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Journal ArticleDOI

Process fault detection based on modeling and estimation methods-A survey

Rolf Isermann
- 01 Jul 1984 - 
- Vol. 20, Iss: 4, pp 387-404
TLDR
This contribution presents a brief summary of some basic fault detection methods, followed by a description of suitable parameter estimation methods for continuous-time models.
About
This article is published in Automatica.The article was published on 1984-07-01. It has received 2367 citations till now. The article focuses on the topics: Fault detection and isolation & Process modeling.

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Citations
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Journal ArticleDOI

Model Based Fault Diagnosis and Supervision of Machines and Drives

TL;DR: In this paper, the authors describe a general methodology for the fault diagnosis of machines and drives by using few sensors, dynamic process and signal models and parameter estimation, which are then fed into a knowledge based fault diagnosis component.

Error Recovery in Automation - An Overview

TL;DR: This paper attempts to provide an overview of techniques and approaches to error recovery, both in automation and in other fields (such as autonomous robotics) where analogous problems occur.
Proceedings ArticleDOI

An actuator fault isolation strategy for linear and nonlinear systems

TL;DR: In this article, the authors considered constant actuator faults, that is, the outputs of some actuators are stuck at fixed undesirable constant values, and proposed a fault isolation strategy based on combining the conventional observer design techniques with adaptation techniques.
Journal ArticleDOI

Fault detection and isolation for PEM fuel cell stack with independent RBF model

TL;DR: It was found that the residual is sensitive to the fault when a static neural network model is used in system fault detection, and the use of a radial basis function network in independent mode as the system model for fault detection was proposed.
Journal ArticleDOI

Adaptive Filtering for Robust Proprioceptive Robot Impact Detection Under Model Uncertainties

TL;DR: In this paper, a new adaptive residual evaluation method is proposed to detect external impacts applied to the robot using proprioceptive information with maximal sensitivity, which is based on the difference between the estimated and the actual applied torques.
References
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Journal ArticleDOI

Paper: A survey of design methods for failure detection in dynamic systems

TL;DR: This paper surveys a number of methods for the detection of abrupt changes in stochastic dynamical systems, focusing on the class of linear systems, but the basic concepts carry over to other classes of systems.
Book

Digital Control Systems

TL;DR: This chapter introduces the z-Transform, a new type of transform that combines Laplace Transforms, z-Transforms and Modified Z-TRANSFORMS with Convolution Integral to achieve state-of-the-art control of Discrete-Data Systems.
Journal ArticleDOI

Correspondence item: An innovations approach to fault detection and diagnosis in dynamic systems

R. K. Mehra, +1 more
- 01 Sep 1971 - 
TL;DR: A general approach to fault detection, diagnosis and prognosis in systems describable by mathematical models is outlined, based on System Theory and Statistical Decision Theory.
Dissertation

Failure accomodation in linear systems through self-reorganization.

TL;DR: In this article, the authors present a model for the first unmanned aerial vehicle (UAV) and demonstrate its performance in the first flight test of the UAV-A1.
Journal ArticleDOI

Parameter estimation for continuous-time models-A survey

TL;DR: The paper reviews the progress of research on parameter estimation for continuous-time models of dynamic systems over the period 1958-1980 and includes a classification system which conforms as closely as possible to that which has arisen naturally over the past two decades.