A knowledge based machine tool maintenance planning system using case-based reasoning techniques

•This paper is focused on knowledge classification and modelling, knowledge is classified into three dimensions and maintenance case is represented by description units.•Adaptation guided case-based reasoning is researched in this paper, in which both concept relevancy and concept similarity are con...

Celý popis

Uloženo v:

Podrobná bibliografie
Vydáno v:	Robotics and computer-integrated manufacturing Ročník 58; s. 80 - 96
Hlavní autoři:	Wan, Shan, Li, Dongbo, Gao, James, Li, Jing
Médium:	Journal Article
Jazyk:	angličtina
Vydáno:	Oxford Elsevier Ltd 01.08.2019 Elsevier BV
Témata:	Algorithms Business Business machines Case-based reasoning CNC machine tool Control equipment Dependence Knowledge based systems Knowledge bases (artificial intelligence) Knowledge management Knowledge representation Machine tool industry Machine tools Maintenance Manufacturers Manufacturing Manufacturing system Mathematical models Numerical controls Reasoning Suppliers Knowledge management Maintenance Manufacturing system CNC machine tool Case-based reasoning
ISSN:	0736-5845, 1879-2537
On-line přístup:	Získat plný text
Tagy:	Přidat tag Žádné tagy, Buďte první, kdo vytvoří štítek k tomuto záznamu!

Abstract	•This paper is focused on knowledge classification and modelling, knowledge is classified into three dimensions and maintenance case is represented by description units.•Adaptation guided case-based reasoning is researched in this paper, in which both concept relevancy and concept similarity are considered in the retrieving stage.•Industrial example is illustrated to show the effectiveness of the proposed method in this paper.•A prototype maintenance planning system has been implemented by using an open source content management system to further verify the proposed method. In advanced manufacturing systems, Computer Numerical Control (CNC) machine tools are important equipment to manufacture product components of high precision, whilst from equipment maintenance point of view, they are regarded as the ‘products’ provided by machine tool manufacturers. Therefore, the reliability of CNC machine tools affects not only the quality of the components they manufacture, but also the reputation and profits of equipment suppliers. This paper presents a novel knowledge based maintenance planning system to facilitate information and knowledge sharing between all stakeholders including machine tool manufacturers, users (manufacturing systems), maintenance service providers and part suppliers (for machine tools), in the emerging ‘Product-Service’ business model. Case Based Reasoning principles have been implemented to improve the efficiency of maintenance planning. Ontologies were adopted to represent field knowledge using adaptation guided retrievals based on semantic similarity and correlation. The adaption algorithm has been developed based on the Casual Theory and the dependence relationship to generate the solution for required maintenance problems. The proposed system was implemented using Content Management technologies and has been verified using an example CNC machine tool. The results were commented by industrial collaborators as very promising and further exploitation in industry was recommended.
AbstractList	•This paper is focused on knowledge classification and modelling, knowledge is classified into three dimensions and maintenance case is represented by description units.•Adaptation guided case-based reasoning is researched in this paper, in which both concept relevancy and concept similarity are considered in the retrieving stage.•Industrial example is illustrated to show the effectiveness of the proposed method in this paper.•A prototype maintenance planning system has been implemented by using an open source content management system to further verify the proposed method. In advanced manufacturing systems, Computer Numerical Control (CNC) machine tools are important equipment to manufacture product components of high precision, whilst from equipment maintenance point of view, they are regarded as the ‘products’ provided by machine tool manufacturers. Therefore, the reliability of CNC machine tools affects not only the quality of the components they manufacture, but also the reputation and profits of equipment suppliers. This paper presents a novel knowledge based maintenance planning system to facilitate information and knowledge sharing between all stakeholders including machine tool manufacturers, users (manufacturing systems), maintenance service providers and part suppliers (for machine tools), in the emerging ‘Product-Service’ business model. Case Based Reasoning principles have been implemented to improve the efficiency of maintenance planning. Ontologies were adopted to represent field knowledge using adaptation guided retrievals based on semantic similarity and correlation. The adaption algorithm has been developed based on the Casual Theory and the dependence relationship to generate the solution for required maintenance problems. The proposed system was implemented using Content Management technologies and has been verified using an example CNC machine tool. The results were commented by industrial collaborators as very promising and further exploitation in industry was recommended. In advanced manufacturing systems, Computer Numerical Control (CNC) machine tools are important equipment to manufacture product components of high precision, whilst from equipment maintenance point of view, they are regarded as the ‘products’ provided by machine tool manufacturers. Therefore, the reliability of CNC machine tools affects not only the quality of the components they manufacture, but also the reputation and profits of equipment suppliers. This paper presents a novel knowledge based maintenance planning system to facilitate information and knowledge sharing between all stakeholders including machine tool manufacturers, users (manufacturing systems), maintenance service providers and part suppliers (for machine tools), in the emerging ‘Product-Service’ business model. Case Based Reasoning principles have been implemented to improve the efficiency of maintenance planning. Ontologies were adopted to represent field knowledge using adaptation guided retrievals based on semantic similarity and correlation. The adaption algorithm has been developed based on the Casual Theory and the dependence relationship to generate the solution for required maintenance problems. The proposed system was implemented using Content Management technologies and has been verified using an example CNC machine tool. The results were commented by industrial collaborators as very promising and further exploitation in industry was recommended.
