A method to analyze wear mechanisms on worn chute lining surfaces using computer vision tools

Worn surfaces of the chute linings used under impact and sliding contact conditions in an iron ore plant were characterized. A new method for wear surface analysis of chute linings supported by computer vision tools was developed. The created machine learning model not only recognized and classified...
Ausführliche Beschreibung

Gespeichert in:

Autor*in:	Viáfara, C.C. [verfasserIn] Valenzuela, B. [verfasserIn] Martínez, F. [verfasserIn] Penagos, J.J. [verfasserIn]

Format:	E-Artikel
Sprache:	Englisch

Erschienen:	2023

Schlagwörter:	Wear surface analysis Wear mechanisms Abrasive wear Corrosive wear

Übergeordnetes Werk:	Enthalten in: Tribology international - Amsterdam [u.a.] : Elsevier Science, 1975, 186
Übergeordnetes Werk:	volume:186

DOI / URN:	10.1016/j.triboint.2023.108586

Katalog-ID:	ELV010425217

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650		4	\|a Corrosive wear
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allfields	10.1016/j.triboint.2023.108586 doi (DE-627)ELV010425217 (ELSEVIER)S0301-679X(23)00373-0 DE-627 ger DE-627 rda eng 660 VZ 52.12 bkl Viáfara, C.C. verfasserin aut A method to analyze wear mechanisms on worn chute lining surfaces using computer vision tools 2023 nicht spezifiziert zzz rdacontent Computermedien c rdamedia Online-Ressource cr rdacarrier Worn surfaces of the chute linings used under impact and sliding contact conditions in an iron ore plant were characterized. A new method for wear surface analysis of chute linings supported by computer vision tools was developed. The created machine learning model not only recognized and classified wear mechanisms but also mapped and estimated their corresponding affected areas on the entire working surface of the sliding contact lining. A combination of impact and abrasion wear modes took place for the impact contact lining, while LSSA and corrosion wear modes were identified as acting simultaneously on the sliding contact lining. Wear surface analysis Wear mechanisms Abrasive wear Corrosive wear Valenzuela, B. verfasserin aut Martínez, F. verfasserin (orcid)0000-0001-7353-049X aut Penagos, J.J. verfasserin aut Enthalten in Tribology international Amsterdam [u.a.] : Elsevier Science, 1975 186 Online-Ressource (DE-627)314125485 (DE-600)1501092-2 (DE-576)116451750 0301-679X nnns volume:186 GBV_USEFLAG_U SYSFLAG_U GBV_ELV SSG-OLC-PHA GBV_ILN_20 GBV_ILN_22 GBV_ILN_23 GBV_ILN_24 GBV_ILN_31 GBV_ILN_32 GBV_ILN_40 GBV_ILN_60 GBV_ILN_62 GBV_ILN_65 GBV_ILN_69 GBV_ILN_70 GBV_ILN_73 GBV_ILN_74 GBV_ILN_90 GBV_ILN_95 GBV_ILN_100 GBV_ILN_105 GBV_ILN_110 GBV_ILN_150 GBV_ILN_151 GBV_ILN_187 GBV_ILN_213 GBV_ILN_224 GBV_ILN_230 GBV_ILN_370 GBV_ILN_602 GBV_ILN_702 GBV_ILN_2001 GBV_ILN_2003 GBV_ILN_2004 GBV_ILN_2005 GBV_ILN_2007 GBV_ILN_2008 GBV_ILN_2009 GBV_ILN_2010 GBV_ILN_2011 GBV_ILN_2014 GBV_ILN_2015 GBV_ILN_2020 GBV_ILN_2021 GBV_ILN_2025 