Process fault diagnosis with model-and knowledge-based approaches: Advances and opportunities

W Li, H Li, S Gu, T Chen - Control Engineering Practice, 2020 - Elsevier
Fault diagnosis plays a vital role in ensuring safe and efficient operation of modern process
plants. Despite the encouraging progress in its research, developing a reliable and …

A review of process fault detection and diagnosis: Part I: Quantitative model-based methods

V Venkatasubramanian, R Rengaswamy, K Yin… - Computers & chemical …, 2003 - Elsevier
Fault detection and diagnosis is an important problem in process engineering. It is the
central component of abnormal event management (AEM) which has attracted a lot of …

A review of process fault detection and diagnosis: Part III: Process history based methods

V Venkatasubramanian, R Rengaswamy… - Computers & chemical …, 2003 - Elsevier
In this final part, we discuss fault diagnosis methods that are based on historic process
knowledge. We also compare and evaluate the various methodologies reviewed in this …

Bridging data-driven and model-based approaches for process fault diagnosis and health monitoring: A review of researches and future challenges

K Tidriri, N Chatti, S Verron, T Tiplica - Annual Reviews in Control, 2016 - Elsevier
Abstract Fault Diagnosis and Health Monitoring (FD-HM) for modern control systems have
been an active area of research over the last few years. Model-based FD-HM computational …

A survey of the application of basic data-driven and model-based methods in process monitoring and fault diagnosis

SX Ding, P Zhang, T Jeinsch, EL Ding, P Engel… - IFAC Proceedings …, 2011 - Elsevier
Basic data-driven and model-based process monitoring and fault diagnosis methods are
surveyed from the application viewpoint. The main objective is to study the needed …

Model-based fault diagnosis in technical processes

PM Frank, SX Ding, T Marcu - Transactions of the Institute of …, 2000 - journals.sagepub.com
In this paper the state-of-the-art developments model-based fault diagnosis in technical
processes are reviewed. Attention is focused upon both the analytical approaches that make …

Process Fault Diagnosis Based on Process Model Knowledge: Part II—Case Study Experiments

R Isermann, B Freyermuth - 1991 - asmedigitalcollection.asme.org
A computer assisted fault diagnosis system (CAFD) is considered which allows the early
detection and localization of process faults during normal operation or on request. It is based …

Process fault diagnosis based on process model knowledge: Part I—Principles for fault diagnosis with parameter estimation

R Isermann, B Freyermuth - 1991 - asmedigitalcollection.asme.org
A computer assisted fault diagnosis system (CAFD) is considered which allows the early
detection and localization of process faults during normal operation or on request. It is based …

Diagnostic model processor: using deep knowledge for process fault diagnosis

TF Petti, J Klein, PS Dhurjati - AIChE Journal, 1990 - Wiley Online Library
Many recent attempts to use expert systems for process fault diagnosis have included
information derived from deep knowledge. This information is generally implemented as a …

Open benchmarks for assessment of process monitoring and fault diagnosis techniques: A review and critical analysis

A Melo, MM Câmara, N Clavijo, JC Pinto - Computers & Chemical …, 2022 - Elsevier
The present paper brings together openly available datasets and simulators for testing of
process monitoring and fault diagnosis techniques. Some general characteristics of these …