A sliding mode observer for estimating substrate consumption rate in a fermentation process

A. F. N. A. Rahman, S. Spurgeon, Xing-gang Yan
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引用次数: 8

Abstract

In a fermentation system, the biomass balance and the substrate mass balance are coupled by a nonlinear growth rate condition. In order to control this nonlinear process, many researchers assume that both substrate and biomass concentration are measurable. In practice, only online measurement of substrate concentration is readily available. Estimating the biomass concentration can be done but it is often an expensive procedure. This paper will consider the development of a software sensor or observer using sliding mode techniques to estimate substrate consumption rate, which comprises a combination of the substrate concentration, biomass concentration, specific growth rate and yield production coefficient. This observer parameterisation simplifies the nonlinear differential equations of the fermentation process. It is shown that the sliding mode exhibited by the observer error dynamics is exponentially stable, and uncertainty effects are considered. The constructive observer parameterisation ensures the sliding mode is reached in finite time. Nonlinear simulation results support the theoretical developments and demonstrate the robustness of the observer in the presence of both parameter uncertainties and external disturbances.
用于估计发酵过程中底物消耗率的滑模观测器
在发酵系统中,生物量平衡和底物质量平衡是由非线性生长速率条件耦合的。为了控制这一非线性过程,许多研究者假设底物浓度和生物量浓度都是可测量的。在实践中,只有在线测量底物浓度是现成的。估算生物质浓度是可以做到的,但这通常是一个昂贵的过程。本文将考虑使用滑模技术开发软件传感器或观察者来估计底物消耗率,其中包括底物浓度,生物量浓度,特定生长率和产量生产系数的组合。这种观测器参数化简化了发酵过程的非线性微分方程。结果表明,观测器误差动态所表现出的滑模是指数稳定的,并考虑了不确定性效应。构造观测器参数化确保在有限时间内达到滑模。非线性仿真结果支持了理论发展,并证明了观测器在存在参数不确定性和外部干扰时的鲁棒性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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