State estimation of yeast galactose pathway using extended Kalman filter

Swati Dhobaley, Prashant Bhopale
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Abstract

Biological Systems pertain to problems relative to disturbances, since various outputs (Proteins, Signals, Polymer Complexes etc.) are usually adulterated due to extrinsic and intrinsic uncertainties. Thus, standard estimation processes turns out significant in such scenarios where states/parameters could be estimated in order to accurately define the measurements. In this paper, a standard Extended Kalman filtering (EKF) approach has been implemented in order to estimate the states of a yeast galactose pathway, operating in constantly changing sources of nutrients.
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基于扩展卡尔曼滤波的酵母半乳糖通路状态估计
生物系统涉及与干扰有关的问题,因为各种输出(蛋白质、信号、聚合物复合物等)通常由于外在和内在的不确定性而掺假。因此,在可以估计状态/参数以准确定义测量的情况下,标准估计过程变得非常重要。在本文中,一个标准的扩展卡尔曼滤波(EKF)方法已经实现,以估计酵母半乳糖途径的状态,在不断变化的营养来源操作。
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