Author	Li, Dongbo Wan, Shan Li, Jing Gao, James
Author_xml	– sequence: 1 givenname: Shan surname: Wan fullname: Wan, Shan email: shanwan23@hotmail.com organization: College of Engineering, Nanjing Agricultural University, Nanjing, Jiangsu 210031, China – sequence: 2 givenname: Dongbo surname: Li fullname: Li, Dongbo organization: School of Mechanical Engineering, Nanjing University of Science and Technology, Nanjing, Jiangsu 210094, China – sequence: 3 givenname: James orcidid: 0000-0001-5625-3654 surname: Gao fullname: Gao, James organization: School of Engineering, University of Greenwich, Chatham Maritime, Kent ME4 4 TB, UK – sequence: 4 givenname: Jing surname: Li fullname: Li, Jing organization: College of Engineering, Nanjing Agricultural University, Nanjing, Jiangsu 210031, China
BookMark	eNp9kEtLAzEUhYNUsK3-AVcDrqfmMZkHuCnFFxTc6Dpmkjtt6jSpSar035uxrlwUDlwunO9c7pmgkXUWELomeEYwKW83M6_MdkYxaWaYJNEzNCZ11eSUs2qExrhiZc7rgl-gSQgbjDEtOBuj93n2Yd13D3oFWSsD6Gwr1dpYyKJzfVqMjWClVZDtemmtsassHEKEbbYPw6ISlB9JDzK4X0cEtbbmcw_hEp13sg9w9Ten6O3h_nXxlC9fHp8X82WuWE1izimlpMS6bEB2lWwY51BJxkvKcEm6RnaNVoq0nWpaVVVdWbSy6KhmRHJNpGZTdHPM3Xk33I1i4_beppMiRaf4hpI6uejRpbwLwUMndt5spT8IgsXQpNiIoUkxNCkwSaIJqv9BykQZjbPRS9OfRu-OKKTXvwx4EZSBVKY2HlQU2plT-A8cVZK4
CitedBy_id	crossref_primary_10_1016_j_engappai_2020_103791 crossref_primary_10_1109_ACCESS_2024_3433412 crossref_primary_10_1142_S021964922350034X crossref_primary_10_1080_00207543_2021_2010144 crossref_primary_10_1016_j_jbi_2020_103586 crossref_primary_10_1016_j_jmsy_2023_05_002 crossref_primary_10_3390_app11020703 crossref_primary_10_3390_pr9010121 crossref_primary_10_3390_app11115183 crossref_primary_10_1016_j_aei_2024_103098 crossref_primary_10_1016_j_eswa_2021_114997 crossref_primary_10_1016_j_rcim_2022_102485 crossref_primary_10_1016_j_aei_2021_101345 crossref_primary_10_1038_s41598_025_96641_z crossref_primary_10_1016_j_rcim_2021_102242 crossref_primary_10_1108_JEDT_05_2021_0265 crossref_primary_10_1007_s10845_023_02210_4 crossref_primary_10_3103_S0967091222060080 crossref_primary_10_1016_j_rcim_2022_102406 crossref_primary_10_1016_j_smse_2023_100009 crossref_primary_10_1155_amse_9958173 crossref_primary_10_1016_j_rcim_2021_102222 crossref_primary_10_1016_j_rcim_2021_102246 crossref_primary_10_1016_j_jii_2025_100778 crossref_primary_10_1109_ACCESS_2024_3512667 crossref_primary_10_1088_1361_6501_ad1807 crossref_primary_10_1016_j_knosys_2021_107954 crossref_primary_10_1016_j_eswa_2022_119460 crossref_primary_10_1108_AA_05_2021_0065 crossref_primary_10_1109_JSEN_2021_3065757 crossref_primary_10_1016_j_jclepro_2020_124541 crossref_primary_10_1155_2021_1185584 crossref_primary_10_1016_j_aei_2025_103705 crossref_primary_10_1016_j_eswa_2023_121448 crossref_primary_10_1016_j_jii_2024_100566 crossref_primary_10_1016_j_jobe_2023_107624 crossref_primary_10_1109_ACCESS_2021_3092019
Cites_doi	10.1016/j.rcim.2018.01.002 10.1016/j.knosys.2016.12.002 10.1016/j.cageo.2016.10.002 10.1016/j.asoc.2018.01.012 10.1016/S0004-3702(98)00059-9 10.1016/j.aei.2017.01.002 10.1080/09511920701258040 10.1016/j.compag.2017.11.015 10.1108/K-11-2014-0244 10.1016/j.rcim.2014.11.002 10.1016/S0278-6125(06)80038-5 10.1016/j.promfg.2018.01.007 10.1016/j.eswa.2013.07.053 10.1016/j.procir.2014.06.002 10.1080/0951192X.2014.900858 10.1016/j.cie.2017.04.013 10.1109/MIS.2017.9 10.1016/j.neucom.2014.07.022 10.1016/j.proeng.2011.08.721 10.1016/j.trit.2016.11.001 10.1108/13673270610656665 10.1016/j.pnucene.2017.12.013 10.1016/j.knosys.2013.06.005 10.1016/j.protcy.2014.09.095 10.1016/j.jbi.2010.09.002
ContentType	Journal Article
Copyright	2019 Copyright Elsevier BV Aug 2019
Copyright_xml	– notice: 2019 – notice: Copyright Elsevier BV Aug 2019
DBID	AAYXX CITATION 7SC 7SP 7TB 8FD FR3 JQ2 L7M L~C L~D
DOI	10.1016/j.rcim.2019.01.012
DatabaseName	CrossRef Computer and Information Systems Abstracts Electronics & Communications Abstracts Mechanical & Transportation Engineering Abstracts Technology Research Database Engineering Research Database ProQuest Computer Science Collection Advanced Technologies Database with Aerospace Computer and Information Systems Abstracts Academic Computer and Information Systems Abstracts Professional
