{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,13]],"date-time":"2026-03-13T14:23:01Z","timestamp":1773411781071,"version":"3.50.1"},"publisher-location":"New York, NY, USA","reference-count":31,"publisher":"ACM","license":[{"start":{"date-parts":[[2020,10,19]],"date-time":"2020-10-19T00:00:00Z","timestamp":1603065600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.acm.org\/publications\/policies\/copyright_policy#Background"}],"content-domain":{"domain":["dl.acm.org"],"crossmark-restriction":true},"short-container-title":[],"published-print":{"date-parts":[[2020,10,19]]},"DOI":"10.1145\/3340531.3412737","type":"proceedings-article","created":{"date-parts":[[2020,10,19]],"date-time":"2020-10-19T06:18:51Z","timestamp":1603088331000},"page":"2933-2940","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":27,"title":["Predicting Quality of Automated Welding with Machine Learning and Semantics"],"prefix":"10.1145","author":[{"given":"Baifan","family":"Zhou","sequence":"first","affiliation":[{"name":"Bosch Corporate Research & Karlsruhe Institute of Technology, Renningen, Germany"}]},{"given":"Yulia","family":"Svetashova","sequence":"additional","affiliation":[{"name":"Bosch Corporate Research & Karlsruhe Institute of Technology, Renningen, Germany"}]},{"given":"Seongsu","family":"Byeon","sequence":"additional","affiliation":[{"name":"Bosch Corporate Research & University of Siegen, Renningen, Germany"}]},{"given":"Tim","family":"Pychynski","sequence":"additional","affiliation":[{"name":"Bosch Corporate Research, Renningen, Germany"}]},{"given":"Ralf","family":"Mikut","sequence":"additional","affiliation":[{"name":"Karlsruhe Institute of Technology, Karlsruhe, Germany"}]},{"given":"Evgeny","family":"Kharlamov","sequence":"additional","affiliation":[{"name":"Bosch Center for Artificial Intelligence & University of Oslo, Renningen, Germany"}]}],"member":"320","published-online":{"date-parts":[[2020,10,19]]},"reference":[{"key":"e_1_3_2_2_1_1","volume-title":"Data mining in RSW. The International Journal of Advanced Manufacturing Technology","author":"Boersch Ingo","year":"2016","unstructured":"Ingo Boersch , Uwe F\u00fcssel , Christoph Gresch , Christoph Gro\u00dfmann , and Benjamin Hoffmann . 2016. Data mining in RSW. The International Journal of Advanced Manufacturing Technology ( 2016 ), 1--15. Ingo Boersch, Uwe F\u00fcssel, Christoph Gresch, Christoph Gro\u00dfmann, and Benjamin Hoffmann. 2016. Data mining in RSW. The International Journal of Advanced Manufacturing Technology (2016), 1--15."},{"key":"e_1_3_2_2_2_1","volume-title":"mbox","author":"Hana Cevs","year":"2004","unstructured":"Hana Cevs pivov\u00e1 et al mbox . 2004 . Roles of medical ontology in association mining Crisp-DM cycle. In ECML\/PKDD 04. Hana Cevs pivov\u00e1 et almbox. 2004. Roles of medical ontology in association mining Crisp-DM cycle. In ECML\/PKDD04."},{"key":"e_1_3_2_2_3_1","first-page":"28","article-title":"What is smart manufacturing","volume":"7","author":"Chand Sujeet","year":"2010","unstructured":"Sujeet Chand and Jim Davis . 2010 . What is smart manufacturing . Time Magazine Wrapper , Vol. 7 (2010), 28 -- 33 . Sujeet Chand and Jim Davis. 2010. What is smart manufacturing. Time Magazine Wrapper, Vol. 7 (2010), 28--33.","journal-title":"Time Magazine Wrapper"},{"key":"e_1_3_2_2_4_1","first-page":"1173","article-title":"New technology for measuring dynamic resistance and estimating strength in RSW","volume":"11","author":"Cho Yongjoon","year":"2000","unstructured":"Yongjoon Cho and Sehun Rhee . 