Optimum opportunistic maintenance schedule incorporating delay time theory with imperfect maintenance
•Maintenance for multi-component system is scheduled due to inadequate failure data.•Deterioration process import delay time theory with inspection and failure data.•Multi-level maintenance activities are accommodated in executive schedule.•Opportunistic strategy is applied to grouping maintenance w...
Saved in:
| Published in: | Reliability engineering & system safety Vol. 213; p. 107668 |
|---|---|
| Main Authors: | , , , |
| Format: | Journal Article |
| Language: | English |
| Published: |
Barking
Elsevier Ltd
01.09.2021
Elsevier BV |
| Subjects: | |
| ISSN: | 0951-8320, 1879-0836 |
| Online Access: | Get full text |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
| Abstract | •Maintenance for multi-component system is scheduled due to inadequate failure data.•Deterioration process import delay time theory with inspection and failure data.•Multi-level maintenance activities are accommodated in executive schedule.•Opportunistic strategy is applied to grouping maintenance with reliability threshold.•A multi-population genetic algorithm is developed for a more efficient solution.
A proper maintenance schedule is an effective solution to reduce failure and keep systems in good condition. Reliability evaluation and maintenance model are two key issues for schedule optimization. The delay time theory is applied to evaluate reliability for a system by using sufficient inspection data and insufficient failure data. An integrated maintenance optimization model is proposed to arrange multi-level maintenance actions for multi-component series systems. An optimization model for individual components is first developed to minimize the costs of maintenance, failure and downtime respectively over a life cycle of components. The opportunistic maintenance involving reliability thresholds is further imported to reduce the maintenance costs of whole system without any reduction of maintenance performance. An improved multi-population genetic algorithm is then employed to overcome the difficulty from the complexity of large-scale problems in practice. The applicability of model and efficiency of solution algorithm are finally testified through the case studies for a locomotive system where a time-based opportunistic maintenance schedule is carried out for comparisons. The proposed methodology is helpful for engineers and operators to achieve the performance improvement and cost savings of systems over maintenance durations. |
|---|---|
| AbstractList | •Maintenance for multi-component system is scheduled due to inadequate failure data.•Deterioration process import delay time theory with inspection and failure data.•Multi-level maintenance activities are accommodated in executive schedule.•Opportunistic strategy is applied to grouping maintenance with reliability threshold.•A multi-population genetic algorithm is developed for a more efficient solution.
A proper maintenance schedule is an effective solution to reduce failure and keep systems in good condition. Reliability evaluation and maintenance model are two key issues for schedule optimization. The delay time theory is applied to evaluate reliability for a system by using sufficient inspection data and insufficient failure data. An integrated maintenance optimization model is proposed to arrange multi-level maintenance actions for multi-component series systems. An optimization model for individual components is first developed to minimize the costs of maintenance, failure and downtime respectively over a life cycle of components. The opportunistic maintenance involving reliability thresholds is further imported to reduce the maintenance costs of whole system without any reduction of maintenance performance. An improved multi-population genetic algorithm is then employed to overcome the difficulty from the complexity of large-scale problems in practice. The applicability of model and efficiency of solution algorithm are finally testified through the case studies for a locomotive system where a time-based opportunistic maintenance schedule is carried out for comparisons. The proposed methodology is helpful for engineers and operators to achieve the performance improvement and cost savings of systems over maintenance durations. A proper maintenance schedule is an effective solution to reduce failure and keep systems in good condition. Reliability evaluation and maintenance model are two key issues for schedule optimization. The delay time theory is applied to evaluate reliability for a system by using sufficient inspection data and insufficient failure data. An integrated maintenance optimization model is proposed to arrange multi-level maintenance actions for multi-component series systems. An optimization model for individual components is first developed to minimize the costs of maintenance, failure and downtime respectively over a life cycle of components. The opportunistic maintenance involving reliability thresholds is further imported to reduce the maintenance costs of whole system without any reduction of maintenance performance. An improved multi-population genetic algorithm is then employed to overcome the difficulty from the complexity of large-scale problems in practice. The applicability of model and efficiency of solution algorithm are finally testified through the case studies for a locomotive system where a time-based opportunistic maintenance schedule is carried out for comparisons. The proposed methodology is helpful for engineers and operators to achieve the performance improvement and cost savings of systems over maintenance durations. |
| ArticleNumber | 107668 |
