基于模型的安全关键化学反应器故障诊断:实验研究

IF 3.5 3区 工程技术 Q2 ENGINEERING, CHEMICAL AIChE Journal Pub Date : 2024-08-27 DOI:10.1002/aic.18565
Pu Du, Benjamin Wilhite, Costas Kravaris
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引用次数: 0

摘要

本文介绍了在化学反应器系统中进行故障检测、隔离和估计的实验应用,引入了一种无需线性近似的基于功能观测器的方法。残差信号发生器作为干扰解耦功能观测器,提供故障大小估计,并通过多个独立运行的发生器实现故障隔离。实验研究以 3-甲基吡啶氧化过程为重点,推导了一个离散时间模型,并针对冷却剂入口温度和进料浓度故障构建了特定的残差信号发生器。故障诊断采用了快速傅立叶变换(FFT)滤波和广义似然比(GLR),便于在实验过程中进行即时检测。实验验证了故障检测、干扰解耦和估计的有效性。
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Model-based fault diagnosis for safety-critical chemical reactors: An experimental study

This article presents an experimental application of fault detection, isolation, and estimation in a chemical reactor system, introducing a functional observer-based approach without the need for linear approximation. The residual signal generators, functioning as disturbance-decoupled functional observers, provide fault size estimates and enable fault isolation through multiple generators operating independently. The experimental study focuses on the 3-Picoline oxidation process, deriving a discrete-time model, and constructing specific residual generators for coolant inlet temperature and feed concentration faults. Fault diagnosis employs Fast Fourier Transform (FFT) filtering and Generalized Likelihood Ratio (GLR), facilitating on-the-fly detection during the experiment. The effectiveness of fault detection, disturbance decoupling, and estimation is experimentally validated.

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来源期刊
AIChE Journal
AIChE Journal 工程技术-工程:化工
CiteScore
7.10
自引率
10.80%
发文量
411
审稿时长
3.6 months
期刊介绍: The AIChE Journal is the premier research monthly in chemical engineering and related fields. This peer-reviewed and broad-based journal reports on the most important and latest technological advances in core areas of chemical engineering as well as in other relevant engineering disciplines. To keep abreast with the progressive outlook of the profession, the Journal has been expanding the scope of its editorial contents to include such fast developing areas as biotechnology, electrochemical engineering, and environmental engineering. The AIChE Journal is indeed the global communications vehicle for the world-renowned researchers to exchange top-notch research findings with one another. Subscribing to the AIChE Journal is like having immediate access to nine topical journals in the field. Articles are categorized according to the following topical areas: Biomolecular Engineering, Bioengineering, Biochemicals, Biofuels, and Food Inorganic Materials: Synthesis and Processing Particle Technology and Fluidization Process Systems Engineering Reaction Engineering, Kinetics and Catalysis Separations: Materials, Devices and Processes Soft Materials: Synthesis, Processing and Products Thermodynamics and Molecular-Scale Phenomena Transport Phenomena and Fluid Mechanics.
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