DatabaseTitle	CrossRef Technology Research Database Computer and Information Systems Abstracts – Academic Mechanical & Transportation Engineering Abstracts Electronics & Communications Abstracts ProQuest Computer Science Collection Computer and Information Systems Abstracts Engineering Research Database Advanced Technologies Database with Aerospace Computer and Information Systems Abstracts Professional
DatabaseTitleList	Technology Research Database
DeliveryMethod	fulltext_linktorsrc
Discipline	Engineering Computer Science Business
EISSN	1879-2537
EndPage	96
ExternalDocumentID	10_1016_j_rcim_2019_01_012 S0736584518301418
GroupedDBID	--K --M -~X .DC .~1 0R~ 123 1B1 1~. 1~5 29P 4.4 457 4G. 5VS 7-5 71M 8P~ 9JN AABNK AACTN AAEDT AAEDW AAIAV AAIKC AAIKJ AAKOC AALRI AAMNW AAOAW AAQFI AAQXK AAXUO AAYFN ABBOA ABFSI ABJNI ABMAC ABXDB ABYKQ ACDAQ ACGFS ACIWK ACNNM ACRLP ADBBV ADEZE ADMUD ADTZH AEBSH AECPX AEKER AENEX AFFNX AFKWA AFTJW AGHFR AGUBO AGYEJ AHHHB AHJVU AIALX AIEXJ AIKHN AITUG AJBFU AJOXV ALMA_UNASSIGNED_HOLDINGS AMFUW AMRAJ AOUOD ASPBG AVWKF AXJTR AZFZN BJAXD BKOJK BLXMC CS3 DU5 E.L EBS EFJIC EFLBG EJD EO8 EO9 EP2 EP3 F5P FDB FEDTE FGOYB FIRID FNPLU FYGXN G-2 G-Q GBLVA HLZ HVGLF HZ~ IHE J1W JJJVA KOM LG9 LY7 M41 MO0 MS~ N9A O-L O9- OAUVE OZT P-8 P-9 P2P PC. PZZ Q38 R2- RIG RNS ROL RPZ SBC SDF SDG SDP SES SET SEW SPC SPCBC SST SSV SSZ T5K UHS WUQ XPP ZMT ~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 7SC 7SP 7TB 8FD AFXIZ AGCQF AGRNS FR3 JQ2 L7M L~C L~D SSH
ID	FETCH-LOGICAL-c381t-5222160d69eaf7a9355e7a35623061f9af9dcc1bfc9bc77f64ba4f2d31a5d1ad3
ISICitedReferencesCount	39
ISICitedReferencesURI	http://www.webofscience.com/api/gateway?GWVersion=2&SrcApp=Summon&SrcAuth=ProQuest&DestLinkType=CitingArticles&DestApp=WOS_CPL&KeyUT=000466621600008&url=https%3A%2F%2Fcvtisr.summon.serialssolutions.com%2F%23%21%2Fsearch%3Fho%3Df%26include.ft.matches%3Dt%26l%3Dnull%26q%3D
ISSN	0736-5845
IngestDate	Mon Jul 14 07:38:08 EDT 2025 Sat Nov 29 03:56:48 EST 2025 Tue Nov 18 20:35:47 EST 2025 Fri Feb 23 02:26:54 EST 2024
IsPeerReviewed	true
IsScholarly	true
Keywords	Knowledge management Maintenance Manufacturing system CNC machine tool Case-based reasoning
Language	English
LinkModel	OpenURL
MergedId	FETCHMERGED-LOGICAL-c381t-5222160d69eaf7a9355e7a35623061f9af9dcc1bfc9bc77f64ba4f2d31a5d1ad3
Notes	ObjectType-Article-1 SourceType-Scholarly Journals-1 ObjectType-Feature-2 content type line 14
ORCID	0000-0001-5625-3654
PQID	2225229218
PQPubID	2045404
PageCount	17
ParticipantIDs	proquest_journals_2225229218 crossref_primary_10_1016_j_rcim_2019_01_012 crossref_citationtrail_10_1016_j_rcim_2019_01_012 elsevier_sciencedirect_doi_10_1016_j_rcim_2019_01_012
PublicationCentury	2000
PublicationDate	2019-08-01
PublicationDateYYYYMMDD	2019-08-01
PublicationDate_xml	– month: 08 year: 2019 text: 2019-08-01 day: 01
PublicationDecade	2010
PublicationPlace	Oxford
PublicationPlace_xml	– name: Oxford
PublicationTitle	Robotics and computer-integrated manufacturing
PublicationYear	2019
Publisher	Elsevier Ltd Elsevier BV
Publisher_xml	– name: Elsevier Ltd – name: Elsevier BV
References	Jin, Li, Hu (bib0029) 2017; 119 Potes Ruiz, Kamsu-Foguem, Noyes (bib0011) 2013; 50 Guerra-Zubiaga, Young (bib0015) 2006; 25 Petropoulos, Karavas, Balafoutis, Paraskevopoulos, Kallithraka, Kotseridis (bib0028) 2017; 142 Zhang, Wang, Gao, Yan (bib0002) 2018; 19 Mert, Waltemode, Aurich (bib0005) 2014; 16 Hu, Zheng (bib0027) 2013 access date:2018-05-21. Ayodeji, Liu, Xia (bib0019) 2018; 105 Liu, Liu, Xue, Dong, Hu, Hill, Guang, Li (bib0033) 2017; 98 Batet, Sánchez, Valls (bib0008) 2011; 44 Denkena, Schmidt, Krüger (bib0017) 2014; 15 Smyth, Keane (bib0013) 1998; 102 Gao, Zhao (bib0020) 2013 Orchel (bib0016) 2015; 149 Patel, Rathod, Parikh (bib0034) 2011 Guerra-Zubiaga, Young (bib0021) 2008; 21 Zhou, Yan, Xin (bib0007) 2017; 32 Mayer, Hodges, Yu, Kritzler, Michahelles (bib0024) 2017; 32 Chen, Chen, Chen, Lin (bib0022) 2017; 108 Zhang, Xie, Wang (bib0031) 2016; 1 A.N. Nasab, N. Modiri, P. Arya. Applying a case-based reasoning method for reducing fault diagnosis's time during maintenance. in International