Virtual metrology as an approach for product quality estimation in Industry 4.0: a systematic review and integrative conceptual framework
Virtual metrology (VM) involves estimating a product's quality directly from production process data without physically measuring it. This enables the product quality of each unit of production to be monitored in real time, while preserving the process efficiency. Initially developed for the se...
Saved in:
| Published in | International journal of production research Vol. 60; no. 2; pp. 742 - 765 |
|---|---|
| Main Authors | , , , |
| Format | Journal Article |
| Language | English |
| Published |
London
Taylor & Francis
17.01.2022
Taylor & Francis LLC |
| Subjects | |
| Online Access | Get full text |
Cover
Loading…
| Abstract | Virtual metrology (VM) involves estimating a product's quality directly from production process data without physically measuring it. This enables the product quality of each unit of production to be monitored in real time, while preserving the process efficiency. Initially developed for the semiconductor industry, VM has recently been examined for use in other industrial fields. VM is enabled by components such as quality estimators and drift detectors. It enhances various industrial applications such as machine control and sampling decision systems. The literature lacks a comprehensive summary and a systematic review of the state of the art in VM. To fill this gap, this study followed a systematic methodology to conduct a complete and structured literature review of VM. This paper presents a detailed analysis of the 199 papers that we identified based on our search and selection criteria. Following our methodological framework, we assigned these papers to categories and highlighted shortcomings. Finally, we discussed VM's use in various industrial fields, underlining its potential for every manufacturing industry. This study and the proposed framework are useful for both practitioners and academicians since they raise crucial theoretical and managerial questions as well as provide suggestions for further research on this critical topic. |
|---|---|
| AbstractList | Virtual metrology (VM) involves estimating a product’s quality directly from production process data without physically measuring it. This enables the product quality of each unit of production to be monitored in real time, while preserving the process efficiency. Initially developed for the semiconductor industry, VM has recently been examined for use in other industrial fields. VM is enabled by components such as quality estimators and drift detectors. It enhances various industrial applications such as machine control and sampling decision systems. The literature lacks a comprehensive summary and a systematic review of the state of the art in VM. To fill this gap, this study followed a systematic methodology to conduct a complete and structured literature review of VM. This paper presents a detailed analysis of the 199 papers that we identified based on our search and selection criteria. Following our methodological framework, we assigned these papers to categories and highlighted shortcomings. Finally, we discussed VM’s use in various industrial fields, underlining its potential for every manufacturing industry. This study and the proposed framework are useful for both practitioners and academicians since they raise crucial theoretical and managerial questions as well as provide suggestions for further research on this critical topic. |