GBV_ILN_2026 GBV_ILN_2027 GBV_ILN_2034 GBV_ILN_2044 GBV_ILN_2048 GBV_ILN_2049 GBV_ILN_2050 GBV_ILN_2055 GBV_ILN_2056 GBV_ILN_2059 GBV_ILN_2061 GBV_ILN_2064 GBV_ILN_2088 GBV_ILN_2106 GBV_ILN_2110 GBV_ILN_2111 GBV_ILN_2112 GBV_ILN_2122 GBV_ILN_2129 GBV_ILN_2143 GBV_ILN_2152 GBV_ILN_2153 GBV_ILN_2190 GBV_ILN_2232 GBV_ILN_2336 GBV_ILN_2470 GBV_ILN_2507 GBV_ILN_4035 GBV_ILN_4037 GBV_ILN_4112 GBV_ILN_4125 GBV_ILN_4242 GBV_ILN_4249 GBV_ILN_4251 GBV_ILN_4305 GBV_ILN_4306 GBV_ILN_4307 GBV_ILN_4313 GBV_ILN_4322 GBV_ILN_4323 GBV_ILN_4324 GBV_ILN_4325 GBV_ILN_4326 GBV_ILN_4333 GBV_ILN_4334 GBV_ILN_4338 GBV_ILN_4393 GBV_ILN_4700 52.12 Tribologie VZ AR 186
spelling	10.1016/j.triboint.2023.108586 doi (DE-627)ELV010425217 (ELSEVIER)S0301-679X(23)00373-0 DE-627 ger DE-627 rda eng 660 VZ 52.12 bkl Viáfara, C.C. verfasserin aut A method to analyze wear mechanisms on worn chute lining surfaces using computer vision tools 2023 nicht spezifiziert zzz rdacontent Computermedien c rdamedia Online-Ressource cr rdacarrier Worn surfaces of the chute linings used under impact and sliding contact conditions in an iron ore plant were characterized. A new method for wear surface analysis of chute linings supported by computer vision tools was developed. The created machine learning model not only recognized and classified wear mechanisms but also mapped and estimated their corresponding affected areas on the entire working surface of the sliding contact lining. A combination of impact and abrasion wear modes took place for the impact contact lining, while LSSA and corrosion wear modes were identified as acting simultaneously on the sliding contact lining. Wear surface analysis Wear mechanisms Abrasive wear Corrosive wear Valenzuela, B. verfasserin aut Martínez, F. verfasserin (orcid)0000-0001-7353-049X aut Penagos, J.J. verfasserin aut Enthalten in Tribology international Amsterdam [u.a.] : Elsevier Science, 1975 186 Online-Ressource (DE-627)314125485 (DE-600)1501092-2 (DE-576)116451750 0301-679X nnns volume:186 GBV_USEFLAG_U SYSFLAG_U GBV_ELV SSG-OLC-PHA GBV_ILN_20 GBV_ILN_22 GBV_ILN_23 GBV_ILN_24 GBV_ILN_31 GBV_ILN_32 GBV_ILN_40 GBV_ILN_60 GBV_ILN_62 GBV_ILN_65 GBV_ILN_69 GBV_ILN_70 GBV_ILN_73 GBV_ILN_74 GBV_ILN_90 GBV_ILN_95 GBV_ILN_100 GBV_ILN_105 GBV_ILN_110 GBV_ILN_150 GBV_ILN_151 GBV_ILN_187 GBV_ILN_213 GBV_ILN_224 GBV_ILN_230 GBV_ILN_370 GBV_ILN_602 GBV_ILN_702 GBV_ILN_2001 GBV_ILN_2003 GBV_ILN_2004 GBV_ILN_2005 GBV_ILN_2007 GBV_ILN_2008 GBV_ILN_2009 GBV_ILN_2010 GBV_ILN_2011 GBV_ILN_2014 GBV_ILN_2015 GBV_ILN_2020 GBV_ILN_2021 GBV_ILN_2025 GBV_ILN_2026 GBV_ILN_2027 GBV_ILN_2034 GBV_ILN_2044 GBV_ILN_2048 GBV_ILN_2049 GBV_ILN_2050 GBV_ILN_2055 GBV_ILN_2056 GBV_ILN_2059 GBV_ILN_2061 GBV_ILN_2064 GBV_ILN_2088 GBV_ILN_2106 GBV_ILN_2110 GBV_ILN_2111 GBV_ILN_2112 GBV_ILN_2122 GBV_ILN_2129 GBV_ILN_2143 GBV_ILN_2152 GBV_ILN_2153 GBV_ILN_2190 GBV_ILN_2232 GBV_ILN_2336 GBV_ILN_2470 GBV_ILN_2507 GBV_ILN_4035 GBV_ILN_4037 GBV_ILN_4112 GBV_ILN_4125 GBV_ILN_4242 GBV_ILN_4249 GBV_ILN_4251 GBV_ILN_4305 GBV_ILN_4306 GBV_ILN_4307 GBV_ILN_4313 GBV_ILN_4322 GBV_ILN_4323 GBV_ILN_4324 GBV_ILN_4325 GBV_ILN_4326 GBV_ILN_4333 GBV_ILN_4334 GBV_ILN_4338 GBV_ILN_4393 GBV_ILN_4700 52.12 Tribologie VZ AR 186