Conference on Advancements in Information Technology 2011 159–164. Li, Xia (bib0009) 2011; 15 Jabrouni, Kamsu-Foguem, Geneste (bib0026) 2011 Masood, Roy, Harrison, Xu, Gregson, Reeve (bib0001) 2015; 28 Zhu, Gao, Cai (bib0006) 2015; 44 Garon (bib0014) 2006; 10 Liu (bib0023) 2015 Vichare, Nassehi, Thompson, Newman, Wood, Kumar (bib0004) 2015; 34 Haouchine, Chebel-Morello, Zerhouni (bib0010) 2008 Wei, Lee, Chen, Wu (bib0018) 2013; 40 Liu, Dong, Chen (bib0003) 2018; 51 Drupal - Open Source CMS Liu, Qin, Martínez (bib0030) 2018; 65 Yang (bib0032) 2004 Li (10.1016/j.rcim.2019.01.012_bib0009) 2011; 15 Batet (10.1016/j.rcim.2019.01.012_bib0008) 2011; 44 Smyth (10.1016/j.rcim.2019.01.012_bib0013) 1998; 102 Liu (10.1016/j.rcim.2019.01.012_bib0003) 2018; 51 Patel (10.1016/j.rcim.2019.01.012_bib0034) 2011 Denkena (10.1016/j.rcim.2019.01.012_bib0017) 2014; 15 Orchel (10.1016/j.rcim.2019.01.012_bib0016) 2015; 149 Zhang (10.1016/j.rcim.2019.01.012_bib0031) 2016; 1 Potes Ruiz (10.1016/j.rcim.2019.01.012_bib0011) 2013; 50 10.1016/j.rcim.2019.01.012_bib0012 Petropoulos (10.1016/j.rcim.2019.01.012_bib0028) 2017; 142 Guerra-Zubiaga (10.1016/j.rcim.2019.01.012_bib0015) 2006; 25 Wei (10.1016/j.rcim.2019.01.012_bib0018) 2013; 40 Hu (10.1016/j.rcim.2019.01.012_bib0027) 2013 Zhang (10.1016/j.rcim.2019.01.012_bib0002) 2018; 19 Vichare (10.1016/j.rcim.2019.01.012_bib0004) 2015; 34 Zhu (10.1016/j.rcim.2019.01.012_bib0006) 2015; 44 Jabrouni (10.1016/j.rcim.2019.01.012_bib0026) 2011 Mert (10.1016/j.rcim.2019.01.012_bib0005) 2014; 16 Zhou (10.1016/j.rcim.2019.01.012_bib0007) 2017; 32 Haouchine (10.1016/j.rcim.2019.01.012_bib0010) 2008 Guerra-Zubiaga (10.1016/j.rcim.2019.01.012_bib0021) 2008; 21 Mayer (10.1016/j.rcim.2019.01.012_bib0024) 2017; 32 Jin (10.1016/j.rcim.2019.01.012_bib0029) 2017; 119 Garon (10.1016/j.rcim.2019.01.012_bib0014) 2006; 10 Chen (10.1016/j.rcim.2019.01.012_bib0022) 2017; 108 Yang (10.1016/j.rcim.2019.01.012_bib0032) 2004 Liu (10.1016/j.rcim.2019.01.012_bib0023) 2015 Gao (10.1016/j.rcim.2019.01.012_bib0020) 2013 Masood (10.1016/j.rcim.2019.01.012_bib0001) 2015; 28 10.1016/j.rcim.2019.01.012_bib0025 Ayodeji (10.1016/j.rcim.2019.01.012_bib0019) 2018; 105 Liu (10.1016/j.rcim.2019.01.012_bib0030) 2018; 65 Liu (10.1016/j.rcim.2019.01.012_bib0033) 2017; 98
References_xml	– volume: 19 start-page: 42 year: 2018 end-page: 49 ident: bib0002 article-title: An image processing approach to machine fault diagnosis based on visual words representation publication-title: Procedia Manuf. – volume: 119 start-page: 59 year: 2017 end-page: 67 ident: bib0029 article-title: Knowledge change rate-based attribute importance measure and its performance analysis publication-title: Knowl. Based Syst. – volume: 65 start-page: 320 year: 2018 end-page: 332 ident: bib0030 article-title: Improving decision making approaches based on fuzzy soft sets and rough soft sets publication-title: Appl. Soft Comput. – year: 2004 ident: bib0032 article-title: Application of Case-Based Reasoning in Intelligent Decision Support System – volume: 32 start-page: 92 year: 2017 end-page: 112 ident: bib0007 article-title: Research on a knowledge modelling methodology for fault diagnosis of machine tools based on formal semantics publication-title: Adv. Eng. Inform. – reference: , access date:2018-05-21. – start-page: 79 year: 2013 end-page: 82 ident: bib0020 article-title: Knowledge classification and acquisition for product service publication-title: Aeronaut. Manuf. Technol. – year: 2015 ident: bib0023 article-title: Research on Key Technologies of Knowledge Integration for CNC Machine Tool Digital Design Process – volume: 44 start-page: 118 year: 2011 end-page: 125 ident: bib0008 article-title: An ontology-based measure to compute semantic similarity in biomedicine publication-title: J. Biomed. Inform. – volume: 32 start-page: 96 year: 2017 end-page: 101 ident: bib0024 article-title: An open semantic framework for the industrial internet of things publication-title: IEEE Intell. Syst. – volume: 40 start-page: 7513 year: 2013 end-page: 7518 ident: bib0018 article-title: Customer relationship management in the hairdressing