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A user-friendly, low-cost turbidostat with versatile growth rate estimation based on an extended Kalman filter

机译:基于扩展卡尔曼滤波器的用户友好型低成本浊度仪,具有多种增长率估算功能

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摘要

For various experimental applications, microbial cultures at defined, constant densities are highly advantageous over simple batch cultures. Due to high costs, however, devices for continuous culture at freely defined densities still experience limited use. We have developed a small-scale turbidostat for research purposes, which is manufactured from inexpensive components and 3D printed parts. A high degree of spatial system integration and a graphical user interface provide user-friendly operability. The used optical density feedback control allows for constant continuous culture at a wide range of densities and offers to vary culture volume and dilution rates without additional parametrization. Further, a recursive algorithm for on-line growth rate estimation has been implemented. The employed Kalman filtering approach based on a very general state model retains the flexibility of the used control type and can be easily adapted to other bioreactor designs. Within several minutes it can converge to robust, accurate growth rate estimates. This is particularly useful for directed evolution experiments or studies on metabolic challenges, as it allows direct monitoring of the population fitness.
机译:对于各种实验应用,确定的恒定密度的微生物培养优于简单的分批培养。然而,由于成本高昂,以自由定义的密度进行连续培养的设备仍受到有限的使用。我们已经研发出一种小型的浊度仪,用于研究目的,它是由廉价的组件和3D打印零件制成的。高度的空间系统集成和图形用户界面提供了用户友好的可操作性。所使用的光密度反馈控制可在各种密度下进行连续连续培养,并可在不进行额外参数化的情况下改变培养体积和稀释率。此外,已经实现了用于在线增长率估计的递归算法。基于非常普遍的状态模型而采用的卡尔曼滤波方法保留了所用控制类型的灵活性,并且可以轻松地适应其他生物反应器设计。在几分钟之内,它可以收敛到可靠,准确的增长率估算值。这对于定向进化实验或关于代谢挑战的研究特别有用,因为它可以直接监视种群适应性。

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