allfields_unstemmed	10.1016/j.triboint.2023.108586 doi (DE-627)ELV010425217 (ELSEVIER)S0301-679X(23)00373-0 DE-627 ger DE-627 rda eng 660 VZ 52.12 bkl Viáfara, C.C. verfasserin aut A method to analyze wear mechanisms on worn chute lining surfaces using computer vision tools 2023 nicht spezifiziert zzz rdacontent Computermedien c rdamedia Online-Ressource cr rdacarrier Worn surfaces of the chute linings used under impact and sliding contact conditions in an iron ore plant were characterized. A new method for wear surface analysis of chute linings supported by computer vision tools was developed. The created machine learning model not only recognized and classified wear mechanisms but also mapped and estimated their corresponding affected areas on the entire working surface of the sliding contact lining. A combination of impact and abrasion wear modes took place for the impact contact lining, while LSSA and corrosion wear modes were identified as acting simultaneously on the sliding contact lining. Wear surface analysis Wear mechanisms Abrasive wear Corrosive wear Valenzuela, B. verfasserin aut Martínez, F. verfasserin (orcid)0000-0001-7353-049X aut Penagos, J.J. verfasserin aut Enthalten in Tribology international Amsterdam [u.a.] : Elsevier Science, 1975 186 Online-Ressource (DE-627)314125485 (DE-600)1501092-2 (DE-576)116451750 0301-679X nnns volume:186 GBV_USEFLAG_U SYSFLAG_U GBV_ELV SSG-OLC-PHA GBV_ILN_20 GBV_ILN_22 GBV_ILN_23 GBV_ILN_24 GBV_ILN_31 GBV_ILN_32 GBV_ILN_40 GBV_ILN_60 GBV_ILN_62 GBV_ILN_65 GBV_ILN_69 GBV_ILN_70 GBV_ILN_73 GBV_ILN_74 GBV_ILN_90 GBV_ILN_95 GBV_ILN_100 GBV_ILN_105 GBV_ILN_110 GBV_ILN_150 GBV_ILN_151 GBV_ILN_187 GBV_ILN_213 GBV_ILN_224 GBV_ILN_230 GBV_ILN_370 GBV_ILN_602 GBV_ILN_702 GBV_ILN_2001 GBV_ILN_2003 GBV_ILN_2004 GBV_ILN_2005 GBV_ILN_2007 GBV_ILN_2008 GBV_ILN_2009 GBV_ILN_2010 GBV_ILN_2011 GBV_ILN_2014 GBV_ILN_2015 GBV_ILN_2020 GBV_ILN_2021 GBV_ILN_2025 GBV_ILN_2026 GBV_ILN_2027 GBV_ILN_2034 GBV_ILN_2044 GBV_ILN_2048 GBV_ILN_2049 GBV_ILN_2050 GBV_ILN_2055 GBV_ILN_2056 GBV_ILN_2059 GBV_ILN_2061 GBV_ILN_2064 GBV_ILN_2088 GBV_ILN_2106 GBV_ILN_2110 GBV_ILN_2111 GBV_ILN_2112 GBV_ILN_2122 GBV_ILN_2129 GBV_ILN_2143 GBV_ILN_2152 GBV_ILN_2153 GBV_ILN_2190 GBV_ILN_2232 GBV_ILN_2336 GBV_ILN_2470 GBV_ILN_2507 GBV_ILN_4035 GBV_ILN_4037 GBV_ILN_4112 GBV_ILN_4125 GBV_ILN_4242 GBV_ILN_4249 GBV_ILN_4251 GBV_ILN_4305 GBV_ILN_4306 GBV_ILN_4307 GBV_ILN_4313 GBV_ILN_4322 GBV_ILN_4323 GBV_ILN_4324 GBV_ILN_4325 GBV_ILN_4326 GBV_ILN_4333 GBV_ILN_4334 GBV_ILN_4338 GBV_ILN_4393 GBV_ILN_4700 52.12 Tribologie VZ AR 186