industry: an application of data mining techniques publication-title: Expert Syst. Appl. – year: 2013 ident: bib0027 article-title: An improved algorithm of concept similarity computation based on domain ontology publication-title: J. Qiqihar Univ. – volume: 105 start-page: 42 year: 2018 end-page: 50 ident: bib0019 article-title: Knowledge base operator support system for nuclear power plant fault diagnosis publication-title: Prog. Nucl. Energ. – volume: 102 start-page: 249 year: 1998 end-page: 293 ident: bib0013 article-title: Adaptation-guided retrieval: questioning the similarity assumption in reasoning publication-title: Artif. Intell. – volume: 108 start-page: 124 year: 2017 end-page: 135 ident: bib0022 article-title: A two-dimensional knowledge authorization evaluation method enabling inter-enterprise knowledge sharing publication-title: Comput. Ind. Eng. – volume: 16 start-page: 253 year: 2014 end-page: 258 ident: bib0005 article-title: Quality assessment of technical product-service systems in the machine tool industry publication-title: Procedia CIRP – year: 2011 ident: bib0026 article-title: Structural-model approach of causal reasoning in problem solving processes publication-title: The twelfth IEEE International Conference on Information Reuse and Integration. – reference: A.N. Nasab, N. Modiri, P. Arya. Applying a case-based reasoning method for reducing fault diagnosis's time during maintenance. in International Conference on Advancements in Information Technology 2011 159–164. – year: 2008 ident: bib0010 article-title: Adaptation-guided retrieval for a diagnostic and repair help system dedicated to a pallets transfer publication-title: The Ninth European Conference on Case-Based Reasoning – volume: 51 start-page: 238 year: 2018 end-page: 247 ident: bib0003 article-title: Single-machine-based joint optimization of predictive maintenance planning and production scheduling publication-title: Robot. Comput. Int. Manuf. – volume: 44 start-page: 823 year: 2015 end-page: 842 ident: bib0006 article-title: A product-service system using requirement analysis and knowledge management technologies publication-title: Kybernetes – volume: 50 start-page: 171 year: 2013 end-page: 186 ident: bib0011 article-title: Knowledge reuse integrating the collaboration from experts in industrial maintenance management publication-title: Knowl. Based Syst. – volume: 15 start-page: 406 year: 2014 end-page: 415 ident: bib0017 article-title: Data mining approach for knowledge-based process planning publication-title: Procedia Technol. – volume: 10 start-page: 103 year: 2006 end-page: 112 ident: bib0014 article-title: Space project management lessons learned: a powerful tool for success publication-title: J. Knowl. Manage. – volume: 28 start-page: 59 year: 2015 end-page: 74 ident: bib0001 article-title: Integrating through-life engineering service knowledge with product design and manufacture publication-title: Int. J. Comput. Integ. Manuf. – volume: 1 start-page: 323 year: 2016 end-page: 333 ident: bib0031 article-title: A survey on rough set theory and its applications publication-title: CAAI Trans. Intell. Technol. – volume: 21 start-page: 526 year: 2008 end-page: 539 ident: bib0021 article-title: Design of a manufacturing knowledge model publication-title: Int. J. Comput. Integ. M. – year: 2011 ident: bib0034 article-title: Joomla, Drupal and WordPress - a statistical comparison of open source CMS publication-title: 3rd International Conference on Trends in Information Science & Computing – volume: 142 start-page: 552 year: 2017 end-page: 562 ident: bib0028 article-title: Fuzzy logic tool for wine quality classification publication-title: Comput. Electron. Agr. – volume: 34 start-page: 70 year: 2015 end-page: 78 ident: bib0004 article-title: Machine tool capability profiles for representing machine tool health publication-title: Robot. Comput. Int. Manuf. – volume: 149 start-page: 1109 year: 2015 end-page: 1124 ident: bib0016 article-title: Solving classification problems by knowledge sets publication-title: Neurocomputing – volume: 15 start-page: 3854 year: 2011 end-page: 3859 ident: bib0009 article-title: A method of concept similarity computation based on semantic distance publication-title: Procedia Eng. – volume: 25 start-page: 122 year: 2006 end-page: 136 ident: bib0015 article-title: A manufacturing model to enable knowledge maintenance in decision support systems publication-title: J. Manuf. Syst. – reference: Drupal - Open Source CMS, – volume: 98 start-page: 46 year: 2017 end-page: 54 ident: bib0033 article-title: Grid workflow validation using ontology-based tacit knowledge: a case study for quantitative remote sensing applications publication-title: Comput. Geosci. – volume: 51 start-page: 238 year: 2018 ident: 10.1016/j.rcim.2019.01.012_bib0003 article-title: Single-machine-based joint optimization of predictive maintenance planning and production scheduling publication-title: Robot. Comput. Int. Manuf. doi: 10.1016/j.rcim.2018.01.002 – volume: 119 start-page: 59 year: 2017 ident: 10.1016/j.rcim.2019.01.012_bib0029 article-title: Knowledge change rate-based attribute importance measure and its performance analysis publication-title: Knowl. Based Syst. doi: 10.1016/j.knosys.2016.12.002 – volume: 98 start-page: 46 year: 2017 ident: 10.1016/j.rcim.2019.01.012_bib0033 article-title: Grid workflow validation using ontology-based tacit knowledge: a case study for quantitative remote sensing applications publication-title: Comput. Geosci. doi: 10.1016/j.cageo.2016.10.002 – volume: 65 start-page: 320 year: 2018 ident: 10.1016/j.rcim.2019.01.012_bib0030 article-title: Improving decision making approaches based on fuzzy soft sets and rough soft sets publication-title: Appl. Soft Comput. doi: 10.1016/j.asoc.2018.01.012 – volume: 102 start-page: 249 issue: 2 year: 1998 ident: 10.1016/j.rcim.2019.01.012_bib0013 article-title: Adaptation-guided retrieval: questioning the similarity assumption in reasoning publication-title: Artif. Intell. doi: 10.1016/S0004-3702(98)00059-9 – issue: 1 year: 2013 ident: 10.1016/j.rcim.2019.01.012_bib0027 article-title: An improved algorithm of concept similarity computation based on domain ontology publication-title: J. Qiqihar Univ. – volume: 32 start-page: 92 year: 2017 ident: 10.1016/j.rcim.2019.01.012_bib0007 article-title: Research on a knowledge modelling methodology for fault diagnosis of machine tools based on formal semantics publication-title: Adv. Eng. Inform. doi: 10.1016/j.aei.2017.01.002 – volume: 21 start-page: 526 issue: 5 year: 2008 ident: 10.1016/j.rcim.2019.01.012_bib0021 article-title: Design of a manufacturing knowledge model publication-title: Int. J. Comput. Integ. M. doi: 10.1080/09511920701258040 – volume: 142 start-page: 552 year: 2017 ident: 10.1016/j.rcim.2019.01.012_bib0028 article-title: Fuzzy logic tool for wine quality classification publication-title: Comput. Electron. Agr. doi: 10.1016/j.compag.2017.11.015 – volume: 44 start-page: 823 issue: 5 year: 2015 ident: 10.1016/j.rcim.2019.01.012_bib0006 article-title: A product-service system using requirement analysis and knowledge management technologies publication-title: Kybernetes doi: 10.1108/K-11-2014-0244 – volume: 34 start-page: 70 year: 2015 ident: 10.1016/j.rcim.2019.01.012_bib0004 article-title: Machine tool capability profiles for representing machine tool health publication-title: Robot. Comput. Int. Manuf. doi: 10.1016/j.rcim.2014.11.002 – ident: 10.1016/j.rcim.2019.01.012_bib0012 – volume: 25 start-page: 122 issue: 2 year: 2006 ident: 10.1016/j.rcim.2019.01.012_bib0015 article-title: A manufacturing model to enable knowledge maintenance in decision support systems publication-title: J. Manuf. Syst. doi: 10.1016/S0278-6125(06)80038-5 – volume: 19 start-page: 42 year: 2018 ident: 10.1016/j.rcim.2019.01.012_bib0002 article-title: An image processing approach to machine fault diagnosis based on visual words representation publication-title: Procedia Manuf. doi: 10.1016/j.promfg.2018.01.007 – volume: 40 start-page: 7513 issue: 18 year: 2013 ident: 10.1016/j.rcim.2019.01.012_bib0018 article-title: Customer relationship management in the hairdressing industry: an application of data mining techniques publication-title: Expert Syst. Appl. doi: 