{"title":"基于模型的安全关键化学反应器故障诊断:实验研究","authors":"Pu Du, Benjamin Wilhite, Costas Kravaris","doi":"10.1002/aic.18565","DOIUrl":null,"url":null,"abstract":"<p>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.</p>","PeriodicalId":120,"journal":{"name":"AIChE Journal","volume":"70 12","pages":""},"PeriodicalIF":3.5000,"publicationDate":"2024-08-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1002/aic.18565","citationCount":"0","resultStr":"{\"title\":\"Model-based fault diagnosis for safety-critical chemical reactors: An experimental study\",\"authors\":\"Pu Du, Benjamin Wilhite, Costas Kravaris\",\"doi\":\"10.1002/aic.18565\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<p>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.</p>\",\"PeriodicalId\":120,\"journal\":{\"name\":\"AIChE Journal\",\"volume\":\"70 12\",\"pages\":\"\"},\"PeriodicalIF\":3.5000,\"publicationDate\":\"2024-08-27\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"https://onlinelibrary.wiley.com/doi/epdf/10.1002/aic.18565\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"AIChE Journal\",\"FirstCategoryId\":\"5\",\"ListUrlMain\":\"https://onlinelibrary.wiley.com/doi/10.1002/aic.18565\",\"RegionNum\":3,\"RegionCategory\":\"工程技术\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q2\",\"JCRName\":\"ENGINEERING, CHEMICAL\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"AIChE Journal","FirstCategoryId":"5","ListUrlMain":"https://onlinelibrary.wiley.com/doi/10.1002/aic.18565","RegionNum":3,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"ENGINEERING, CHEMICAL","Score":null,"Total":0}
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.
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.