| Author | Psarommatis, Foivos Kiritsis, Dimitris May, Gokan Dreyfus, Paul-Arthur |
| Author_xml | – sequence: 1 givenname: Paul-Arthur orcidid: 0000-0002-0399-427X surname: Dreyfus fullname: Dreyfus, Paul-Arthur email: paul.dreyfus@epfl.ch organization: EPFL – sequence: 2 givenname: Foivos orcidid: 0000-0002-2731-8727 surname: Psarommatis fullname: Psarommatis, Foivos organization: EPFL – sequence: 3 givenname: Gokan orcidid: 0000-0002-9634-999X surname: May fullname: May, Gokan organization: University of North Florida – sequence: 4 givenname: Dimitris orcidid: 0000-0003-3660-9187 surname: Kiritsis fullname: Kiritsis, Dimitris organization: EPFL |
| BookMark | eNp9kN1KAzEQhYMoWKuPIAS83jr52269UsSfguBNEe9CmmTr1m1Sk6xlH8G3Nmv11rnJkPnmDOecoEPnnUXonMCEQAWXABSmgrMJBUomZDYtOWMHaERYWRaiql4P0WhgigE6RicxriGXqPgIfb00IXWqxRubgm_9qscqYuWw2m6DV_oN1z7g3JpOJ_yRySb12MbUbFRqvMONw3NnuphCj_kErrDCsY_JDmONg_1s7C7rmQwmuwr599Ni7Z2225-7dVAbu_Ph_RQd1aqN9uz3HaPF_d3i9rF4en6Y3948FZpzmgpbCq6AcS4on9kajNKmElPKiQFNljXoJQOrZ5yWinGzpDVQpW0e0qVhlI3RxV42e_roshG59l1w-aKkJSNsKioBmRJ7SgcfY7C13IbsOPSSgBxCl3-hyyF0-Rt63rve7zUu57ZR2VhrZFJ960N26nQTJftf4huxUY2B |
| CitedBy_id | crossref_primary_10_1080_00207543_2024_2318490 crossref_primary_10_1016_j_jmsy_2023_02_010 crossref_primary_10_1007_s12647_024_00740_7 crossref_primary_10_1016_j_cie_2023_109421 crossref_primary_10_3390_app14052170 crossref_primary_10_1016_j_procs_2022_12_289 crossref_primary_10_1016_j_eswa_2024_123559 crossref_primary_10_1080_00207543_2024_2314151 crossref_primary_10_1515_zwf_2024_1036 crossref_primary_10_1016_j_procir_2023_08_018 crossref_primary_10_1016_j_procs_2024_01_099 crossref_primary_10_1016_j_procs_2024_01_071 crossref_primary_10_2139_ssrn_4124529 crossref_primary_10_1108_AA_05_2022_0139 crossref_primary_10_1016_j_compind_2023_103917 crossref_primary_10_1016_j_compind_2023_103915 crossref_primary_10_3389_fmtec_2022_972712 crossref_primary_10_1016_j_jmsy_2023_10_012 crossref_primary_10_1109_TEM_2021_3133619 crossref_primary_10_1080_00207543_2023_2289076 crossref_primary_10_3390_nano12152646 crossref_primary_10_57062_ijpem_st_2022_0010 crossref_primary_10_1080_00207543_2023_2217282 crossref_primary_10_1038_s41598_022_16302_3 crossref_primary_10_1016_j_jclepro_2024_141289 crossref_primary_10_1093_jigpal_jzae053 crossref_primary_10_3390_s22166114 crossref_primary_10_1016_j_compind_2022_103825 crossref_primary_10_1016_j_jmsy_2024_06_002 crossref_primary_10_1016_j_jmsy_2023_10_008 crossref_primary_10_1080_00207543_2022_2101960 crossref_primary_10_1016_j_jmsy_2022_03_015 crossref_primary_10_1016_j_jmsy_2022_12_010 crossref_primary_10_1016_j_procs_2024_02_099 |