10.1016/j.eswa.2013.07.053 – volume: 16 start-page: 253 year: 2014 ident: 10.1016/j.rcim.2019.01.012_bib0005 article-title: Quality assessment of technical product-service systems in the machine tool industry publication-title: Procedia CIRP doi: 10.1016/j.procir.2014.06.002 – ident: 10.1016/j.rcim.2019.01.012_bib0025 – volume: 28 start-page: 59 issue: 1 year: 2015 ident: 10.1016/j.rcim.2019.01.012_bib0001 article-title: Integrating through-life engineering service knowledge with product design and manufacture publication-title: Int. J. Comput. Integ. Manuf. doi: 10.1080/0951192X.2014.900858 – volume: 108 start-page: 124 year: 2017 ident: 10.1016/j.rcim.2019.01.012_bib0022 article-title: A two-dimensional knowledge authorization evaluation method enabling inter-enterprise knowledge sharing publication-title: Comput. Ind. Eng. doi: 10.1016/j.cie.2017.04.013 – volume: 32 start-page: 96 issue: 1 year: 2017 ident: 10.1016/j.rcim.2019.01.012_bib0024 article-title: An open semantic framework for the industrial internet of things publication-title: IEEE Intell. Syst. doi: 10.1109/MIS.2017.9 – year: 2011 ident: 10.1016/j.rcim.2019.01.012_bib0034 article-title: Joomla, Drupal and WordPress - a statistical comparison of open source CMS – volume: 149 start-page: 1109 year: 2015 ident: 10.1016/j.rcim.2019.01.012_bib0016 article-title: Solving classification problems by knowledge sets publication-title: Neurocomputing doi: 10.1016/j.neucom.2014.07.022 – volume: 15 start-page: 3854 year: 2011 ident: 10.1016/j.rcim.2019.01.012_bib0009 article-title: A method of concept similarity computation based on semantic distance publication-title: Procedia Eng. doi: 10.1016/j.proeng.2011.08.721 – year: 2011 ident: 10.1016/j.rcim.2019.01.012_bib0026 article-title: Structural-model approach of causal reasoning in problem solving processes – year: 2004 ident: 10.1016/j.rcim.2019.01.012_bib0032 – start-page: 79 issue: 6 year: 2013 ident: 10.1016/j.rcim.2019.01.012_bib0020 article-title: Knowledge classification and acquisition for product service publication-title: Aeronaut. Manuf. Technol. – volume: 1 start-page: 323 issue: 4 year: 2016 ident: 10.1016/j.rcim.2019.01.012_bib0031 article-title: A survey on rough set theory and its applications publication-title: CAAI Trans. Intell. Technol. doi: 10.1016/j.trit.2016.11.001 – volume: 10 start-page: 103 issue: 2 year: 2006 ident: 10.1016/j.rcim.2019.01.012_bib0014 article-title: Space project management lessons learned: a powerful tool for success publication-title: J. Knowl. Manage. doi: 10.1108/13673270610656665 – volume: 105 start-page: 42 year: 2018 ident: 10.1016/j.rcim.2019.01.012_bib0019 article-title: Knowledge base operator support system for nuclear power plant fault diagnosis publication-title: Prog. Nucl. Energ. doi: 10.1016/j.pnucene.2017.12.013 – volume: 50 start-page: 171 year: 2013 ident: 10.1016/j.rcim.2019.01.012_bib0011 article-title: Knowledge reuse integrating the collaboration from experts in industrial maintenance management publication-title: Knowl. Based Syst. doi: 10.1016/j.knosys.2013.06.005 – volume: 15 start-page: 406 year: 2014 ident: 10.1016/j.rcim.2019.01.012_bib0017 article-title: Data mining approach for knowledge-based process planning publication-title: Procedia Technol. doi: 10.1016/j.protcy.2014.09.095 – volume: 44 start-page: 118 issue: 1 year: 2011 ident: 10.1016/j.rcim.2019.01.012_bib0008 article-title: An ontology-based measure to compute semantic similarity in biomedicine publication-title: J. Biomed. Inform. doi: 10.1016/j.jbi.2010.09.002 – year: 2008 ident: 10.1016/j.rcim.2019.01.012_bib0010 article-title: Adaptation-guided retrieval for a diagnostic and repair help system dedicated to a pallets transfer – year: 2015 ident: 10.1016/j.rcim.2019.01.012_bib0023
SSID	ssj0002453
Score	2.4486382
Snippet	•This paper is focused on knowledge classification and modelling, knowledge is classified into three dimensions and maintenance case is represented by... In advanced manufacturing systems, Computer Numerical Control (CNC) machine tools are important equipment to manufacture product components of high precision,...