| Author | Chen, Shaokuan Liu, Shuang Jin, Hua Liu, Gehui |
| Author_xml | – sequence: 1 givenname: Gehui surname: Liu fullname: Liu, Gehui – sequence: 2 givenname: Shaokuan surname: Chen fullname: Chen, Shaokuan email: shkchen@bjtu.edu.cn – sequence: 3 givenname: Hua surname: Jin fullname: Jin, Hua – sequence: 4 givenname: Shuang surname: Liu fullname: Liu, Shuang |
| BookMark | eNp9kM9LwzAUx4NMcE7_AU8Bz51JuqYZeJHhLxjsoueQpq8upU1qkir7782oB_Gw04PH9_N9vM8lmllnAaEbSpaUUH7XLj2EsGSE0bQoORdnaE5Fuc6IyPkMzcm6oJnIGblAlyG0hJDVuijnCHZDNP3YYzcMzsfRmhCNxr0yNoJVVgMOeg_12AE2VjufUioa-4Fr6NQBJxhw3IPzB_xt4h6bfgDfgI5_O67QeaO6ANe_c4Henx7fNi_Zdvf8unnYZjpnImaalwWopmSNqCmv1ho4CF6WinEluKoZrWnTkJQp9KpiGhRtBK80VYLVGqp8gW6n3sG7zxFClK0bvU0nJSuKvOAiFyyl2JTS3oXgoZGDN73yB0mJPOqUrTzqlEedctKZIPEP0iYmE85Gr0x3Gr2fUEivfxnwMmgDSUttfBIla2dO4T-kNJbZ |
| CitedBy_id | crossref_primary_10_1108_IJQRM_03_2023_0073 crossref_primary_10_1016_j_ress_2023_109271 crossref_primary_10_1016_j_ress_2024_110022 crossref_primary_10_1038_s41598_024_51930_x crossref_primary_10_1093_imaman_dpae015 crossref_primary_10_1109_TR_2024_3396889 crossref_primary_10_3390_su14052992 crossref_primary_10_1177_00368504251366357 crossref_primary_10_1016_j_ress_2021_107905 crossref_primary_10_1016_j_ress_2022_108619 crossref_primary_10_1049_itr2_12475 crossref_primary_10_1016_j_ymssp_2025_112846 crossref_primary_10_1016_j_ress_2022_108798 crossref_primary_10_1016_j_ress_2023_109304 crossref_primary_10_1016_j_ress_2023_109189 crossref_primary_10_1016_j_ress_2022_108572 crossref_primary_10_1016_j_ress_2022_108870 crossref_primary_10_1016_j_ress_2023_109367 crossref_primary_10_1016_j_ress_2023_109389 crossref_primary_10_1109_ACCESS_2023_3306949 crossref_primary_10_1016_j_measurement_2024_114274 crossref_primary_10_1016_j_ress_2022_108391 crossref_primary_10_1016_j_ress_2023_109581 crossref_primary_10_1016_j_ress_2021_108097 crossref_primary_10_3390_en16031095 crossref_primary_10_1002_qre_3423 crossref_primary_10_1016_j_ress_2024_110057 crossref_primary_10_1109_ACCESS_2025_3543455 crossref_primary_10_1016_j_ress_2025_111162 crossref_primary_10_1177_1748006X221136323 crossref_primary_10_1016_j_ress_2022_108905 crossref_primary_10_1016_j_ress_2024_110292 crossref_primary_10_1016_j_segan_2022_100957 crossref_primary_10_1016_j_ress_2021_108148 crossref_primary_10_1109_TITS_2024_3513717 crossref_primary_10_1016_j_apm_2025_116282 |
| Cites_doi | 10.1016/j.ejor.2018.04.027 10.1007/s10845-018-1390-2 10.1016/S0925-5273(00)00010-4 10.1016/j.apm.2010.11.070 10.1115/1.4043255 10.1016/j.cie.2016.04.018 10.1007/s10845-017-1353-z 10.1108/13552511111116222 10.1016/j.cie.2019.05.020 10.1080/24725854.2018.1437301 10.1016/j.ress.2006.01.006 10.1016/j.ejor.2017.02.044 10.1016/j.ress.2013.03.006 10.1007/s10845-019-01475-y 10.1177/1748006X15591618 10.1007/s10845-012-0708-8 10.1016/j.ress.2015.04.022 10.1016/j.ifacol.2015.09.608 10.1016/j.ress.2020.106820 10.1007/s10845-009-0264-z 10.1016/j.cie.2012.01.014 10.1016/j.ins.2018.04.044 10.1016/j.cie.2020.106436 10.1080/00207543.2014.965354 10.1016/j.ejor.2012.03.027 10.1016/S0377-2217(97)00319-6 10.1057/jors.1984.80 10.1109/24.3758 10.1016/j.ress.2013.03.016 10.1007/s12204-015-1630-y 10.1016/j.ress.2016.01.016 10.1007/BF01194788 10.1080/00207543.2013.774501 10.1016/j.trc.2014.04.016 10.1016/j.ress.2019.106704 10.1016/j.ress.2018.01.011 10.1016/0143-8174(86)90099-5 10.1016/j.cie.2017.05.024 10.1109/ACCESS.2020.3015999 10.1016/j.ress.2012.04.004 10.1016/j.ejor.2018.10.049 10.1115/1.4002562 10.1016/j.ress.2019.106625 10.1016/j.ress.2017.05.017 10.1080/05695557908974463 10.1016/j.ress.2020.106854 |
| ContentType | Journal Article |
| Copyright | 2021 Elsevier Ltd Copyright Elsevier BV Sep 2021 |
| Copyright_xml | – notice: 2021 Elsevier Ltd – notice: Copyright Elsevier BV Sep 2021 |
| DBID | AAYXX CITATION 7ST 7TB 8FD C1K FR3 SOI |
| DOI | 10.1016/j.ress.2021.107668 |
| DatabaseName | CrossRef Environment Abstracts Mechanical & Transportation Engineering Abstracts Technology Research Database Environmental Sciences and Pollution Management Engineering Research Database Environment Abstracts |
| DatabaseTitle | CrossRef Engineering Research Database Technology Research Database Mechanical & Transportation Engineering Abstracts Environment Abstracts Environmental Sciences and Pollution Management |
| DatabaseTitleList | Engineering Research Database |
| DeliveryMethod | fulltext_linktorsrc |
| Discipline | Engineering |
| EISSN | 1879-0836 |
| ExternalDocumentID | 10_1016_j_ress_2021_107668 S0951832021002088 |
| GroupedDBID | --K --M .~1 0R~ 123 1B1 1~. 1~5 29P 4.4 457 4G. 5VS 7-5 71M 8P~ 9JN 9JO AABNK AACTN AAEDT AAEDW AAFJI AAIAV AAIKJ AAKOC AALRI AAOAW AAQFI AAQXK AAXUO ABEFU ABFNM ABJNI ABMAC ABMMH ABTAH ABXDB ABYKQ ACDAQ ACGFS ACIWK ACNNM ACRLP ADBBV ADEZE ADMUD ADTZH AEBSH AECPX AEKER AENEX AFKWA AFRAH AFTJW AGHFR AGUBO AGYEJ AHHHB AHJVU AIEXJ AIKHN AITUG AJBFU AJOXV AKYCK ALMA_UNASSIGNED_HOLDINGS AMFUW AMRAJ AOMHK ASPBG AVARZ AVWKF AXJTR AZFZN BJAXD BKOJK BLXMC CS3 DU5 EBS EFJIC EFLBG EJD EO8 EO9 EP2 EP3 FDB FEDTE FGOYB FIRID FNPLU FYGXN G-2 G-Q GBLVA HVGLF HZ~ IHE J1W JJJVA KOM LY7 M41 MO0 N9A O-L O9- OAUVE OZT P-8 P-9 P2P PC. PRBVW Q38 R2- RIG ROL RPZ SDF SDG SES SET SEW SPC SPCBC SSB SSO SST SSZ T5K TN5 WUQ XPP ZMT ZY4 ~G- 9DU AATTM AAXKI AAYWO AAYXX ABWVN ACLOT ACRPL ACVFH ADCNI ADNMO AEIPS AEUPX AFJKZ AFPUW AGQPQ AIGII AIIUN AKBMS AKRWK AKYEP ANKPU APXCP CITATION EFKBS ~HD 7ST 7TB 8FD AGCQF C1K FR3 SOI |
| ID | FETCH-LOGICAL-c328t-c675eaf72f8d16b9ce6e8677a26a86ad21d1ff05ea5c4b2cea1f86bc1a82dceb3 |
| ISICitedReferencesCount | 45 |
| ISICitedReferencesURI | http://www.webofscience.com/api/gateway?GWVersion=2&SrcApp=Summon&SrcAuth=ProQuest&DestLinkType=CitingArticles&DestApp=WOS_CPL&KeyUT=000663910500013&url=https%3A%2F%2Fcvtisr.summon.serialssolutions.com%2F%23%21%2Fsearch%3Fho%3Df%26include.ft.matches%3Dt%26l%3Dnull%26q%3D |