| Cites_doi | 10.1109/LRA.2020.3000678 10.1007/978-1-4471-2099-5_1 10.1016/j.cie.2018.06.024 10.1109/LRA.2016.2645507 10.1109/TSM.2018.2826012 10.1016/j.ces.2004.04.020 10.1109/TII.2019.2903718 10.1007/978-3-030-30000-5_34 10.1016/j.isatra.2020.03.031 10.1016/j.jss.2015.04.089 10.1088/1742-6596/783/1/012042 10.1016/j.jprocont.2017.12.004 10.1016/j.neucom.2013.10.001 10.1109/TSM.2011.2104372 10.1016/j.eswa.2009.05.053 10.1109/TASE.2014.2360214 10.1109/ICMIT.2014.6942477 10.1080/00207543.2014.955924 10.1016/j.eswa.2011.09.088 10.1109/CoASE.2012.6386371 10.1109/TSM.2007.907609 10.1109/TSM.2012.2183398 10.1109/LRA.2016.2517208 10.1080/00207543.2018.1443230 10.1016/j.neucom.2020.01.083 10.1109/TSM.2007.914373 10.1016/j.jprocont.2012.01.012 10.1080/02533839.2015.1091279 10.1109/IJCNN.2006.247284 10.1109/ICIT.2010.5472698 10.1016/j.jprocont.2017.02.002 10.1016/j.rcim.2016.09.003 10.1109/LRA.2019.2921927 10.1177/1550147719832802 10.1088/2632-2153/aba6f3 10.1016/j.procir.2013.09.045 10.1109/ETFA.2017.8247660 10.1109/TSM.2020.2995548 10.1109/TSM.2012.2218837 10.1109/TSM.2018.2881286 10.1201/9781420040661 10.1080/02533839.2014.912773 10.1109/TSM.2016.2574130 10.1109/LRA.2019.2891498 10.1016/j.cor.2014.05.008 10.1080/00207543.2012.762135 10.1007/s10044-014-0386-6 10.1007/s10845-020-01639-1 10.17265/2159-5313/2016.09.003 10.1108/02656710710730861 10.1109/ASMC.2017.7969203 10.1109/I2MTC.2017.7969967 10.1109/TSM.2009.2039250 10.1016/j.rcim.2012.01.002 10.1023/B:MACH.0000015881.36452.6e 10.1109/ASMC.2012.6212913 10.1109/TASE.2011.2169405 10.1109/TSM.2012.2206061 10.1080/00207543.2015.1072649 10.1016/j.conengprac.2019.104262 10.1016/j.eswa.2020.113424 10.1109/ROBOT.2008.4543767 10.1016/j.jii.2018.12.001 10.1115/1.4042051 10.4028/www.scientific.net/AMR.579.312 10.1109/TSM.2017.2787550 10.1109/TII.2010.2098416 10.1109/WSC.2011.6147915 10.1007/s10044-013-0363-5 10.1007/BF00116900 10.1016/j.procir.2016.11.208 10.3182/20110828-6-IT-1002.01339 10.1080/00207543.2019.1605228 10.1109/ICAT.2013.6684080 10.1116/1.4862254 10.1109/COASE.2007.4341746 10.1109/LRA.2018.2792690 10.1016/j.cie.2020.106298 10.1109/ACCESS.2018.2836917 10.1109/CCWC.2019.8666503 10.1007/s10462-015-9444-8 10.1109/TSM.2011.2176759 10.1109/CoASE.2013.6654048 10.1109/MCI.2015.2471196 10.1109/COASE.2006.326885 10.1109/ASMC.2014.6846983 10.1007/s10845-018-1437-4 10.1088/1361-6501/ab4b39 10.1016/j.eswa.2010.08.040 10.1063/1.5135312 10.1108/02656711111121816 10.1109/ISSM.2005.1513322 10.1016/j.rcim.2015.01.005 10.1016/j.jmsy.2021.03.021 10.1080/0020754031000077293 10.1109/ICMA.2010.5588327 10.1016/j.compind.2020.103228 10.1109/TSM.2019.2931328 10.1109/TSM.2009.2031750 10.1016/j.cirp.2019.04.108 10.1016/j.procir.2020.03.038 10.1080/18756891.2014.947116 10.1016/j.cie.2017.04.016 10.1109/LRA.2019.2917384 10.1016/j.ifacol.2017.08.980 10.1109/TASE.2018.2844168 10.1109/ACCESS.2019.2940130 10.1080/0740817X.2012.689242 10.1109/TSM.2015.2409299 10.1016/j.eswa.2009.11.087 10.1007/978-1-4614-6849-3 10.1109/TMECH.2013.2273435 10.1007/978-3-319-99707-0_34 10.3390/en12132530 |
| ContentType | Journal Article |
| Copyright | 2021 The Author(s). Published by Informa UK Limited, trading as Taylor & Francis Group 2021 2021 The Author(s). Published by Informa UK Limited, trading as Taylor & Francis Group. This work is licensed under the Creative Commons Attribution – Non-Commercial – No Derivatives License http://creativecommons.org/licenses/by-nc-nd/4.0/ (the “License”). Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License. |
