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Model-Based Optimization of Feeding Recipe for Rifamycin Fermentation

机译:基于模型的利福霉素发酵配方优化

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Industrial fermentation processes typically use complex media and operate in fed-batch mode to minimize the effects of catabolite repression.However,model-based feeding recipes have not been reported for such processes primarily as a result of the lack of reliable process models.By using a recently published process model,we optimize the feeding recipe for rifamycin B fermentation in complex media.Experimental validation shows a twofold improvement in productivity over an optimized batch.The dynamic optimization problem was posed as a nonlinear program and solved using successive quadratic programming.The feed profiles of four substrates were parameterized to convert the problem into a finite decision space consisting of substrate feed rates and switching intervals.Several distinct recipes,each corresponding to a unique initial guess of decision variables,showed comparable productivity,implying the presence of multiple local optima.The strategy presented here can be applied for optimization of other fermentation processes for which reliable process models are available.
机译:工业发酵过程通常使用复杂的介质并以分批补料的方式运行,以最大程度地减少分解代谢物的阻遏作用。然而,由于缺乏可靠的过程模型,因此尚未针对此类过程报道基于模型的补料配方。在最近发布的过程模型中,我们优化了复杂培养基中利福霉素B发酵的进料配方。实验验证表明,与优化批次相比,生产率提高了两倍。动态优化问题被视为非线性程序,并使用逐次二次程序解决。参数化四种基材的进料轮廓,将问题转换成由基材进料速率和切换间隔组成的有限决策空间。几种不同的配方(每种都对应于决策变量的唯一初始猜测)显示出可比的生产率,这意味着存在多个局部最优。此处介绍的策略可用于优化可获得可靠过程模型的其他发酵过程。

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