2000 . New technology for measuring dynamic resistance and estimating strength in RSW . MS&T , Vol. 11 , 8 (2000), 1173 . Yongjoon Cho and Sehun Rhee. 2000. New technology for measuring dynamic resistance and estimating strength in RSW. MS&T, Vol. 11, 8 (2000), 1173.","journal-title":"MS&T"},{"key":"e_1_3_2_2_5_1","volume-title":"German Standards","volume":"14610","author":"DIN.","year":"2004","unstructured":"DIN. 2004 . EN14610:2004 welding and allied processes - definitions of metal welding processes; Trilingual version . German Standards , Vol. 14610 (2004). DIN. 2004. EN14610:2004 welding and allied processes - definitions of metal welding processes; Trilingual version. German Standards, Vol. 14610 (2004)."},{"key":"e_1_3_2_2_6_1","first-page":"165","article-title":"Incorporating domain knowledge into data mining process: An ontology based framework","volume":"11","author":"Pan Ding","year":"2006","unstructured":"Pan Ding et almbox. 2006 . Incorporating domain knowledge into data mining process: An ontology based framework . WUJNS , Vol. 11 (2006), 165 -- 169 . Pan Ding et almbox. 2006. Incorporating domain knowledge into data mining process: An ontology based framework. WUJNS, Vol. 11 (2006), 165--169.","journal-title":"WUJNS"},{"key":"e_1_3_2_2_8_1","doi-asserted-by":"publisher","DOI":"10.4028\/www.scientific.net\/AMR.112.141"},{"key":"e_1_3_2_2_9_1","volume-title":"mbox","author":"Pascal Hitzler","year":"2009","unstructured":"Pascal Hitzler et al mbox . 2009 . OWL 2 web ontology language primer. W3C Recommendation , Vol. 27 , 1 (2009), 123. Pascal Hitzler et almbox. 2009. OWL 2 web ontology language primer. W3C Recommendation, Vol. 27, 1 (2009), 123."},{"key":"e_1_3_2_2_10_1","doi-asserted-by":"publisher","DOI":"10.1109\/MIC.2016.121"},{"key":"e_1_3_2_2_11_1","volume-title":"Resistance welding -- Procedures for determining the weldability lobe for resistance spot, projection and seam welding. Standard","author":"ISO.","unstructured":"ISO. 2004. Resistance welding -- Procedures for determining the weldability lobe for resistance spot, projection and seam welding. Standard . ISO , Geneva, CH . ISO. 2004. Resistance welding -- Procedures for determining the weldability lobe for resistance spot, projection and seam welding. Standard. ISO, Geneva, CH."},{"key":"e_1_3_2_2_12_1","doi-asserted-by":"crossref","unstructured":"Henning Kagermann. 2015. Change through digitization -- value creation in the age of industry 4.0. In Management of Permanent Change. 23--45.  Henning Kagermann. 2015. Change through digitization -- value creation in the age of industry 4.0. In Management of Permanent Change. 23--45.","DOI":"10.1007\/978-3-658-05014-6_2"},{"key":"e_1_3_2_2_13_1","volume-title":"Ernesto Jim\u00e9 nez-Ruiz, Steffen Lamparter, Gulnar Mehdi, Martin Ringsquandl, Yavor Nenov, Stephan Grimm, Mikhail Roshchin, and Ian Horrocks.","author":"Kharlamov Evgeny","year":"2016","unstructured":"Evgeny Kharlamov , Bernardo Cuenca Grau , Ernesto Jim\u00e9 nez-Ruiz, Steffen Lamparter, Gulnar Mehdi, Martin Ringsquandl, Yavor Nenov, Stephan Grimm, Mikhail Roshchin, and Ian Horrocks. 2016 . Capturing industrial information models with ontologies and constraints. In ISWC. Evgeny Kharlamov, Bernardo Cuenca Grau, Ernesto Jim\u00e9 nez-Ruiz, Steffen Lamparter, Gulnar Mehdi, Martin Ringsquandl, Yavor Nenov, Stephan Grimm, Mikhail Roshchin, and Ian Horrocks. 