| Copyright_xml | – notice: 2021 The Author(s). Published by Informa UK Limited, trading as Taylor & Francis Group 2021 – notice: 2021 The Author(s). Published by Informa UK Limited, trading as Taylor & Francis Group. This work is licensed under the Creative Commons Attribution – Non-Commercial – No Derivatives License http://creativecommons.org/licenses/by-nc-nd/4.0/ (the “License”). Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License. |
| DBID | 0YH AAYXX CITATION 7SC 8FD F28 FR3 JQ2 L7M L~C L~D |
| DOI | 10.1080/00207543.2021.1976433 |
| DatabaseName | Taylor & Francis (Open access) CrossRef Computer and Information Systems Abstracts Technology Research Database ANTE: Abstracts in New Technology & Engineering 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 ProQuest Computer Science Collection Computer and Information Systems Abstracts Engineering Research Database Advanced Technologies Database with Aerospace ANTE: Abstracts in New Technology & Engineering Computer and Information Systems Abstracts Professional |
| DatabaseTitleList | Technology Research Database |
| Database_xml | – sequence: 1 dbid: 0YH name: Taylor & Francis (Open access) url: https://www.tandfonline.com sourceTypes: Publisher |
| DeliveryMethod | fulltext_linktorsrc |
| Discipline | Engineering |
| EISSN | 1366-588X |
| EndPage | 765 |
| ExternalDocumentID | 10_1080_00207543_2021_1976433 1976433 |
| Genre | Research Article |
| GroupedDBID | -~X .7F .QJ 0BK 0R~ 0YH 29J 2DF 30N 3YN 4.4 5GY 5VS 8VB A8Z AAAVI AAENE AAJMT AALDU AAMIU AAPUL AAQRR ABBKH ABCCY ABFIM ABHAV ABJVF ABLIJ ABPEM ABQHQ ABTAI ABXUL ACGEJ ACGFO ACGFS ACGOD ACIWK ACNCT ACTIO ADCVX ADGTB ADXPE AEGXH AEGYZ AEISY AEMOZ AENEX AEOZL AEPSL AEYOC AFKVX AFOLD AFWLO AGDLA AGMYJ AHDLD AIAGR AIJEM AIRXU AJWEG AKBVH AKOOK AKVCP ALMA_UNASSIGNED_HOLDINGS ALQZU AQRUH AVBZW AWYRJ BLEHA CCCUG CE4 CS3 DGEBU DKSSO DU5 EBD EBE EBO EBR EBS EBU EMK EPL E~A E~B FUNRP FVPDL GTTXZ H13 HF~ HZ~ H~9 H~P I-F IPNFZ J.P KYCEM LJTGL M4Z ML~ NA5 NX~ O9- P2P PQEST PQQKQ QWB RIG RNANH ROSJB RTWRZ S-T SNACF TEN TFL TFT TFW TH9 TN5 TNC TTHFI TWF UT5 UU3 V1K ZGOLN ZL0 ~S~ AAYXX ABJNI ABPAQ ABXYU AHDZW CITATION ESTFP K1G TBQAZ TDBHL TUROJ 7SC 8FD F28 FR3 JQ2 L7M L~C L~D |
| ID | FETCH-LOGICAL-c442t-e654a03445249ef0dacd857241d0c1bf0cb30ec9426a34db2f02aced0c2bd323 |
| IEDL.DBID | 0YH |
| ISSN | 0020-7543 |
| IngestDate | Thu Oct 10 19:24:40 EDT 2024 Fri Aug 23 00:46:51 EDT 2024 Tue Jun 13 19:30:18 EDT 2023 |
| IsDoiOpenAccess | true |
| IsOpenAccess | true |
| IsPeerReviewed | true |
| IsScholarly | true |
| Issue | 2 |
| Language | English |
| License | open-access: http://creativecommons.org/licenses/by-nc-nd/4.0/: This is an Open Access article distributed under the terms of the Creative Commons Attribution-NonCommercial-NoDerivatives License (http://creativecommons.org/licenses/by-nc-nd/4.0/), which permits non-commercial re-use, distribution, and reproduction in any medium, provided the original work is properly cited, and is not altered, transformed, or built upon in any way. |
| LinkModel | DirectLink |