| ISSN | 0951-8320 |
| IngestDate | Wed Aug 13 04:08:58 EDT 2025 Tue Nov 18 21:49:54 EST 2025 Sat Nov 29 07:11:07 EST 2025 Fri Feb 23 02:40:10 EST 2024 |
| IsPeerReviewed | true |
| IsScholarly | true |
| Keywords | Opportunistic maintenance schedule Multi-component systems Reliability threshold Imperfect maintenance Delay time theory |
| Language | English |
| LinkModel | OpenURL |
| MergedId | FETCHMERGED-LOGICAL-c328t-c675eaf72f8d16b9ce6e8677a26a86ad21d1ff05ea5c4b2cea1f86bc1a82dceb3 |
| Notes | ObjectType-Article-1 SourceType-Scholarly Journals-1 ObjectType-Feature-2 content type line 14 |
| PQID | 2553568382 |
| PQPubID | 2045406 |
| ParticipantIDs | proquest_journals_2553568382 crossref_primary_10_1016_j_ress_2021_107668 crossref_citationtrail_10_1016_j_ress_2021_107668 elsevier_sciencedirect_doi_10_1016_j_ress_2021_107668 |
| PublicationCentury | 2000 |
| PublicationDate | September 2021 2021-09-00 20210901 |
| PublicationDateYYYYMMDD | 2021-09-01 |
| PublicationDate_xml | – month: 09 year: 2021 text: September 2021 |
| PublicationDecade | 2020 |
| PublicationPlace | Barking |
| PublicationPlace_xml | – name: Barking |
| PublicationTitle | Reliability engineering & system safety |
| PublicationYear | 2021 |
| Publisher | Elsevier Ltd Elsevier BV |
| Publisher_xml | – name: Elsevier Ltd – name: Elsevier BV |
| References | Chen, Ho, Mao, Bai (bib0007) 2014; 44 Erguido, Marquez, Castellano, Flores, Fernandez (bib0014) 2020; 144 Chen, Ho, Mao (bib0006) 2013; 51 Keizer, A., Flapper, Teunter (bib0027) 2017; 261 Vu, Do, Fouladirad, Grall (bib0033) 2020; 198 Liao, Pan, Xi (bib0019) 2010; 21 Chemweno, Pintelon, Muchiri, Van Horenbeek (bib0005) 2018; 173 Lu, Zhou (bib0023) 2017; 168 Do Van, Barros, Bérenguer, Bouvard, Brissaud (bib0011) 2013; 120 Liu, Guo, Zhang (bib0021) 2020; 8 Thomas (bib0032) 1986; 16 Wang, Hu, Wang, Wu, He (bib0035) 2011; 35 Khatab (bib0016) 2018; 29 Wang, Li, Peng (bib0040) 2015; 20 Stapelberg (bib0031) 2009 Liang, Parlikad (bib0018) 2020; 195 Arts, Basten (bib0001) 2018; 50 Xia, Xi, Zhou, Lee (bib0045) 2012; 221 Foulliaron, Bouillaut, Barros, Aknin (bib0015) 2015; 48 Malik (bib0024) 1979; 11 Qian (bib0029) 2014 Sharma, Yadava, Deshmukh (bib0030) 2011; 17 Nakagawa (bib0025) 1988; 37 Chalabi, Dahane, Beldjilali, Neki (bib0003) 2016; 102 Pargar, Kauppila, Kujala (bib0028) 2017; 110 Xia, Xi, Gebraeel (bib0046) 2019; 140 Zhang, Zeng (bib0049) 2015; 53 Wu, Yang, Ma, Zhang, Zhao (bib0043) 2020; 197 Dekker, Wildeman, Schouten (bib0010) 1997; 45 Do, Vu, Barros, Bérenguer (bib0012) 2015; 142 Chang, Biller, Xiao (bib0004) 2010; 132 Zhou, Xi, Lee (bib0050) 2007; 92 Wang (bib0037) 2012; 106 Kiefer, Schilde, Doerner (bib0017) 2018; 270 Nicolai, Dekker (bib0026) 2008 Wildeman, Dekker, Smit (bib0042) 1997; 99 Christer, Lee, Wang (bib0008) 2000; 67 Yang, Ma, Zhai, Zhao (bib0047) 2016; 150 Wang (bib0038) 2013; 116 Christer, Waller (bib0009) 1984; 35 Duan, Deng, Wang (bib0013) 2019; 30 Yang, Ye, Lee, Yang, Peng (bib0048) 2019; 274 Wang (bib0036) 2008 Wang, Makis, Zhao (bib0034) 2019; 134 Wang, Guo, Shen, Liu (bib0041) 2020; 31 Bai, Yan, Ge, Cao (bib0002) 2018; 453 Lin, Jin, Chang (bib0020) 2020; 193 Wang, Tsai (bib0039) 2014; 25 Liu, Wang, Peng, Zhao (bib0022) 2015; 229 Xia, Xi, Zhou, Du (bib0044) 2012; 63 Christer (10.1016/j.ress.2021.107668_bib0009) 1984; 35 Dekker (10.1016/j.ress.2021.107668_bib0010) 1997; 45 Chalabi (10.1016/j.ress.2021.107668_bib0003) 2016; 102 Khatab (10.1016/j.ress.2021.107668_bib0016) 2018; 29 Nakagawa (10.1016/j.ress.2021.107668_bib0025) 1988; 37 Erguido (10.1016/j.ress.2021.107668_bib0014) 2020; 144 Chang (10.1016/j.ress.2021.107668_bib0004) 2010; 132 Chen (10.1016/j.ress.2021.107668_bib0006) 2013; 51 Xia (10.1016/j.ress.2021.107668_bib0046) 2019; 140 Kiefer (10.1016/j.ress.2021.107668_bib0017) 2018; 270 Wang (10.1016/j.ress.2021.107668_bib0035) 2011; 35 Wildeman (10.1016/j.ress.2021.107668_bib0042) 1997; 99 Liu (10.1016/j.ress.2021.107668_bib0021) 2020; 8 Xia (10.1016/j.ress.2021.107668_bib0045) 2012; 221 Lin (10.1016/j.ress.2021.107668_bib0020) 2020; 193 Nicolai (10.1016/j.ress.2021.107668_bib0026) 2008 Sharma (10.1016/j.ress.2021.107668_bib0030) 2011; 17 Duan (10.1016/j.ress.2021.107668_bib0013) 2019; 30 Vu (10.1016/j.ress.2021.107668_bib0033) 2020; 198 Do Van (10.1016/j.ress.2021.107668_bib0011) 2013; 120 Bai (10.1016/j.ress.2021.107668_bib0002) 2018; 453 Lu (10.1016/j.ress.2021.107668_bib0023) 2017; 168 Keizer (10.1016/j.ress.2021.107668_bib0027) 2017; 261 Stapelberg (10.1016/j.ress.2021.107668_bib0031) 2009 Yang (10.1016/j.ress.2021.107668_bib0048) 2019; 274 Wang (10.1016/j.ress.2021.107668_bib0040) 2015; 20 Arts (10.1016/j.ress.2021.107668_bib0001) 2018; 50 Do (10.1016/j.ress.2021.107668_bib0012) 2015; 142 Chemweno (10.1016/j.ress.2021.107668_bib0005) 2018; 173 Wu (10.1016/j.ress.2021.107668_bib0043) 2020; 197 Malik (10.1016/j.ress.2021.107668_bib0024) 1979; 11 Christer (10.1016/j.ress.2021.107668_bib0008) 2000; 67 Xia (10.1016/j.ress.2021.107668_bib0044) 2012; 63 Qian (10.1016/j.ress.2021.107668_bib0029) 2014 Wang (10.1016/j.ress.2021.107668_bib0041) 2020; 31 Thomas (10.1016/j.ress.2021.107668_bib0032) 1986; 16 Liu (10.1016/j.ress.2021.107668_bib0022) 2015; 229 Wang (10.1016/j.ress.2021.107668_bib0038) 2013; 116 Wang (10.1016/j.ress.2021.107668_bib0039) 2014; 25 Zhou (10.1016/j.ress.2021.107668_bib0050) 2007; 92 Wang (10.1016/j.ress.2021.107668_bib0036) 2008 Chen (10.1016/j.ress.2021.107668_bib0007) 2014; 44 Liao (10.1016/j.ress.2021.107668_bib0019) 2010; 21 Zhang (10.1016/j.ress.2021.107668_bib0049) 2015; 53 Pargar (10.1016/j.ress.2021.107668_bib0028) 2017; 110 Wang (10.1016/j.ress.2021.107668_bib0037) 2012; 106 Yang (10.1016/j.ress.2021.107668_bib0047) 2016; 150 Foulliaron (10.1016/j.ress.2021.107668_bib0015) 2015; 48 Wang (10.1016/j.ress.2021.107668_bib0034) 2019; 134 Liang (10.1016/j.ress.2021.107668_bib0018) 2020; 195 |
