{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,6,3]],"date-time":"2026-06-03T02:32:43Z","timestamp":1780453963659,"version":"3.54.1"},"reference-count":49,"publisher":"SAGE Publications","issue":"4","license":[{"start":{"date-parts":[[2016,7,26]],"date-time":"2016-07-26T00:00:00Z","timestamp":1469491200000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/journals.sagepub.com\/page\/policies\/text-and-data-mining-license"}],"content-domain":{"domain":["journals.sagepub.com"],"crossmark-restriction":true},"short-container-title":["Concurrent Engineering"],"published-print":{"date-parts":[[2016,12]]},"abstract":"<jats:p>The variety of product types\/specifications in discrete manufacturing enterprises makes new product development tasks real tough work. Therefore, it is a common strategy for workers to refer to similar outcomes (e.g. the product drawings and work instructions) of former new product development tasks. In order to discover similar historic outcome, this article presents an intelligent approach to measure the cohesion between workflow contexts in process-aware information systems and exploit it for runtime task knowledge recommendation. The measure of context similarity is preceded by (1) modeling the task context with ontology theory and (2) using the ontology matching algorithms to evaluate the similarities between context ontology entities of different tasks. Specifically, the term frequency\u2013inverse document frequency approach is utilized to compute the context cohesion between current task and historic ones, and the tasks with the highest similarity will be recommended to the task executors, along with their outcomes. Comparative evaluation is performed using term frequency\u2013inverse document frequency, Levenshtein, and Affine Gaps, and results demonstrate that the proposed approach achieves good precision and recall and is efficient in task knowledge recommendation.<\/jats:p>","DOI":"10.1177\/1063293x16640319","type":"journal-article","created":{"date-parts":[[2016,4,13]],"date-time":"2016-04-13T21:09:00Z","timestamp":1460581740000},"page":"318-329","update-policy":"https:\/\/doi.org\/10.1177\/sage-journals-update-policy","source":"Crossref","is-referenced-by-count":24,"title":["Intelligent knowledge recommending approach for new product development based on workflow context matching"],"prefix":"10.1177","volume":"24","author":[{"given":"Tingyu","family":"Liu","sequence":"first","affiliation":[{"name":"School of Mechanical Engineering, Nanjing University of Science and Technology, Nanjing, P.R. China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Huifen","family":"Wang","sequence":"additional","affiliation":[{"name":"School of Mechanical Engineering, Nanjing University of Science and Technology, Nanjing, P.R. China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Yong","family":"He","sequence":"additional","affiliation":[{"name":"School of Mechanical Engineering, Nanjing University of Science and Technology, Nanjing, P.R. China"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"179","published-online":{"date-parts":[[2016,7,26]]},"reference":[{"key":"bibr1-1063293X16640319","volume-title":"Business-process oriented knowledge management: concepts, methods, and tools","author":"Abecker A","year":"2004"},{"key":"bibr2-1063293X16640319","doi-asserted-by":"publisher","DOI":"10.1016\/S0950-7051(00)00087-3"},{"key":"bibr3-1063293X16640319","doi-asserted-by":"publisher","DOI":"10.1016\/j.dss.2004.03.005"},{"key":"bibr4-1063293X16640319","doi-asserted-by":"publisher","DOI":"10.1016\/j.cirpj.2011.06.002"},{"key":"bibr5-1063293X16640319","doi-asserted-by":"publisher","DOI":"10.1177\/1063293X07084642"},{"key":"bibr6-1063293X16640319","doi-asserted-by":"publisher","DOI":"10.1504\/IJAACS.2012.044784"},{"key":"bibr7-1063293X16640319","doi-asserted-by":"publisher","DOI":"10.1016\/j.pmcj.2009.06.002"},{"key":"bibr8-1063293X16640319","doi-asserted-by":"crossref","unstructured":"Bilenko