Interval observer versus set-membership approaches for fault detection in uncertain systems using zonotopes
This paper presents both analysis and comparison of the interval observer–based and set-membership approaches for the state estimation and fault detection (FD) in uncertain linear systems. The considered approaches assume that both state disturbance and measurement noise are modeled in a determinist...
| Autores: | , , |
|---|---|
| Tipo de recurso: | artículo |
| Fecha de publicación: | 2019 |
| País: | España |
| Institución: | Universitat Politècnica de Catalunya (UPC) |
| Repositorio: | UPCommons. Portal del coneixement obert de la UPC |
| Idioma: | inglés |
| OAI Identifier: | oai:upcommons.upc.edu:2117/134283 |
| Acceso en línea: | https://hdl.handle.net/2117/134283 https://dx.doi.org/10.1002/rnc.4523 |
| Access Level: | acceso abierto |
| Palabra clave: | Uncertainty, Interval observer, Set membership, State estimation, Fault detection, Minimum detectable fault Fault tolerance (Engineering) Tolerància als errors (Enginyeria) Àrees temàtiques de la UPC::Informàtica::Automàtica i control |
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Interval observer versus set-membership approaches for fault detection in uncertain systems using zonotopesPourasgharlafmejani, MasoudPuig Cayuela, Vicenç|||0000-0002-6364-6429Ocampo-Martínez, Carlos|||0000-0001-9251-6044Uncertainty, Interval observer, Set membership, State estimation, Fault detection, Minimum detectable faultFault tolerance (Engineering)Tolerància als errors (Enginyeria)Àrees temàtiques de la UPC::Informàtica::Automàtica i controlThis paper presents both analysis and comparison of the interval observer–based and set-membership approaches for the state estimation and fault detection (FD) in uncertain linear systems. The considered approaches assume that both state disturbance and measurement noise are modeled in a deterministic context following the unknown but bounded approach. The propagation of uncertainty in the state estimation is bounded through a zonotopic set representation. Both approaches have been mathematically related and compared when used for state estimation and FD. A case study based on a two-tanks system is employed for showing the relationship between both approaches while comparing their performancePeer Reviewed20192019-01-0120192019-06-12journal articlehttp://purl.org/coar/resource_type/c_6501AMhttp://purl.org/coar/version/c_ab4af688f83e57aainfo:eu-repo/semantics/articleapplication/pdfhttps://hdl.handle.net/2117/134283https://dx.doi.org/10.1002/rnc.4523reponame:UPCommons. Portal del coneixement obert de la UPCinstname:Universitat Politècnica de Catalunya (UPC)Inglésengopen accesshttp://purl.org/coar/access_right/c_abf2Attribution-NonCommercial-NoDerivs 3.0 Spainhttp://creativecommons.org/licenses/by-nc-nd/3.0/es/info:eu-repo/semantics/openAccessoai:upcommons.upc.edu:2117/1342832026-05-27T15:37:01Z |
| dc.title.none.fl_str_mv |
Interval observer versus set-membership approaches for fault detection in uncertain systems using zonotopes |
| title |
Interval observer versus set-membership approaches for fault detection in uncertain systems using zonotopes |
| spellingShingle |
Interval observer versus set-membership approaches for fault detection in uncertain systems using zonotopes Pourasgharlafmejani, Masoud Uncertainty, Interval observer, Set membership, State estimation, Fault detection, Minimum detectable fault Fault tolerance (Engineering) Tolerància als errors (Enginyeria) Àrees temàtiques de la UPC::Informàtica::Automàtica i control |
| title_short |
Interval observer versus set-membership approaches for fault detection in uncertain systems using zonotopes |
| title_full |
Interval observer versus set-membership approaches for fault detection in uncertain systems using zonotopes |
| title_fullStr |
Interval observer versus set-membership approaches for fault detection in uncertain systems using zonotopes |
| title_full_unstemmed |
Interval observer versus set-membership approaches for fault detection in uncertain systems using zonotopes |
| title_sort |
Interval observer versus set-membership approaches for fault detection in uncertain systems using zonotopes |
| dc.creator.none.fl_str_mv |
Pourasgharlafmejani, Masoud Puig Cayuela, Vicenç|||0000-0002-6364-6429 Ocampo-Martínez, Carlos|||0000-0001-9251-6044 |
| author |
Pourasgharlafmejani, Masoud |
| author_facet |
Pourasgharlafmejani, Masoud Puig Cayuela, Vicenç|||0000-0002-6364-6429 Ocampo-Martínez, Carlos|||0000-0001-9251-6044 |
| author_role |
author |
| author2 |
Puig Cayuela, Vicenç|||0000-0002-6364-6429 Ocampo-Martínez, Carlos|||0000-0001-9251-6044 |
| author2_role |
author author |
| dc.subject.none.fl_str_mv |
Uncertainty, Interval observer, Set membership, State estimation, Fault detection, Minimum detectable fault Fault tolerance (Engineering) Tolerància als errors (Enginyeria) Àrees temàtiques de la UPC::Informàtica::Automàtica i control |
| topic |
Uncertainty, Interval observer, Set membership, State estimation, Fault detection, Minimum detectable fault Fault tolerance (Engineering) Tolerància als errors (Enginyeria) Àrees temàtiques de la UPC::Informàtica::Automàtica i control |
| description |
This paper presents both analysis and comparison of the interval observer–based and set-membership approaches for the state estimation and fault detection (FD) in uncertain linear systems. The considered approaches assume that both state disturbance and measurement noise are modeled in a deterministic context following the unknown but bounded approach. The propagation of uncertainty in the state estimation is bounded through a zonotopic set representation. Both approaches have been mathematically related and compared when used for state estimation and FD. A case study based on a two-tanks system is employed for showing the relationship between both approaches while comparing their performance |
| publishDate |
2019 |
| dc.date.none.fl_str_mv |
2019 2019-01-01 2019 2019-06-12 |
| dc.type.none.fl_str_mv |
journal article http://purl.org/coar/resource_type/c_6501 AM http://purl.org/coar/version/c_ab4af688f83e57aa |
| dc.type.openaire.fl_str_mv |
info:eu-repo/semantics/article |
| format |
article |
| dc.identifier.none.fl_str_mv |
https://hdl.handle.net/2117/134283 https://dx.doi.org/10.1002/rnc.4523 |
| url |
https://hdl.handle.net/2117/134283 https://dx.doi.org/10.1002/rnc.4523 |
| dc.language.none.fl_str_mv |
Inglés eng |
| language_invalid_str_mv |
Inglés |
| language |
eng |
| dc.rights.none.fl_str_mv |
open access http://purl.org/coar/access_right/c_abf2 Attribution-NonCommercial-NoDerivs 3.0 Spain http://creativecommons.org/licenses/by-nc-nd/3.0/es/ |
| dc.rights.openaire.fl_str_mv |
info:eu-repo/semantics/openAccess |
| rights_invalid_str_mv |
open access http://purl.org/coar/access_right/c_abf2 Attribution-NonCommercial-NoDerivs 3.0 Spain http://creativecommons.org/licenses/by-nc-nd/3.0/es/ |
| eu_rights_str_mv |
openAccess |
| dc.format.none.fl_str_mv |
application/pdf |
| dc.source.none.fl_str_mv |
reponame:UPCommons. Portal del coneixement obert de la UPC instname:Universitat Politècnica de Catalunya (UPC) |
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Universitat Politècnica de Catalunya (UPC) |
| reponame_str |
UPCommons. Portal del coneixement obert de la UPC |
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UPCommons. Portal del coneixement obert de la UPC |
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1869402706592923648 |
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15,300719 |