Observer based dual-layer sliding mode fault-tolerant control for dissolved oxygen concentration in wastewater treatment process

IF 3.9 2区 计算机科学 Q2 AUTOMATION & CONTROL SYSTEMS
Hongyan Yang, Qi Zou, Honggui Han
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引用次数: 0

Abstract

Fault-tolerant control (FTC) of dissolved oxygen concentration is the core technology to ensure the robustness of wastewater treatment process (WWTP). However, the dynamic characteristics of microbial community are difficult to be modeled accurately, and external disturbances such as fluctuations in influent water quality and equipment failures further increase the control difficulty. Therefore, how to effectively compensate for the unmodeled dynamics and improve the system robustness is still a key problem to be solved in the field of WWTP control. In order to address this problem, this paper proposes an FTC method for dissolved oxygen concentration that integrates a dual sliding mode observation mechanism and an intelligent optimization strategy. Firstly, a state observer with an adaptive compensation mechanism is constructed based on the sliding mode control (SMC) method to realize the simultaneous estimation of dissolved oxygen concentration and unmodeled dynamics. Secondly, an adaptive robust fault-tolerant controller is designed by combining the Lyapunov stability theory. Then, a double sliding mode surface containing observation error and control error is established. Thirdly, a differential evolutionary algorithm is introduced to perform a global optimization of the robust gain parameters, which transforms the complex robustness problem into an optimal gain solving problem. Simulation experiments are conducted to compare the fault-tolerant control effect of different control methods with the proposed method, and the results verify the superiority of the method proposed in this paper.
基于观测器的废水处理过程溶解氧浓度双层滑模容错控制
溶解氧浓度容错控制是保证污水处理过程鲁棒性的核心技术。然而,微生物群落的动态特征难以准确建模,而进水水质波动和设备故障等外部干扰进一步增加了控制难度。因此,如何有效地补偿未建模的动力学,提高系统的鲁棒性仍然是污水处理控制领域需要解决的关键问题。为了解决这一问题,本文提出了一种溶解氧浓度的FTC方法,该方法集成了双滑模观测机制和智能优化策略。首先,基于滑模控制(SMC)方法构造了带自适应补偿机制的状态观测器,实现了溶解氧浓度和未建模动力学的同步估计;其次,结合李雅普诺夫稳定性理论,设计了自适应鲁棒容错控制器。然后,建立了包含观测误差和控制误差的双滑模曲面。第三,引入差分进化算法对鲁棒增益参数进行全局优化,将复杂的鲁棒性问题转化为最优增益求解问题。通过仿真实验比较了不同控制方法与本文方法的容错控制效果,结果验证了本文方法的优越性。
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来源期刊
Journal of Process Control
Journal of Process Control 工程技术-工程:化工
CiteScore
7.00
自引率
11.90%
发文量
159
审稿时长
74 days
期刊介绍: This international journal covers the application of control theory, operations research, computer science and engineering principles to the solution of process control problems. In addition to the traditional chemical processing and manufacturing applications, the scope of process control problems involves a wide range of applications that includes energy processes, nano-technology, systems biology, bio-medical engineering, pharmaceutical processing technology, energy storage and conversion, smart grid, and data analytics among others. Papers on the theory in these areas will also be accepted provided the theoretical contribution is aimed at the application and the development of process control techniques. Topics covered include: • Control applications• Process monitoring• Plant-wide control• Process control systems• Control techniques and algorithms• Process modelling and simulation• Design methods Advanced design methods exclude well established and widely studied traditional design techniques such as PID tuning and its many variants. Applications in fields such as control of automotive engines, machinery and robotics are not deemed suitable unless a clear motivation for the relevance to process control is provided.
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