allfieldsGer	10.1016/j.triboint.2023.108586 doi (DE-627)ELV010425217 (ELSEVIER)S0301-679X(23)00373-0 DE-627 ger DE-627 rda eng 660 VZ 52.12 bkl Viáfara, C.C. verfasserin aut A method to analyze wear mechanisms on worn chute lining surfaces using computer vision tools 2023 nicht spezifiziert zzz rdacontent Computermedien c rdamedia Online-Ressource cr rdacarrier Worn surfaces of the chute linings used under impact and sliding contact conditions in an iron ore plant were characterized. A new method for wear surface analysis of chute linings supported by computer vision tools was developed. The created machine learning model not only recognized and classified wear mechanisms but also mapped and estimated their corresponding affected areas on the entire working surface of the sliding contact lining. A combination of impact and abrasion wear modes took place for the impact contact lining, while LSSA and corrosion wear modes were identified as acting simultaneously on the sliding contact lining. Wear surface analysis Wear mechanisms Abrasive wear Corrosive wear Valenzuela, B. verfasserin aut Martínez, F. verfasserin (orcid)0000-0001-7353-049X aut Penagos, J.J. verfasserin aut Enthalten in Tribology international Amsterdam [u.a.] : Elsevier Science, 1975 186 Online-Ressource (DE-627)314125485 (DE-600)1501092-2 (DE-576)116451750 0301-679X nnns volume:186 GBV_USEFLAG_U SYSFLAG_U GBV_ELV SSG-OLC-PHA GBV_ILN_20 GBV_ILN_22 GBV_ILN_23 GBV_ILN_24 GBV_ILN_31 GBV_ILN_32 GBV_ILN_40 GBV_ILN_60 GBV_ILN_62 GBV_ILN_65 GBV_ILN_69 GBV_ILN_70 GBV_ILN_73 GBV_ILN_74 GBV_ILN_90 GBV_ILN_95 GBV_ILN_100 GBV_ILN_105 GBV_ILN_110 GBV_ILN_150 GBV_ILN_151 GBV_ILN_187 GBV_ILN_213 GBV_ILN_224 GBV_ILN_230 GBV_ILN_370 GBV_ILN_602 GBV_ILN_702 GBV_ILN_2001 GBV_ILN_2003 GBV_ILN_2004 GBV_ILN_2005 GBV_ILN_2007 GBV_ILN_2008 GBV_ILN_2009 GBV_ILN_2010 GBV_ILN_2011 GBV_ILN_2014 GBV_ILN_2015 GBV_ILN_2020 GBV_ILN_2021 GBV_ILN_2025 GBV_ILN_2026 GBV_ILN_2027 GBV_ILN_2034 GBV_ILN_2044 GBV_ILN_2048 GBV_ILN_2049 GBV_ILN_2050 GBV_ILN_2055 GBV_ILN_2056 GBV_ILN_2059 GBV_ILN_2061 GBV_ILN_2064 GBV_ILN_2088 GBV_ILN_2106 GBV_ILN_2110 GBV_ILN_2111 GBV_ILN_2112 GBV_ILN_2122 GBV_ILN_2129 GBV_ILN_2143 GBV_ILN_2152 GBV_ILN_2153 GBV_ILN_2190 GBV_ILN_2232 GBV_ILN_2336 GBV_ILN_2470 GBV_ILN_2507 GBV_ILN_4035 GBV_ILN_4037 GBV_ILN_4112 GBV_ILN_4125 GBV_ILN_4242 GBV_ILN_4249 GBV_ILN_4251 GBV_ILN_4305 GBV_ILN_4306 GBV_ILN_4307 GBV_ILN_4313 GBV_ILN_4322 GBV_ILN_4323 GBV_ILN_4324 GBV_ILN_4325 GBV_ILN_4326 GBV_ILN_4333 GBV_ILN_4334 GBV_ILN_4338 GBV_ILN_4393 GBV_ILN_4700 52.12 Tribologie VZ AR 186
allfieldsSound	10.1016/j.triboint.2023.108586 doi (DE-627)ELV010425217 (ELSEVIER)S0301-679X(23)00373-0 DE-627 ger DE-627 rda eng 660 VZ 52.12 bkl Viáfara, C.C. verfasserin aut A method to analyze wear mechanisms on worn chute lining surfaces using computer vision tools 2023 nicht spezifiziert zzz rdacontent Computermedien c rdamedia Online-Ressource cr rdacarrier Worn surfaces of the chute linings used under impact and sliding contact conditions in an iron ore plant were characterized. A new method for wear surface analysis