| MergedId | FETCHMERGED-LOGICAL-c442t-e654a03445249ef0dacd857241d0c1bf0cb30ec9426a34db2f02aced0c2bd323 |
| ORCID | 0000-0002-0399-427X 0000-0002-9634-999X 0000-0003-3660-9187 0000-0002-2731-8727 |
| OpenAccessLink | https://www.tandfonline.com/doi/abs/10.1080/00207543.2021.1976433 |
| PQID | 2631375850 |
| PQPubID | 30924 |
| PageCount | 24 |
| ParticipantIDs | informaworld_taylorfrancis_310_1080_00207543_2021_1976433 crossref_primary_10_1080_00207543_2021_1976433 proquest_journals_2631375850 |
| PublicationCentury | 2000 |
| PublicationDate | 2022-01-17 |
| PublicationDateYYYYMMDD | 2022-01-17 |
| PublicationDate_xml | – month: 01 year: 2022 text: 2022-01-17 day: 17 |
| PublicationDecade | 2020 |
| PublicationPlace | London |
| PublicationPlace_xml | – name: London |
| PublicationTitle | International journal of production research |
| PublicationYear | 2022 |
| Publisher | Taylor & Francis Taylor & Francis LLC |
| Publisher_xml | – name: Taylor & Francis – name: Taylor & Francis LLC |
| References | CIT0072 CIT0071 CIT0074 CIT0073 CIT0076 CIT0075 CIT0078 CIT0111 CIT0077 CIT0110 CIT0070 Wadewale K. (CIT0116) 2015; 2 CIT0113 CIT0079 CIT0112 CIT0115 CIT0114 CIT0117 CIT0119 CIT0118 CIT0083 CIT0082 CIT0085 CIT0084 CIT0087 CIT0120 Khakifirooz Marzieh (CIT0057) 2018; 25 CIT0086 CIT0001 CIT0089 CIT0122 CIT0088 CIT0121 CIT0081 CIT0080 CIT0003 CIT0124 CIT0002 CIT0123 CIT0005 CIT0004 CIT0125 CIT0007 CIT0006 CIT0009 CIT0008 CIT0094 CIT0093 CIT0096 CIT0010 CIT0098 CIT0097 CIT0012 CIT0011 CIT0099 CIT0090 CIT0092 CIT0091 CIT0014 CIT0013 CIT0016 CIT0015 CIT0018 CIT0017 CIT0019 CIT0021 CIT0020 CIT0023 Kitchenham Barbara. (CIT0067) 2004 CIT0022 CIT0025 CIT0027 CIT0026 CIT0029 CIT0028 CIT0030 CIT0032 CIT0031 CIT0034 CIT0033 CIT0036 CIT0035 CIT0038 CIT0037 CIT0039 CIT0041 CIT0040 CIT0043 CIT0042 Dreyfus Paul Arthur (CIT0024) 2018 CIT0045 CIT0044 CIT0047 CIT0046 CIT0049 CIT0048 CIT0050 CIT0052 CIT0051 CIT0054 CIT0053 CIT0056 CIT0055 Tang Hsuan O. (CIT0106) 2020 Psarommatis Foivos (CIT0095) 2020; 2 CIT0058 CIT0059 CIT0061 CIT0060 CIT0063 CIT0062 CIT0065 CIT0064 CIT0100 CIT0066 CIT0109 CIT0069 CIT0102 CIT0068 CIT0101 CIT0104 CIT0103 CIT0105 CIT0108 CIT0107 |
| References_xml | – ident: CIT0033 doi: 10.1109/LRA.2020.3000678 – ident: CIT0074 doi: 10.1007/978-1-4471-2099-5_1 – ident: CIT0089 doi: 10.1016/j.cie.2018.06.024 – volume-title: Procedures for Performing Systematic Reviews year: 2004 ident: CIT0067 contributor: fullname: Kitchenham Barbara. – ident: CIT0108 doi: 10.1109/LRA.2016.2645507 – start-page: 296 volume-title: IFIP Advances in Information and Communication Technology year: 2018 ident: CIT0024 contributor: fullname: Dreyfus Paul Arthur – ident: CIT0005 doi: 10.1109/TSM.2018.2826012 – ident: CIT0016 doi: 10.1016/j.ces.2004.04.020 – ident: CIT0086 doi: 10.1109/TII.2019.2903718 – ident: CIT0093 doi: 10.1007/978-3-030-30000-5_34 – ident: CIT0012 doi: 10.1016/j.isatra.2020.03.031 – ident: CIT0097 doi: 10.1016/j.jss.2015.04.089 – ident: CIT0047 doi: 10.1088/1742-6596/783/1/012042 – ident: CIT0048 doi: 10.1016/j.jprocont.2017.12.004 – ident: CIT0072 doi: 10.1016/j.neucom.2013.10.001 – ident: CIT0115 – start-page: 47 volume-title: Intelligent Information and Database Systems: ACIIDS 2020 year: 