the solid phase. D ax is the axial dispersioncoefficient, u the interstitial velocity, ɛ b the void fraction <strong>of</strong> the bulk phase, c eqithe equilibrium concentration, k l,i the film mass transfer resistance, <strong>and</strong> D p,ithe diffusion coefficient within the particle pores. The concentration within thepores is denoted by c p,i . Furthermore, it is assumed that u <strong>and</strong> c i are uniformlydistributed over the radius. The following set <strong>of</strong> partial differential equations forthe separators <strong>and</strong> the tubular reactors can be obtained from a mass balance

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