| References_xml | – volume: 261 start-page: 405 year: 2017 end-page: 420 ident: bib0027 article-title: Condition-based maintenance policies for systems with multiple dependent components: A review publication-title: European Journal of Operational Research – volume: 50 start-page: 606 year: 2018 end-page: 615 ident: bib0001 article-title: Design of multi-component periodic maintenance programs with single-component models publication-title: IISE Transactions – volume: 8 start-page: 148689 year: 2020 end-page: 148701 ident: bib0021 article-title: Fleet-Level Selective Dispatch and Imperfect Maintenance Strategy Optimization Based on Evolutionary Co-Petition Game Theory publication-title: IEEE Access – volume: 274 start-page: 966 year: 2019 end-page: 977 ident: bib0048 article-title: A two-phase preventive maintenance policy considering imperfect repair and postponed replacement publication-title: European Journal of Operational Research – volume: 37 start-page: 295 year: 1988 end-page: 298 ident: bib0025 article-title: Sequential imperfect preventive maintenance policies publication-title: IEEE Transactions on Reliability – volume: 198 start-page: 20 year: 2020 ident: bib0033 article-title: Dynamic opportunistic maintenance planning for multi-component redundant systems with various types of opportunities publication-title: Reliability Engineering & System Safety – volume: 453 start-page: 227 year: 2018 end-page: 238 ident: bib0002 article-title: An integrated multi-population genetic algorithm for multi-vehicle task assignment in a drift field publication-title: Information Sciences – volume: 116 start-page: 57 year: 2013 end-page: 63 ident: bib0038 article-title: Models of inspection, routine service, and replacement for a serviceable one-component system publication-title: Reliability Engineering & System Safety – volume: 92 start-page: 530 year: 2007 end-page: 534 ident: bib0050 article-title: Reliability-centered predictive maintenance scheduling for a continuously monitored system subject to deterioration publication-title: Reliability Engineering & System Safety – volume: 106 start-page: 165 year: 2012 end-page: 178 ident: bib0037 article-title: An overview of the recent advances in delay-time-based maintenance modeling publication-title: Reliability Engineering & System Safety – volume: 67 start-page: 63 year: 2000 end-page: 76 ident: bib0008 article-title: A data deficiency based parameter estimating problem and case study in delay time PM modeling publication-title: International Journal of Production Economics – volume: 17 start-page: 5 year: 2011 end-page: 25 ident: bib0030 article-title: A literature review and future perspectives on maintenance optimization publication-title: Journal of Quality in Maintenance Engineering – volume: 270 start-page: 1158 year: 2018 end-page: 1170 ident: bib0017 article-title: Scheduling of maintenance work of a large-scale tramway network publication-title: European Journal of Operational Research – volume: 168 start-page: 116 year: 2017 end-page: 127 ident: bib0023 article-title: Opportunistic preventive maintenance scheduling for serial-parallel multistage manufacturing systems with multiple streams of deterioration publication-title: Reliability Engineering & System Safety – volume: 173 start-page: 64 year: 2018 end-page: 77 ident: bib0005 article-title: Risk assessment methodologies in maintenance decision making: A review of dependability modelling approaches publication-title: Reliability Engineering & System Safety – volume: 16 start-page: 297 year: 1986 end-page: 309 ident: bib0032 article-title: A survey of maintenance and replacement models for maintainability and reliability of multi-item systems publication-title: Reliability Engineering – volume: 99 start-page: 530 year: 1997 end-page: 551 ident: bib0042 article-title: A dynamic policy for grouping maintenance activities publication-title: European Journal of Operational Research – volume: 102 start-page: 440 year: 2016 end-page: 451 ident: bib0003 article-title: Optimisation of preventive maintenance grouping strategy for multi-component series systems: Particle swarm based approach publication-title: Computers & Industrial Engineering – volume: 51 start-page: 4896 year: 2013 end-page: 4910 ident: bib0006 article-title: Maintenance schedule optimisation for a railway power supply system publication-title: International Journal of Production Research – volume: 110 start-page: 43 year: 2017 end-page: 58 ident: bib0028 article-title: Integrated scheduling of preventive maintenance and renewal projects for multi-unit systems with grouping and balancing publication-title: Computers & Industrial Engineering – volume: 35 start-page: 401 year: 1984 end-page: 406 ident: bib0009 article-title: Delay time Models of Industrial Inspection Maintenance Problems publication-title: Journal of the Operational Research Society – volume: 134 start-page: 1 year: 2019 end-page: 10 ident: bib0034 article-title: Optimal condition-based and age-based opportunistic maintenance policy for a two-unit series system publication-title: Computers & Industrial Engineering – volume: 193 start-page: 11 year: 2020 ident: bib0020 article-title: A PSO approach for the integrated maintenance model publication-title: Reliability Engineering & System Safety – volume: 20 start-page: 322 year: 2015 end-page: 325 ident: bib0040 article-title: Optimal preventive maintenance policy with consideration of production wait publication-title: Journal of Shanghai Jiaotong University (Science) – volume: 120 start-page: 51 year: 2013 end-page: 59 ident: bib0011 article-title: Dynamic grouping maintenance with time limited opportunities publication-title: Reliability Engineering & System Safety – volume: 29 start-page: 707 year: 2018 end-page: 717 ident: bib0016 article-title: Maintenance optimization in failure-prone systems under imperfect preventive maintenance publication-title: Journal of Intelligent Manufacturing – year: 2014 ident: bib0029 article-title: Control-limit Policy of Condition-based Maintenance Optimization for Multi-component System by Means of Monte Carlos Simulation publication-title: IAENG International Journal of Computer Science – volume: 30 start-page: 1779 year: 2019 end-page: 1793 ident: bib0013 article-title: Multi-phase sequential preventive maintenance scheduling for deteriorating repairable systems publication-title: Journal of Intelligent Manufacturing – volume: 195 year: 2020 ident: bib0018 article-title: Predictive group maintenance for multi-system multi-component networks publication-title: Reliability Engineering & System Safety – volume: 142 start-page: 56 year: 2015 end-page: 67 ident: bib0012 article-title: Maintenance grouping for multi-component systems with availability constraints and limited maintenance teams publication-title: Reliability Engineering & System Safety – start-page: 263 year: 2008 end-page: 286 ident: bib0026 article-title: Optimal Maintenance of Multi-component Systems: A Review Complex System Maintenance Handbook – volume: 35 start-page: 2855 year: 2011 end-page: 2863 ident: bib0035 article-title: The availability model and parameters estimation method for the delay time model with imperfect maintenance at inspection publication-title: Applied Mathematical Modelling – volume: 11 start-page: 221 year: 1979 end-page: 228 ident: bib0024 article-title: Reliable Preventive Maintenance Scheduling publication-title: AIIE Transactions – volume: 45 start-page: 411 year: 1997 end-page: 435 ident: bib0010 article-title: A review of multi-component maintenance models with economic dependence publication-title: Mathematical Methods of Operations Research – volume: 21 start-page: 875 year: 2010 end-page: 884 ident: bib0019 article-title: Preventive maintenance scheduling for repairable system with deterioration publication-title: Journal of Intelligent Manufacturing – start-page: 345 year: 2008 end-page: 372 ident: bib0036 article-title: Delay Time Model Complex System Maintenance Handbook – volume: 197 start-page: 16 year: 2020 ident: bib0043 article-title: Dynamic maintenance strategy with iteratively updated group information publication-title: Reliability Engineering & System Safety – year: 2009 ident: bib0031 article-title: Handbook of Reliability, Availability, Maintainability and Safety in Engineering Design – volume: 229 start-page: 556 year: 2015 end-page: 567 ident: bib0022 article-title: A delay-time-based inspection model for parallel systems publication-title: Proceedings of the Institution of Mechanical Engineers Part O-Journal of Risk and Reliability – volume: 63 start-page: 607 year: 2012 end-page: 614 ident: bib0044 article-title: Modeling and optimizing maintenance schedule for energy systems subject to degradation publication-title: Computers & Industrial Engineering – volume: 44 start-page: 350 year: 2014 end-page: 362 ident: bib0007 article-title: A bi-objective maintenance scheduling for power feeding substations in electrified railways publication-title: Transportation Research Part C: Emerging Technologies – volume: 25 start-page: 603 year: 2014 end-page: 616 ident: bib0039 article-title: Optimizing bi-objective imperfect preventive maintenance model for series-parallel system using established hybrid genetic algorithm publication-title: Journal of Intelligent Manufacturing – volume: 221 start-page: 231 year: 2012 end-page: 240 ident: bib0045 article-title: Dynamic maintenance decision-making for series-parallel manufacturing system based on MAM-MTW methodology publication-title: European Journal of Operational Research – volume: 31 start-page: 745 year: 2020 end-page: 757 ident: bib0041 article-title: Optimization of preventive maintenance for series manufacturing system by differential evolution algorithm publication-title: Journal of Intelligent Manufacturing – volume: 140 year: 2019 ident: bib0046 article-title: Online Analytics Framework of Sensor-Driven Prognosis and Opportunistic Maintenance for Mass Customization publication-title: Journal of Manufacturing Science and Engineering – Transactions of the ASME, – volume: 132 start-page: 9 year: 2010 ident: bib0004 article-title: Transient Analysis of Downtimes and Bottleneck Dynamics in Serial Manufacturing Systems publication-title: Journal of Manufacturing Science and Engineering-Transactions of the ASME – volume: 150 start-page: 96 year: 2016 end-page: 104 ident: bib0047 article-title: A delay time model for a mission-based system subject to periodic and random inspection and postponed replacement publication-title: Reliability Engineering & System Safety – volume: 53 start-page: 2100 year: 2015 end-page: 2118 ident: bib0049 article-title: Deterioration state space partitioning method for opportunistic maintenance modelling of identical multi-unit systems publication-title: International Journal of Production Research – volume: 144 start-page: 18 year: 2020 ident: bib0014 article-title: Reliability-based advanced maintenance modelling to enhance rolling stock manufacturers' objectives publication-title: Computers & Industrial Engineering – volume: 48 start-page: 694 year: 2015 end-page: 700 ident: bib0015 article-title: Dynamic bayesian networks for