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Fault detection and diagnosis in nonlinear systems: a differential and algebraic viewpoint

The high reliability required in industrial processes has created the necessity of detecting abnormal conditions, called faults, while processes are operating. The term fault generically refers to any type of process degradation, or degradation in equipment performance because of changes in the proc...

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Detalles Bibliográficos
Autores principales: Martinez-Guerra, Rafael, Mata-Machuca, Juan Luis
Lenguaje:eng
Publicado: Springer 2014
Materias:
Acceso en línea:https://dx.doi.org/10.1007/978-3-319-03047-0
http://cds.cern.ch/record/1634853
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author Martinez-Guerra, Rafael
Mata-Machuca, Juan Luis
author_facet Martinez-Guerra, Rafael
Mata-Machuca, Juan Luis
author_sort Martinez-Guerra, Rafael
collection CERN
description The high reliability required in industrial processes has created the necessity of detecting abnormal conditions, called faults, while processes are operating. The term fault generically refers to any type of process degradation, or degradation in equipment performance because of changes in the process's physical characteristics, process inputs or environmental conditions. This book is about the fundamentals of fault detection and diagnosis in a variety of nonlinear systems which are represented by ordinary differential equations. The fault detection problem is approached from a differential algebraic viewpoint, using residual generators based upon high-gain nonlinear auxiliary systems (‘observers’). A prominent role is played by the type of mathematical tools that will be used, requiring knowledge of differential algebra and differential equations. Specific theorems tailored to the needs of the problem-solving procedures are developed and proved. Applications to real-world problems, both with constant and time-varying faults, are made throughout the book and include electromechanical positioning systems, the Continuous Stirred Tank Reactor (CSTR), bioreactor models and belt drive systems, to name but a few.
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spelling cern-16348532021-04-21T21:31:28Zdoi:10.1007/978-3-319-03047-0http://cds.cern.ch/record/1634853engMartinez-Guerra, RafaelMata-Machuca, Juan LuisFault detection and diagnosis in nonlinear systems: a differential and algebraic viewpointMathematical Physics and MathematicsThe high reliability required in industrial processes has created the necessity of detecting abnormal conditions, called faults, while processes are operating. The term fault generically refers to any type of process degradation, or degradation in equipment performance because of changes in the process's physical characteristics, process inputs or environmental conditions. This book is about the fundamentals of fault detection and diagnosis in a variety of nonlinear systems which are represented by ordinary differential equations. The fault detection problem is approached from a differential algebraic viewpoint, using residual generators based upon high-gain nonlinear auxiliary systems (‘observers’). A prominent role is played by the type of mathematical tools that will be used, requiring knowledge of differential algebra and differential equations. Specific theorems tailored to the needs of the problem-solving procedures are developed and proved. Applications to real-world problems, both with constant and time-varying faults, are made throughout the book and include electromechanical positioning systems, the Continuous Stirred Tank Reactor (CSTR), bioreactor models and belt drive systems, to name but a few.Springeroai:cds.cern.ch:16348532014
spellingShingle Mathematical Physics and Mathematics
Martinez-Guerra, Rafael
Mata-Machuca, Juan Luis
Fault detection and diagnosis in nonlinear systems: a differential and algebraic viewpoint
title Fault detection and diagnosis in nonlinear systems: a differential and algebraic viewpoint
title_full Fault detection and diagnosis in nonlinear systems: a differential and algebraic viewpoint
title_fullStr Fault detection and diagnosis in nonlinear systems: a differential and algebraic viewpoint
title_full_unstemmed Fault detection and diagnosis in nonlinear systems: a differential and algebraic viewpoint
title_short Fault detection and diagnosis in nonlinear systems: a differential and algebraic viewpoint
title_sort fault detection and diagnosis in nonlinear systems: a differential and algebraic viewpoint
topic Mathematical Physics and Mathematics
url https://dx.doi.org/10.1007/978-3-319-03047-0
http://cds.cern.ch/record/1634853
work_keys_str_mv AT martinezguerrarafael faultdetectionanddiagnosisinnonlinearsystemsadifferentialandalgebraicviewpoint
AT matamachucajuanluis faultdetectionanddiagnosisinnonlinearsystemsadifferentialandalgebraicviewpoint