of chute linings supported by computer vision tools was developed. The created machine learning model not only recognized and classified wear mechanisms but also mapped and estimated their corresponding affected areas on the entire working surface of the sliding contact lining. A combination of impact and abrasion wear modes took place for the impact contact lining, while LSSA and corrosion wear modes were identified as acting simultaneously on the sliding contact lining. Wear surface analysis Wear mechanisms Abrasive wear Corrosive wear Valenzuela, B. verfasserin aut Martínez, F. verfasserin (orcid)0000-0001-7353-049X aut Penagos, J.J. verfasserin aut Enthalten in Tribology international Amsterdam [u.a.] : Elsevier Science, 1975 186 Online-Ressource (DE-627)314125485 (DE-600)1501092-2 (DE-576)116451750 0301-679X nnns volume:186 GBV_USEFLAG_U SYSFLAG_U GBV_ELV SSG-OLC-PHA GBV_ILN_20 GBV_ILN_22 GBV_ILN_23 GBV_ILN_24 GBV_ILN_31 GBV_ILN_32 GBV_ILN_40 GBV_ILN_60 GBV_ILN_62 GBV_ILN_65 GBV_ILN_69 GBV_ILN_70 GBV_ILN_73 GBV_ILN_74 GBV_ILN_90 GBV_ILN_95 GBV_ILN_100 GBV_ILN_105 GBV_ILN_110 GBV_ILN_150 GBV_ILN_151 GBV_ILN_187 GBV_ILN_213 GBV_ILN_224 GBV_ILN_230 GBV_ILN_370 GBV_ILN_602 GBV_ILN_702 GBV_ILN_2001 GBV_ILN_2003 GBV_ILN_2004 GBV_ILN_2005 GBV_ILN_2007 GBV_ILN_2008 GBV_ILN_2009 GBV_ILN_2010 GBV_ILN_2011 GBV_ILN_2014 GBV_ILN_2015 GBV_ILN_2020 GBV_ILN_2021 GBV_ILN_2025 GBV_ILN_2026 GBV_ILN_2027 GBV_ILN_2034 GBV_ILN_2044 GBV_ILN_2048 GBV_ILN_2049 GBV_ILN_2050 GBV_ILN_2055 GBV_ILN_2056 GBV_ILN_2059 GBV_ILN_2061 GBV_ILN_2064 GBV_ILN_2088 GBV_ILN_2106 GBV_ILN_2110 GBV_ILN_2111 GBV_ILN_2112 GBV_ILN_2122 GBV_ILN_2129 GBV_ILN_2143 GBV_ILN_2152 GBV_ILN_2153 GBV_ILN_2190 GBV_ILN_2232 GBV_ILN_2336 GBV_ILN_2470 GBV_ILN_2507 GBV_ILN_4035 GBV_ILN_4037 GBV_ILN_4112 GBV_ILN_4125 GBV_ILN_4242 GBV_ILN_4249 GBV_ILN_4251 GBV_ILN_4305 GBV_ILN_4306 GBV_ILN_4307 GBV_ILN_4313 GBV_ILN_4322 GBV_ILN_4323 GBV_ILN_4324 GBV_ILN_4325 GBV_ILN_4326 GBV_ILN_4333 GBV_ILN_4334 GBV_ILN_4338 GBV_ILN_4393 GBV_ILN_4700 52.12 Tribologie VZ AR 186
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spellingShingle	Viáfara, C.C. ddc 660 bkl 52.12 misc Wear surface analysis misc Wear mechanisms misc Abrasive wear misc Corrosive wear A method to analyze wear mechanisms on worn chute lining surfaces using computer vision tools
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topic_title	660 VZ 52.12 bkl A method to analyze wear mechanisms on worn chute lining surfaces using computer vision tools Wear surface analysis Wear mechanisms Abrasive wear Corrosive wear
topic	ddc 660 bkl 52.12 misc Wear surface analysis misc Wear mechanisms misc Abrasive wear misc Corrosive wear
topic_unstemmed	ddc 660 bkl 52.12 misc Wear surface analysis misc Wear mechanisms misc Abrasive wear misc Corrosive wear
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title	A method to analyze wear mechanisms on worn chute lining surfaces using computer vision tools