2020 ident: CIT0106 contributor: fullname: Tang Hsuan O. – volume: 2 start-page: 709 issue: 9 year: 2015 ident: CIT0116 publication-title: International Research Journal of Engineering and Technology contributor: fullname: Wadewale K. – ident: CIT0013 doi: 10.1109/TSM.2011.2104372 – ident: CIT0056 doi: 10.1016/j.eswa.2009.05.053 – ident: CIT0070 doi: 10.1109/TASE.2014.2360214 – ident: CIT0110 doi: 10.1109/ICMIT.2014.6942477 – ident: CIT0014 doi: 10.1080/00207543.2014.955924 – ident: CIT0061 doi: 10.1016/j.eswa.2011.09.088 – ident: CIT0031 doi: 10.1109/CoASE.2012.6386371 – ident: CIT0058 doi: 10.1109/TSM.2007.907609 – ident: CIT0120 doi: 10.1109/TSM.2012.2183398 – ident: CIT0020 doi: 10.1109/LRA.2016.2517208 – ident: CIT0069 doi: 10.1080/00207543.2018.1443230 – ident: CIT0113 doi: 10.1016/j.neucom.2020.01.083 – ident: CIT0015 doi: 10.1109/TSM.2007.914373 – ident: CIT0078 doi: 10.1016/j.jprocont.2012.01.012 – ident: CIT0123 doi: 10.1080/02533839.2015.1091279 – ident: CIT0007 doi: 10.1109/IJCNN.2006.247284 – ident: CIT0079 doi: 10.1109/ICIT.2010.5472698 – ident: CIT0053 doi: 10.1016/j.jprocont.2017.02.002 – ident: CIT0039 doi: 10.1016/j.rcim.2016.09.003 – ident: CIT0121 doi: 10.1109/LRA.2019.2921927 – ident: CIT0065 doi: 10.1177/1550147719832802 – ident: CIT0071 – ident: CIT0004 doi: 10.1088/2632-2153/aba6f3 – ident: CIT0027 doi: 10.1016/j.procir.2013.09.045 – ident: CIT0085 doi: 10.1109/ETFA.2017.8247660 – ident: CIT0001 doi: 10.1109/TSM.2020.2995548 – ident: CIT0045 – ident: CIT0030 doi: 10.1109/TSM.2012.2218837 – ident: CIT0064 doi: 10.1109/TSM.2018.2881286 – ident: CIT0082 doi: 10.1201/9781420040661 – ident: CIT0034 doi: 10.1080/02533839.2014.912773 – ident: CIT0083 doi: 10.1109/TSM.2016.2574130 – ident: CIT0009 doi: 10.1109/LRA.2019.2891498 – ident: CIT0105 doi: 10.1016/j.cor.2014.05.008 – ident: CIT0022 doi: 10.1080/00207543.2012.762135 – ident: CIT0054 doi: 10.1007/s10044-014-0386-6 – ident: CIT0059 doi: 10.1007/s10845-020-01639-1 – ident: CIT0044 doi: 10.17265/2159-5313/2016.09.003 – ident: CIT0107 doi: 10.1108/02656710710730861 – ident: CIT0104 doi: 10.1109/ASMC.2017.7969203 – ident: CIT0066 doi: 10.1109/I2MTC.2017.7969967 – ident: CIT0098 doi: 10.1109/TSM.2009.2039250 – ident: CIT0002 – ident: CIT0041 doi: 10.1016/j.rcim.2012.01.002 – ident: CIT0025 doi: 10.1023/B:MACH.0000015881.36452.6e – ident: CIT0099 doi: 10.1109/ASMC.2012.6212913 – ident: CIT0018 doi: 10.1109/TASE.2011.2169405 – ident: CIT0038 doi: 10.1109/TSM.2012.2206061 – ident: CIT0017 doi: 10.1080/00207543.2015.1072649 – ident: CIT0119 doi: 10.1016/j.conengprac.2019.104262 – ident: CIT0100 – ident: CIT0122 doi: 10.1016/j.eswa.2020.113424 – volume: 25 start-page: 828 issue: 6 year: 2018 ident: CIT0057 publication-title: International Journal of Industrial Engineering contributor: fullname: Khakifirooz Marzieh – ident: CIT0103 doi: 10.1109/ROBOT.2008.4543767 – ident: CIT0112 doi: 10.1016/j.jii.2018.12.001 – ident: CIT0075 doi: 10.1115/1.4042051 – ident: CIT0019 doi: 10.4028/www.scientific.net/AMR.579.312 – ident: CIT0052 doi: 10.1109/TSM.2017.2787550 – ident: CIT0087 doi: 10.1109/TII.2010.2098416 – ident: CIT0081 doi: 10.1109/WSC.2011.6147915 – ident: CIT0063 doi: 