reliabiliity analysis: from a Markovian point of view to semi-markovian approaches publication-title: IFAC-PapersOnLine – year: 2009 ident: 10.1016/j.ress.2021.107668_bib0031 – volume: 270 start-page: 1158 issue: 3 year: 2018 ident: 10.1016/j.ress.2021.107668_bib0017 article-title: Scheduling of maintenance work of a large-scale tramway network publication-title: European Journal of Operational Research doi: 10.1016/j.ejor.2018.04.027 – volume: 29 start-page: 707 issue: 3 year: 2018 ident: 10.1016/j.ress.2021.107668_bib0016 article-title: Maintenance optimization in failure-prone systems under imperfect preventive maintenance publication-title: Journal of Intelligent Manufacturing doi: 10.1007/s10845-018-1390-2 – volume: 67 start-page: 63 issue: 1 year: 2000 ident: 10.1016/j.ress.2021.107668_bib0008 article-title: A data deficiency based parameter estimating problem and case study in delay time PM modeling publication-title: International Journal of Production Economics doi: 10.1016/S0925-5273(00)00010-4 – volume: 35 start-page: 2855 issue: 6 year: 2011 ident: 10.1016/j.ress.2021.107668_bib0035 article-title: The availability model and parameters estimation method for the delay time model with imperfect maintenance at inspection publication-title: Applied Mathematical Modelling doi: 10.1016/j.apm.2010.11.070 – volume: 140 issue: 5 year: 2019 ident: 10.1016/j.ress.2021.107668_bib0046 article-title: Online Analytics Framework of Sensor-Driven Prognosis and Opportunistic Maintenance for Mass Customization publication-title: Journal of Manufacturing Science and Engineering – Transactions of the ASME, doi: 10.1115/1.4043255 – volume: 102 start-page: 440 year: 2016 ident: 10.1016/j.ress.2021.107668_bib0003 article-title: Optimisation of preventive maintenance grouping strategy for multi-component series systems: Particle swarm based approach publication-title: Computers & Industrial Engineering doi: 10.1016/j.cie.2016.04.018 – volume: 30 start-page: 1779 issue: 4 year: 2019 ident: 10.1016/j.ress.2021.107668_bib0013 article-title: Multi-phase sequential preventive maintenance scheduling for deteriorating repairable systems publication-title: Journal of Intelligent Manufacturing doi: 10.1007/s10845-017-1353-z – volume: 17 start-page: 5 issue: 1 year: 2011 ident: 10.1016/j.ress.2021.107668_bib0030 article-title: A literature review and future perspectives on maintenance optimization publication-title: Journal of Quality in Maintenance Engineering doi: 10.1108/13552511111116222 – volume: 134 start-page: 1 year: 2019 ident: 10.1016/j.ress.2021.107668_bib0034 article-title: Optimal condition-based and age-based opportunistic maintenance policy for a two-unit series system publication-title: Computers & Industrial Engineering doi: 10.1016/j.cie.2019.05.020 – volume: 50 start-page: 606 issue: 7 year: 2018 ident: 10.1016/j.ress.2021.107668_bib0001 article-title: Design of multi-component periodic maintenance programs with single-component models publication-title: IISE Transactions doi: 10.1080/24725854.2018.1437301 – volume: 92 start-page: 530 issue: 4 year: 2007 ident: 10.1016/j.ress.2021.107668_bib0050 article-title: Reliability-centered predictive maintenance scheduling for a continuously monitored system subject to deterioration publication-title: Reliability Engineering & System Safety doi: 10.1016/j.ress.2006.01.006 – volume: 261 start-page: 405 issue: 2 year: 2017 ident: 10.1016/j.ress.2021.107668_bib0027 article-title: Condition-based maintenance policies for systems with multiple dependent components: A review publication-title: European Journal of Operational Research doi: 10.1016/j.ejor.2017.02.044 – volume: 116 start-page: 57 year: 2013 ident: 10.1016/j.ress.2021.107668_bib0038 article-title: Models of inspection, routine service, and replacement for a serviceable one-component system publication-title: Reliability Engineering & System Safety doi: 10.1016/j.ress.2013.03.006 – volume: 31 start-page: 745 issue: 3 year: 2020 ident: 10.1016/j.ress.2021.107668_bib0041 article-title: Optimization of preventive maintenance for series manufacturing system by differential evolution algorithm publication-title: Journal of Intelligent Manufacturing doi: 10.1007/s10845-019-01475-y – volume: 229 start-page: 556 issue: 6 year: 2015 ident: 10.1016/j.ress.2021.107668_bib0022 article-title: A delay-time-based inspection model for parallel systems publication-title: Proceedings of the Institution of Mechanical Engineers Part O-Journal of Risk and Reliability doi: 10.1177/1748006X15591618 – volume: 25 start-page: 603 issue: 3 year: 2014 ident: 10.1016/j.ress.2021.107668_bib0039 article-title: Optimizing bi-objective imperfect preventive maintenance model for series-parallel system using established hybrid genetic algorithm publication-title: Journal of Intelligent Manufacturing doi: 10.1007/s10845-012-0708-8 – volume: 142 start-page: 56 year: 2015 ident: 10.1016/j.ress.2021.107668_bib0012 article-title: Maintenance grouping for multi-component systems with availability constraints and limited maintenance teams publication-title: Reliability Engineering & System Safety doi: 10.1016/j.ress.2015.04.022 – volume: 48 start-page: 694 issue: 21 year: 2015 ident: 10.1016/j.ress.2021.107668_bib0015 article-title: Dynamic bayesian networks for reliabiliity analysis: from a Markovian point of view to semi-markovian approaches publication-title: IFAC-PapersOnLine doi: 10.1016/j.ifacol.2015.09.608 – volume: 197 start-page: 16 year: 2020 ident: 10.1016/j.ress.2021.107668_bib0043 article-title: Dynamic maintenance strategy with iteratively updated group information publication-title: Reliability Engineering & System Safety doi: 10.1016/j.ress.2020.106820 – volume: 21 start-page: 