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title_full	A method to analyze wear mechanisms on worn chute lining surfaces using computer vision tools
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title_sort	a method to analyze wear mechanisms on worn chute lining surfaces using computer vision tools
title_auth	A method to analyze wear mechanisms on worn chute lining surfaces using computer vision tools
abstract	Worn surfaces of the chute linings used under impact and sliding contact conditions in an iron ore plant were characterized. A new method for wear surface analysis of chute linings supported by computer vision tools was developed. The created machine learning model not only recognized and classified wear mechanisms but also mapped and estimated their corresponding affected areas on the entire working surface of the sliding contact lining. A combination of impact and abrasion wear modes took place for the impact contact lining, while LSSA and corrosion wear modes were identified as acting simultaneously on the sliding contact lining.
abstractGer	Worn surfaces of the chute linings used under impact and sliding contact conditions in an iron ore plant were characterized. A new method for wear surface analysis of chute linings supported by computer vision tools was developed. The created machine learning model not only recognized and classified wear mechanisms but also mapped and estimated their corresponding affected areas on the entire working surface of the sliding contact lining. A combination of impact and abrasion wear modes took place for the impact contact lining, while LSSA and corrosion wear modes were identified as acting simultaneously on the sliding contact lining.
abstract_unstemmed	Worn surfaces of the chute linings used under impact and sliding contact conditions in an iron ore plant were characterized. A new method for wear surface analysis of chute linings supported by computer vision tools was developed. The created machine learning model not only recognized and classified wear mechanisms but also mapped and estimated their corresponding affected areas on the entire working surface of the sliding contact lining. A combination of impact and abrasion wear modes took place for the impact contact lining, while LSSA and corrosion wear modes were identified as acting simultaneously on the sliding contact lining.
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title_short	A method to analyze wear mechanisms on worn chute lining surfaces using computer vision tools
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author2	Valenzuela, B. Martínez, F. Penagos, J.J.
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doi_str	10.1016/j.triboint.2023.108586
up_date	2024-07-06T17:56:47.563Z
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A method to analyze wear mechanisms on worn chute lining surfaces using computer vision tools

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