2016. Capturing industrial information models with ontologies and constraints. In ISWC."},{"key":"e_1_3_2_2_14_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.websem.2017.05.005"},{"key":"e_1_3_2_2_15_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.websem.2019.01.001"},{"key":"e_1_3_2_2_16_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.websem.2017.02.001"},{"key":"e_1_3_2_2_17_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.websem.2018.10.004"},{"key":"e_1_3_2_2_18_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.aei.2018.05.006"},{"key":"e_1_3_2_2_19_1","doi-asserted-by":"publisher","DOI":"10.3390\/app9050843"},{"key":"e_1_3_2_2_20_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.optlaseng.2019.04.010"},{"key":"e_1_3_2_2_21_1","first-page":"109041M","article-title":"b. ML aided phase retrieval algorithm for beam splitting with an LCoS-SLM","volume":"10904","author":"Mikhaylov Dmitriy","year":"2019","unstructured":"Dmitriy Mikhaylov , Baifan Zhou , Thomas Kiedrowski , Ralf Mikut , and Andr\u00e9s F Lasagni . 2019 b. ML aided phase retrieval algorithm for beam splitting with an LCoS-SLM . In Laser Resonators, Microresonators, and Beam Control XXI , Vol. 10904. 109041M . Dmitriy Mikhaylov, Baifan Zhou, Thomas Kiedrowski, Ralf Mikut, and Andr\u00e9s F Lasagni. 2019 b. ML aided phase retrieval algorithm for beam splitting with an LCoS-SLM. In Laser Resonators, Microresonators, and Beam Control XXI, Vol. 10904. 109041M.","journal-title":"Laser Resonators, Microresonators, and Beam Control XXI"},{"key":"e_1_3_2_2_22_1","volume-title":"Benjamin Schott, Johannes Stegmaier, Simon Waczowicz, and Markus Reischl.","author":"Mikut Ralf","year":"2017","unstructured":"Ralf Mikut , Andreas Bartschat , Wolfgang Doneit , Jorge \u00c1ngel Gonz\u00e1lez Ordiano , Benjamin Schott, Johannes Stegmaier, Simon Waczowicz, and Markus Reischl. 2017 . The MATLAB toolbox SciXMiner: User's manual and programmer's guide. arXiv:1704.03298 (2017). Ralf Mikut, Andreas Bartschat, Wolfgang Doneit, Jorge \u00c1ngel Gonz\u00e1lez Ordiano, Benjamin Schott, Johannes Stegmaier, Simon Waczowicz, and Markus Reischl. 2017. The MATLAB toolbox SciXMiner: User's manual and programmer's guide. arXiv:1704.03298 (2017)."},{"key":"e_1_3_2_2_23_1","doi-asserted-by":"crossref","unstructured":"Martin Ringsquandl Evgeny Kharlamov Daria Stepanova Marcel Hildebrandt Steffen Lamparter Raffaello Lepratti Ian Horrocks and Peer Kr\u00f6 ger. 2018. Event-enhanced learning for KG completion. In ESWC.  Martin Ringsquandl Evgeny Kharlamov Daria Stepanova Marcel Hildebrandt Steffen Lamparter Raffaello Lepratti Ian Horrocks and Peer Kr\u00f6 ger. 2018. Event-enhanced learning for KG completion. In ESWC.","DOI":"10.1007\/978-3-319-93417-4_35"},{"key":"e_1_3_2_2_24_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.rcim.2019.05.010"},{"key":"e_1_3_2_2_25_1","doi-asserted-by":"publisher","DOI":"10.3233\/SW-180293"},{"key":"e_1_3_2_2_26_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.procs.2015.04.042"},{"key":"e_1_3_2_2_27_1","doi-asserted-by":"crossref","unstructured":"Yulia Svetashova Baifan Zhou Tim Pychynski Stefan Schmidt York Sure-Vetter Ralf Mikut and Evgeny Kharlamov. 2020. Ontology-enhanced machine learning: a Bosch use case of welding quality monitoring. In ISWC.  Yulia Svetashova Baifan Zhou Tim Pychynski Stefan Schmidt York Sure-Vetter Ralf Mikut and Evgeny Kharlamov. 