875 issue: 6 year: 2010 ident: 10.1016/j.ress.2021.107668_bib0019 article-title: Preventive maintenance scheduling for repairable system with deterioration publication-title: Journal of Intelligent Manufacturing doi: 10.1007/s10845-009-0264-z – volume: 63 start-page: 607 issue: 3 year: 2012 ident: 10.1016/j.ress.2021.107668_bib0044 article-title: Modeling and optimizing maintenance schedule for energy systems subject to degradation publication-title: Computers & Industrial Engineering doi: 10.1016/j.cie.2012.01.014 – volume: 453 start-page: 227 year: 2018 ident: 10.1016/j.ress.2021.107668_bib0002 article-title: An integrated multi-population genetic algorithm for multi-vehicle task assignment in a drift field publication-title: Information Sciences doi: 10.1016/j.ins.2018.04.044 – start-page: 345 year: 2008 ident: 10.1016/j.ress.2021.107668_bib0036 – volume: 144 start-page: 18 year: 2020 ident: 10.1016/j.ress.2021.107668_bib0014 article-title: Reliability-based advanced maintenance modelling to enhance rolling stock manufacturers' objectives publication-title: Computers & Industrial Engineering doi: 10.1016/j.cie.2020.106436 – volume: 53 start-page: 2100 issue: 7 year: 2015 ident: 10.1016/j.ress.2021.107668_bib0049 article-title: Deterioration state space partitioning method for opportunistic maintenance modelling of identical multi-unit systems publication-title: International Journal of Production Research doi: 10.1080/00207543.2014.965354 – volume: 221 start-page: 231 issue: 1 year: 2012 ident: 10.1016/j.ress.2021.107668_bib0045 article-title: Dynamic maintenance decision-making for series-parallel manufacturing system based on MAM-MTW methodology publication-title: European Journal of Operational Research doi: 10.1016/j.ejor.2012.03.027 – volume: 99 start-page: 530 issue: 3 year: 1997 ident: 10.1016/j.ress.2021.107668_bib0042 article-title: A dynamic policy for grouping maintenance activities publication-title: European Journal of Operational Research doi: 10.1016/S0377-2217(97)00319-6 – volume: 35 start-page: 401 issue: 5 year: 1984 ident: 10.1016/j.ress.2021.107668_bib0009 article-title: Delay time Models of Industrial Inspection Maintenance Problems publication-title: Journal of the Operational Research Society doi: 10.1057/jors.1984.80 – volume: 37 start-page: 295 issue: 3 year: 1988 ident: 10.1016/j.ress.2021.107668_bib0025 article-title: Sequential imperfect preventive maintenance policies publication-title: IEEE Transactions on Reliability doi: 10.1109/24.3758 – volume: 120 start-page: 51 year: 2013 ident: 10.1016/j.ress.2021.107668_bib0011 article-title: Dynamic grouping maintenance with time limited opportunities publication-title: Reliability Engineering & System Safety doi: 10.1016/j.ress.2013.03.016 – volume: 20 start-page: 322 issue: 3 year: 2015 ident: 10.1016/j.ress.2021.107668_bib0040 article-title: Optimal preventive maintenance policy with consideration of production wait publication-title: Journal of Shanghai Jiaotong University (Science) doi: 10.1007/s12204-015-1630-y – volume: 150 start-page: 96 year: 2016 ident: 10.1016/j.ress.2021.107668_bib0047 article-title: A delay time model for a mission-based system subject to periodic and random inspection and postponed replacement publication-title: Reliability Engineering & System Safety doi: 10.1016/j.ress.2016.01.016 – volume: 45 start-page: 411 issue: 3 year: 1997 ident: 10.1016/j.ress.2021.107668_bib0010 article-title: A review of multi-component maintenance models with economic dependence publication-title: Mathematical Methods of Operations Research doi: 10.1007/BF01194788 – start-page: 263 year: 2008 ident: 10.1016/j.ress.2021.107668_bib0026 – volume: 51 start-page: 4896 issue: 16 year: 2013 ident: 10.1016/j.ress.2021.107668_bib0006 article-title: Maintenance schedule optimisation for a railway power supply system publication-title: International Journal of Production Research doi: 10.1080/00207543.2013.774501 – volume: 44 start-page: 350 year: 2014 ident: 10.1016/j.ress.2021.107668_bib0007 article-title: A bi-objective maintenance scheduling for power feeding substations in electrified railways publication-title: Transportation Research Part C: Emerging Technologies doi: 10.1016/j.trc.2014.04.016 – volume: 195 year: 2020 ident: 10.1016/j.ress.2021.107668_bib0018 article-title: Predictive group maintenance for multi-system multi-component networks publication-title: Reliability Engineering & System Safety doi: 10.1016/j.ress.2019.106704 – volume: 173 start-page: 64 year: 2018 ident: 10.1016/j.ress.2021.107668_bib0005 article-title: Risk assessment methodologies in maintenance decision making: A review of dependability modelling approaches publication-title: Reliability Engineering & System Safety doi: 10.1016/j.ress.2018.01.011 – volume: 16 start-page: 297 issue: 4 year: 1986 ident: 10.1016/j.ress.2021.107668_bib0032 article-title: A survey of maintenance and replacement models for maintainability and reliability of multi-item systems publication-title: Reliability Engineering doi: 10.1016/0143-8174(86)90099-5 – volume: 110 start-page: 43 year: 2017 ident: 10.1016/j.ress.2021.107668_bib0028 article-title: Integrated scheduling of preventive maintenance and renewal projects for multi-unit systems with grouping and balancing publication-title: Computers & Industrial Engineering doi: 10.1016/j.cie.2017.05.024 – volume: 8 start-page: 148689 year: 2020 ident: 10.1016/j.ress.2021.107668_bib0021 article-title: Fleet-Level Selective Dispatch and Imperfect Maintenance Strategy Optimization Based on Evolutionary Co-Petition Game Theory publication-title: IEEE Access doi: 10.1109/ACCESS.2020.3015999 – volume: 106 start-page: 165 year: 2012 ident: 10.1016/j.ress.2021.107668_bib0037 