10.1007/s10044-013-0363-5 – ident: CIT0118 doi: 10.1007/BF00116900 – ident: CIT0125 doi: 10.1016/j.procir.2016.11.208 – ident: CIT0101 doi: 10.3182/20110828-6-IT-1002.01339 – ident: CIT0094 doi: 10.1080/00207543.2019.1605228 – ident: CIT0117 doi: 10.1109/ICAT.2013.6684080 – ident: CIT0042 doi: 10.1116/1.4862254 – ident: CIT0037 doi: 10.1109/COASE.2007.4341746 – ident: CIT0109 doi: 10.1109/LRA.2018.2792690 – ident: CIT0036 doi: 10.1016/j.cie.2020.106298 – ident: CIT0051 doi: 10.1109/ACCESS.2018.2836917 – ident: CIT0029 doi: 10.1109/CCWC.2019.8666503 – ident: CIT0026 doi: 10.1007/s10462-015-9444-8 – ident: CIT0080 doi: 10.1109/TSM.2011.2176759 – ident: CIT0040 doi: 10.1109/CoASE.2013.6654048 – ident: CIT0023 doi: 10.1109/MCI.2015.2471196 – ident: CIT0050 doi: 10.1109/COASE.2006.326885 – volume: 2 issue: 26 year: 2020 ident: CIT0095 publication-title: Frontiers in Computer Science contributor: fullname: Psarommatis Foivos – ident: CIT0084 doi: 10.1109/ASMC.2014.6846983 – ident: CIT0073 doi: 10.1007/s10845-018-1437-4 – ident: CIT0114 doi: 10.1088/1361-6501/ab4b39 – ident: CIT0055 doi: 10.1016/j.eswa.2010.08.040 – ident: CIT0088 doi: 10.1063/1.5135312 – ident: CIT0008 doi: 10.1108/02656711111121816 – ident: CIT0011 doi: 10.1109/ISSM.2005.1513322 – ident: CIT0035 doi: 10.1016/j.rcim.2015.01.005 – ident: CIT0090 doi: 10.1016/j.jmsy.2021.03.021 – ident: CIT0043 doi: 10.1080/0020754031000077293 – ident: CIT0006 doi: 10.1109/ICMA.2010.5588327 – ident: CIT0003 doi: 10.1016/j.compind.2020.103228 – ident: CIT0111 doi: 10.1109/TSM.2019.2931328 – ident: CIT0124 doi: 10.1109/TSM.2009.2031750 – ident: CIT0049 doi: 10.1016/j.cirp.2019.04.108 – ident: CIT0091 doi: 10.1016/j.procir.2020.03.038 – ident: CIT0076 doi: 10.1080/18756891.2014.947116 – ident: CIT0062 doi: 10.1016/j.cie.2017.04.016 – ident: CIT0032 doi: 10.1109/LRA.2019.2917384 – ident: CIT0046 doi: 10.1016/j.ifacol.2017.08.980 – ident: CIT0102 doi: 10.1109/TASE.2018.2844168 – ident: CIT0010 doi: 10.1109/ACCESS.2019.2940130 – ident: CIT0077 doi: 10.1080/0740817X.2012.689242 – ident: CIT0028 doi: 10.1109/TSM.2015.2409299 – ident: CIT0021 doi: 10.1016/j.eswa.2009.11.087 – ident: CIT0068 doi: 10.1007/978-1-4614-6849-3 – ident: CIT0096 doi: 10.1109/TMECH.2013.2273435 – ident: CIT0092 doi: 10.1007/978-3-319-99707-0_34 – ident: CIT0060 doi: 10.3390/en12132530 |
| SSID | ssj0000584 |
| Score | 2.557339 |
| Snippet | Virtual metrology (VM) involves estimating a product's quality directly from production process data without physically measuring it. This enables the product... Virtual metrology (VM) involves estimating a product’s quality directly from production process data without physically measuring it. This enables the product... |
| SourceID | proquest crossref informaworld |
| SourceType | Aggregation Database Publisher |
| StartPage | 742 |
| SubjectTerms | Drift estimation Industrial applications Industry 4.0 Literature reviews machine learning Metrology Product quality quality estimation State-of-the-art reviews Systematic review Virtual metrology zero-defect manufacturing |
| Title | Virtual metrology as an approach for product quality estimation in Industry 4.0: a systematic review and integrative conceptual framework |