2020. Ontology-enhanced machine learning: a Bosch use case of welding quality monitoring. In ISWC.","DOI":"10.1007\/978-3-030-62466-8_33"},{"key":"e_1_3_2_2_28_1","first-page":"2655","article-title":"Quality estimation of resistance spot weld based on logistic regression analysis of welding power signal","volume":"16","author":"Yu Jiyoung","year":"2015","unstructured":"Jiyoung Yu . 2015 . Quality estimation of resistance spot weld based on logistic regression analysis of welding power signal . IJPEM , Vol. 16 , 13 (2015), 2655 -- 2663 . Jiyoung Yu. 2015. Quality estimation of resistance spot weld based on logistic regression analysis of welding power signal. IJPEM, Vol. 16, 13 (2015), 2655--2663.","journal-title":"IJPEM"},{"key":"e_1_3_2_2_29_1","doi-asserted-by":"crossref","unstructured":"Yansong Zhang Guanlong Chen and Zhongqin Lin. 2004. Study on weld quality control of resistance spot welding using a neuro-fuzzy algorithm. In KES.  Yansong Zhang Guanlong Chen and Zhongqin Lin. 2004. Study on weld quality control of resistance spot welding using a neuro-fuzzy algorithm. In KES.","DOI":"10.1007\/978-3-540-30134-9_73"},{"key":"e_1_3_2_2_30_1","doi-asserted-by":"publisher","DOI":"10.1021\/acs.iecr.8b06138"},{"key":"e_1_3_2_2_31_1","first-page":"13","article-title":"Comparison of ML approaches for time-series-based quality monitoring of RSW. Archives of Data Science","volume":"5","author":"Zhou Baifan","year":"2018","unstructured":"Baifan Zhou , Tim Pychynski , Markus Reischl , and Ralf Mikut . 2018 . Comparison of ML approaches for time-series-based quality monitoring of RSW. Archives of Data Science , Series A (Online First) , Vol. 5 , 1 (2018), 13 . Baifan Zhou, Tim Pychynski, Markus Reischl, and Ralf Mikut. 2018. Comparison of ML approaches for time-series-based quality monitoring of RSW. Archives of Data Science, Series A (Online First), Vol. 5, 1 (2018), 13.","journal-title":"Series A (Online First)"},{"key":"e_1_3_2_2_32_1","doi-asserted-by":"crossref","unstructured":"Baifan Zhou Yulia Svetashova Tim Pychynski and Evgeny Kharlamov. 2020. SemFE: Facilitating ML pipeline development with semantics. In CIKM.  Baifan Zhou Yulia Svetashova Tim Pychynski and Evgeny Kharlamov. 2020. SemFE: Facilitating ML pipeline development with semantics. In CIKM.","DOI":"10.1145\/3340531.3417436"}],"event":{"name":"CIKM '20: The 29th ACM International Conference on Information and Knowledge Management","location":"Virtual Event Ireland","acronym":"CIKM '20","sponsor":["SIGWEB ACM Special Interest Group on Hypertext, Hypermedia, and Web","SIGIR ACM Special Interest Group on Information Retrieval"]},"container-title":["Proceedings of the 29th ACM International Conference on Information & Knowledge Management"],"original-title":[],"link":[{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3340531.3412737","content-type":"unspecified","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/dl.acm.org\/doi\/pdf\/10.1145\/3340531.3412737","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,6,17]],"date-time":"2025-06-17T22:02:55Z","timestamp":1750197775000},"score":1,"resource":{"primary":{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3340531.3412737"}},"subtitle":["A Bosch Case Study"],"short-title":[],"issued":{"date-parts":[[2020,10,19]]},"references-count":31,"alternative-id":["10.1145\/3340531.3412737","10.1145\/3340531"],"URL":"https:\/\/doi.org\/10.1145\/3340531.3412737","relation":{},"subject":[],"published":{"date-parts":[[2020,10,19]]},"assertion":[{"value":"2020-10-19","order":2,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}