article-title: An overview of the recent advances in delay-time-based maintenance modeling publication-title: Reliability Engineering & System Safety doi: 10.1016/j.ress.2012.04.004 – year: 2014 ident: 10.1016/j.ress.2021.107668_bib0029 article-title: Control-limit Policy of Condition-based Maintenance Optimization for Multi-component System by Means of Monte Carlos Simulation publication-title: IAENG International Journal of Computer Science – volume: 274 start-page: 966 issue: 3 year: 2019 ident: 10.1016/j.ress.2021.107668_bib0048 article-title: A two-phase preventive maintenance policy considering imperfect repair and postponed replacement publication-title: European Journal of Operational Research doi: 10.1016/j.ejor.2018.10.049 – volume: 132 start-page: 9 issue: 5 year: 2010 ident: 10.1016/j.ress.2021.107668_bib0004 article-title: Transient Analysis of Downtimes and Bottleneck Dynamics in Serial Manufacturing Systems publication-title: Journal of Manufacturing Science and Engineering-Transactions of the ASME doi: 10.1115/1.4002562 – volume: 193 start-page: 11 year: 2020 ident: 10.1016/j.ress.2021.107668_bib0020 article-title: A PSO approach for the integrated maintenance model publication-title: Reliability Engineering & System Safety doi: 10.1016/j.ress.2019.106625 – volume: 168 start-page: 116 year: 2017 ident: 10.1016/j.ress.2021.107668_bib0023 article-title: Opportunistic preventive maintenance scheduling for serial-parallel multistage manufacturing systems with multiple streams of deterioration publication-title: Reliability Engineering & System Safety doi: 10.1016/j.ress.2017.05.017 – volume: 11 start-page: 221 issue: 3 year: 1979 ident: 10.1016/j.ress.2021.107668_bib0024 article-title: Reliable Preventive Maintenance Scheduling publication-title: AIIE Transactions doi: 10.1080/05695557908974463 – volume: 198 start-page: 20 year: 2020 ident: 10.1016/j.ress.2021.107668_bib0033 article-title: Dynamic opportunistic maintenance planning for multi-component redundant systems with various types of opportunities publication-title: Reliability Engineering & System Safety doi: 10.1016/j.ress.2020.106854 |
| SSID | ssj0004957 |
| Score | 2.5190456 |
| Snippet | •Maintenance for multi-component system is scheduled due to inadequate failure data.•Deterioration process import delay time theory with inspection and failure... A proper maintenance schedule is an effective solution to reduce failure and keep systems in good condition. Reliability evaluation and maintenance model are... |
| SourceID | proquest crossref elsevier |
| SourceType | Aggregation Database Enrichment Source Index Database Publisher |
| StartPage | 107668 |
| SubjectTerms | Algorithms Component reliability Cost control Delay time Delay time theory Downtime Failure Genetic algorithms Imperfect maintenance Inspection Life cycles Maintenance costs Maintenance management Multi-component systems Opportunistic maintenance schedule Optimization Population genetics Reliability analysis Reliability aspects Reliability engineering Reliability threshold Schedules System effectiveness |
| Title | Optimum opportunistic maintenance schedule incorporating delay time theory with imperfect maintenance |
| URI | https://dx.doi.org/10.1016/j.ress.2021.107668 https://www.proquest.com/docview/2553568382 |
| Volume | 213 |
| WOSCitedRecordID | wos000663910500013&url=https%3A%2F%2Fcvtisr.summon.serialssolutions.com%2F%23%21%2Fsearch%3Fho%3Df%26include.ft.matches%3Dt%26l%3Dnull%26q%3D |
| hasFullText | 1 |
| inHoldings | 1 |
| isFullTextHit | |
| isPrint | |
| journalDatabaseRights | – providerCode: PRVESC databaseName: Elsevier SD Freedom Collection Journals 2021 customDbUrl: eissn: 1879-0836 dateEnd: 99991231 omitProxy: false ssIdentifier: ssj0004957 issn: 0951-8320 databaseCode: AIEXJ dateStart: 19950101 isFulltext: true titleUrlDefault: https://www.sciencedirect.com providerName: Elsevier |
| link | http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwtV3Nb9MwFLdKxwEOiE-xD5AP7FRlmuN8OMcJWo1p6pDWod4sx3ZoR5uWrpnWP4b_lefYSdMKKjhwiSrHdiy_X5-fn9_7GaEPisDwMiI8BbaBF2SJ8gSTp14SKqqSKFAhs5dNxP0-Gw6TL63WzyoX5n4S5zl7eEjm_1XUUAbCNqmz_yDuulMogN8gdHiC2OH5V4K_AiUwLaad2dyY1ua02nCyToUhhsjLBAHY0MICMzF0IdIRGRuHgeGLXJWXzdv0xpV10o7BsF6UFMeNPpo2rYlqtmzfq45e0xuWoLJE0Z07kTm-kTL4Z1xYd_yoGK_DC6z-ux6J2fdiDdkLy3FwXoit1tcjqPWt6bTwSR2V5TxpdTbN1w2PJPFAwdhjGm31MYuTkkC7qbB9Qhsql_x2IbA-idsT47M4MSOAojiyN_hssm73r3jv5vKSD7rDwTHtzX945koyc3R_TD9ZeDxCe34cJqyN9s4-d4cX68TbxFLJViN3WVk2gHD703-yfLZsgNKwGTxHz9yOBJ9ZJL1ALZ2_RE8bPJWvkHaYwhuYwg084ApTeANTuMQUNpjCFlPYYArXmGr28Rrd9LqDj-eeu5_Dk9RnS0_CZlOLLPYzpkiUJlJH2tAjCj8SLBLKJ4pk2SnUCWWQ-lILkrEolUQwX0md0jeonc9y_RZhmmqhhYgVTQNYRaiIaSAozcwpuwxEuo9INXdcOvJ6c4fKhFdRirfczDc3883tfO-jTt1mbqlbdtYOK5FwZ3xao5IDpHa2O6rkx50WgPdhSMOIUeYf7H59iJ6s_x5HqL1cFPodeizvl-O7xXsHt19VWrS4 |
| linkProvider | Elsevier |
| openUrl | ctx_ver=Z39.88-2004&ctx_enc=info%3Aofi%2Fenc%3AUTF-8&rfr_id=info%3Asid%2Fsummon.serialssolutions.com&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&rft.genre=article&rft.atitle=Optimum+opportunistic+maintenance+schedule+incorporating+delay+time+theory+with+imperfect+maintenance&rft.jtitle=Reliability+engineering+%26+system+safety&rft.au=Liu%2C+Gehui&rft.au=Chen%2C+Shaokuan&rft.au=Jin%2C+Hua&rft.au=Liu%2C+Shuang&rft.date=2021-09-01&rft.pub=Elsevier+BV&rft.issn=0951-8320&rft.eissn=1879-0836&rft.volume=213&rft.spage=1&rft_id=info:doi/10.1016%2Fj.ress.2021.107668&rft.externalDBID=NO_FULL_TEXT |
| thumbnail_l | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=0951-8320&client=summon |
| thumbnail_m | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=0951-8320&client=summon |
| thumbnail_s | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=0951-8320&client=summon |