| URI | https://www.tandfonline.com/doi/abs/10.1080/00207543.2021.1976433 https://www.proquest.com/docview/2631375850 |
| Volume | 60 |
| hasFullText | 1 |
| inHoldings | 1 |
| isFullTextHit | |
| isPrint | |
| link | http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwpV25TgMxELU4GigQp7g1Ba0jX3uEDnEoQoKKu1n5RCnYIBKKfAJ_zTjeJUEIUVCvPJY843kzq3nPhBxZkXvNraIhSEOVtJqWuXM0IJR4720odeQ7X13nvVt1-ZC104TDZqwy9tAhCUVMcnW83NoM24m4yOBGoFMSuzvBOxwBVUk5TxZFgeiPIc0ee9NknJWNEDOjcU1L4vnNzDd4-iZe-iNZTxDoYpWsNKUjnCRfr5E5X6-T5RlBwQ3ycdd_i4QQePFxAH3wPAY9BF1DKx0OuBO8JpVXSITKMUShjcRghH4NzWMeY1AddgwaplrPkHguaM9BKzOByRJsoj7GfUM767VJbi7Ob057tHlsgVqlxIj6PFM66v9l2JD5wJy2rswKBHjHLDeBWSOZt11EdC2VMyIwoa3Hj8I4KeQWWagHtd8mwAxWlYZ3sXQwqihM6bIslIXQGBNoUe-QTnvE1WuS1Kj4l1Jp8kkVfVI1Ptkh3VlHVKPJv4yQHh6p5B9r91uvVc3tHFYil1zGRont_sP0HlkSkQvBOOXFPlkYvb37A6xQRuZwEoOHZPGkd_Z0_wm_ROBF |
| link.rule.ids | 315,783,787,27514,27936,27937,59475,59476,60218,61007 |
| linkProvider | Taylor & Francis |
| linkToHtml | http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwpV25TgMxELU4CqBAnOJmClpHvvYIHUJE4awCCpXlE6VggyAU-QT-GjveJUEIUVCvPJZ27Hkz1rw3CJ0YljtFjcDec40FNwqXubXYByhxzhlfqsh3vr3Lu_fiqp_1Z7gwsa0y1tA-CUVMYnW83PExummJixTugHSCh_KO0RYNiCo4n0eLWVsU8ZSTx-40GmdlrcRMcFzTsHh-M_MNn76pl_6I1hMI6qyh1Tp3hLPk7HU056oNtDKjKLiJPh4Gr5ERAs8udqAPn8ag3kBV0GiHQ9gJXpLMKyRG5Rii0kaiMMKggnqaxxhEi5yCgqnYMySiS7BnodGZCNESTOI-xn190-y1hXqdi955F9fTFrARgo2wyzOhogBgFioy54lVxpZZERDeEkO1J0Zz4kw7QLriwmrmCVPGhY9MW874NlqohpXbQUB0SCs1bYfcQYui0KXNMl8WTIVDESyqXdRqfrF8SZoakn5JlSafyOgTWftkF7VnHSFHk8cMnyaPSP7H2oPGa7K-nm-S5ZzyWCmRvX-YPkZL3d7tjby5vLveR8ssEiMIxbQ4QAuj13d3GNKVkT6anMdP6e7iGA |
| linkToPdf | http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwpV1LTxRBEO7Imhg8gCJEcNU6eO1Jv-ax3AiyQcWNByTeOv0kG8KwYYfD-g_813RvT_MyhAPnSddMV9fUY6a-rxD6YljlFDUCe881Ftwo3FTWYh9CiXPO-EZFvPPPSXX4W3z_U-ZuwnnfVhlraJ-IIpa-Or7cM-tzR1xEcIdAJ3io7hgtaAiogvMV9LKKf_wjioNMbp1x2fREzATHNRnE85iYe-HpHnnpf856GYHG60jnZ0-NJ2fFVacL8_cBreOzNvcGrfX5Kewlg3qLXrh2A72-w1r4Dv07mV5G1Amcu9jlfnG6ADUH1ULmJ4ewHZglKllIqM0FRDaPBJOEaQv9xJAFiILsgoJbQmlIYJogz0LmsggeGUzCV8b7-txQtomOxwfH-4e4n-iAjRCsw64qhYokg2Wo-pwnVhnblHXIIiwxVHtiNCfOjELaoLiwmnnClHHhItOWM76FBu1F694jIDqkrpqOQn6iRV3rxpalb2qmguEFiWobFfkc5Szxdkh6Q4eaVCyjimWv4m00unvaslt-MPFpuonkT6wdZtOQvQuYS1ZxymM1RnaeIfozevXr61gefZv8-IBWWcReEIppPUSD7vLKfQwZUac_LW3-GiV6AME |
| 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=Virtual+metrology+as+an+approach+for+product+quality+estimation+in+Industry+4.0%3A+a+systematic+review+and+integrative+conceptual+framework&rft.jtitle=International+journal+of+production+research&rft.au=Paul-Arthur+Dreyfus&rft.au=Psarommatis%2C+Foivos&rft.au=May%2C+Gokan&rft.au=Kiritsis%2C+Dimitris&rft.date=2022-01-17&rft.pub=Taylor+%26+Francis+LLC&rft.issn=0020-7543&rft.eissn=1366-588X&rft.volume=60&rft.issue=2&rft.spage=742&rft.epage=765&rft_id=info:doi/10.1080%2F00207543.2021.1976433&rft.externalDBID=NO_FULL_TEXT |
| thumbnail_l | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=0020-7543&client=summon |
| thumbnail_m | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=0020-7543&client=summon |
| thumbnail_s | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=0020-7543&client=summon |