SourceID	proquest crossref elsevier
SourceType	Aggregation Database Enrichment Source Index Database Publisher
StartPage	80
SubjectTerms	Algorithms Business Business machines Case-based reasoning CNC machine tool Control equipment Dependence Knowledge based systems Knowledge bases (artificial intelligence) Knowledge management Knowledge representation Machine tool industry Machine tools Maintenance Manufacturers Manufacturing Manufacturing system Mathematical models Numerical controls Reasoning Suppliers
Title	A knowledge based machine tool maintenance planning system using case-based reasoning techniques
URI	https://dx.doi.org/10.1016/j.rcim.2019.01.012 https://www.proquest.com/docview/2225229218
Volume	58
WOSCitedRecordID	wos000466621600008&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: ScienceDirect customDbUrl: eissn: 1879-2537 dateEnd: 99991231 omitProxy: false ssIdentifier: ssj0002453 issn: 0736-5845 databaseCode: AIEXJ dateStart: 19960301 isFulltext: true titleUrlDefault: https://www.sciencedirect.com providerName: Elsevier
link	http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwtV1NT9tAEF1F0EN7oC20ghaqPfRmLcra66z3GFVUhQOqKpBy267X3hYU7CgfiP_QP91Z70dMEKgcKkWWY9kbJ_My8zyaeYPQ5wIwBLw1J1TVhjCImERUJSO6LIxOTTbUte6GTfDz82IyEd8Hgz-hF-Z2ypumuLsTs_9qajgGxrats88wd1wUDsA-GB22YHbY_pPhx0nMkyU2RlXJTVcwaWdktFN4YxUimq5TYOYnFnk952TlWnDhIuKutBXrLl8btV4XfTr7oy3bqPOs_YAIEiUo7Ec3K9s70TVDrpP3Lun6u1cP5Prd2-ZX2caSINXGOt77552FxXy6wnZIFSFd4bwaz0YEWE_ed8FOvd37UDfZyUdjN-72gZ93KYfr47m-snICVHTaq74g-56o9kawiyWIobrtWto1pF1DDim8IJ5vpzwX4OW3x6cnk7MY2FPmRE3DN_A9WK5ccPNOHuM5GxG_ozEXb9COf_7AY4ebt2hQN7vodZjtgb2r30WvekKVe-jnGEdQ4Q4a2IMKW1DhHqhwABV2oMIdqPAaVDiCCq9B9Q5dfj25-PKN-NkcRAPHWxKg7SkdDauRqJXhyqr011xllk0DQzRCGVFpTUujRak5NyNWKmbSKqMqr6iqsvdoq2mbeh9hxVhWcM1SriqWaVUYA_tcw7NubTTNDhANv6TUXrjezk-ZysdteICSeM3MybY8eXYeDCQ98XSEUgLenrzuMFhTeg-wkDaBkqYCqPOHZ93ER_Ry_X85RFvL-ao-Qi_07fJqMf_ksfgXR2Syzw
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=A+knowledge+based+machine+tool+maintenance+planning+system+using+case-based+reasoning+techniques&rft.jtitle=Robotics+and+computer-integrated+manufacturing&rft.au=Wan%2C+Shan&rft.au=Li%2C+Dongbo&rft.au=Gao%2C+James&rft.au=Li%2C+Jing&rft.date=2019-08-01&rft.issn=0736-5845&rft.volume=58&rft.spage=80&rft.epage=96&rft_id=info:doi/10.1016%2Fj.rcim.2019.01.012&rft.externalDBID=n%2Fa&rft.externalDocID=10_1016_j_rcim_2019_01_012
thumbnail_l	http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=0736-5845&client=summon
thumbnail_m	http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=0736-5845&client=summon
thumbnail_s	http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=0736-5845&client=summon