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Remaining useful Life Improvement for the Mining Railcars under the Operational Conditions
Department of Mining Engineering, Faculty of Engineering, University of Birjand, Birjand, Iran.
Luleå University of Technology, Department of Civil, Environmental and Natural Resources Engineering, Operation, Maintenance and Acoustics.ORCID iD: 0000-0003-1377-8180
2022 (English)In: International Journal of Mining, Reclamation and Environment, ISSN 1748-0930, E-ISSN 1748-0949, Vol. 36, no 1, p. 46-67Article in journal (Refereed) Published
Abstract [en]

The large tonnage mines use railway transportation as a system for mineral transportation. The rolling stock health condition study and improvement not only reduce the lifecycle cost of the assets but also ensures safe, reliable, punctual, and efficient transportation. The remaining useful life estimation is an efficient approach to condition-based maintenance, prognostics, and health management. This paper aims to predict the remaining life of a mining rolling stocks in the presence of operational environmental effects. In this study, the operation and failure data were obtained from Malmbana, LKAB, Sweden, a Swedish Railway Company, considering the effective operational factors. The failure behaviour of the railcar was evaluated and then the proportional hazard model was used to estimate the conditional reliability functions and accordingly the remaining useful life at the various initial survival time. Finally, the reliability-based time interval is applied to plan the maintenance operations. Results of this study show that the operator’s skill level and the maintenance quality had a significant influence on the reliability performance. By considering the proposed PM plan according to the desired reliability level, the remaining lifetime of the rolling stock will be improved by 78.10%, on average.

Place, publisher, year, edition, pages
Taylor & Francis, 2022. Vol. 36, no 1, p. 46-67
Keywords [en]
Rolling stock, remaining useful life, proportional hazard model, preventive maintenance, lkab
National Category
Other Civil Engineering
Research subject
Operation and Maintenance
Identifiers
URN: urn:nbn:se:ltu:diva-86529DOI: 10.1080/17480930.2021.1953316ISI: 000680330700001Scopus ID: 2-s2.0-85111904661OAI: oai:DiVA.org:ltu-86529DiVA, id: diva2:1583428
Funder
Luleå Railway Research Centre (JVTC)
Note

Validerad;2022;Nivå 2;2022-03-07 (sofila);

Funder: CAMM (Centre of Advanced Mining & Metallurgy)

Available from: 2021-08-06 Created: 2021-08-06 Last updated: 2022-07-04Bibliographically approved

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Ghodrati, Behzad

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