M, Mooney RJ (2003) Adaptive duplicate detection using learnable string similarity measures. pp. 39\u201348. ACM. Available at: http:\/\/dl.acm.org\/citation.cfm?id=956759","DOI":"10.1145\/956750.956759"},{"key":"bibr9-1063293X16640319","doi-asserted-by":"publisher","DOI":"10.1145\/1361348.1361353"},{"key":"bibr10-1063293X16640319","doi-asserted-by":"publisher","DOI":"10.1016\/j.cad.2012.08.006"},{"key":"bibr11-1063293X16640319","doi-asserted-by":"crossref","unstructured":"Chen S, Bu Y, Li J, (2006) Toward context-awareness: a workflow embedded middleware. In: Ubiquitous Intelligence and Computing. pp. 766\u2013775. Available at: http:\/\/www.springer.com\/us\/book\/9783642028298","DOI":"10.1007\/11833529_78"},{"key":"bibr12-1063293X16640319","doi-asserted-by":"publisher","DOI":"10.1177\/1063293X10373824"},{"key":"bibr13-1063293X16640319","doi-asserted-by":"publisher","DOI":"10.1016\/j.cirp.2010.03.105"},{"key":"bibr14-1063293X16640319","doi-asserted-by":"publisher","DOI":"10.1016\/j.is.2010.07.004"},{"key":"bibr15-1063293X16640319","doi-asserted-by":"publisher","DOI":"10.1007\/s007790170019"},{"key":"bibr16-1063293X16640319","volume-title":"Ontology Matching","author":"Euzenat J","year":"2007"},{"key":"bibr17-1063293X16640319","doi-asserted-by":"publisher","DOI":"10.1145\/570907.570909"},{"key":"bibr18-1063293X16640319","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-642-00416-2_3"},{"key":"bibr19-1063293X16640319","doi-asserted-by":"publisher","DOI":"10.1016\/j.cirp.2010.03.045"},{"key":"bibr20-1063293X16640319","unstructured":"Klyne G, Carroll JJ (2006) Resource description framework (RDF): concepts and abstract syntax. Available at: https:\/\/www.w3.org\/TR\/2004\/REC-rdf-concepts-20040210\/"},{"key":"bibr21-1063293X16640319","doi-asserted-by":"publisher","DOI":"10.1177\/1063293X11418134"},{"key":"bibr22-1063293X16640319","doi-asserted-by":"publisher","DOI":"10.1016\/j.knosys.2011.05.005"},{"key":"bibr23-1063293X16640319","doi-asserted-by":"publisher","DOI":"10.1002\/asi.22705"},{"key":"bibr24-1063293X16640319","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-540-72988-4_23"},{"key":"bibr25-1063293X16640319","doi-asserted-by":"publisher","DOI":"10.1016\/j.knosys.2012.05.010"},{"key":"bibr26-1063293X16640319","first-page":"V1-631","volume-title":"Proceedings of the 2010 2nd international conference on computer engineering and technology (ICCET)","author":"Liu T","year":"2010"},{"key":"bibr27-1063293X16640319","first-page":"495","volume":"3","author":"Liu T-Y","year":"2009","journal-title":"Computer Integrated Manufacturing Systems"},{"key":"bibr28-1063293X16640319","unstructured":"McGuinness DL, Van Harmelen F (2004) OWL web ontology language overview. W3C Recommendation, 10 February. Available at: https:\/\/www.w3.org\/TR\/owl-features\/"},{"key":"bibr29-1063293X16640319","volume-title":"Introduction to Information Retrieval","author":"Manning CD","year":"2009"},{"key":"bibr30-1063293X16640319","doi-asserted-by":"publisher","DOI":"10.1007\/3-540-44607-9_20"},{"key":"bibr31-1063293X16640319","doi-asserted-by":"publisher","DOI":"10.1108\/eb046814"},{"key":"bibr32-1063293X16640319","unstructured":"Prud\u2019Hommeaux E, Seaborne A (2008) SPARQL query language for RDF. W3C Recommendation, 15 February. Available at: https:\/\/www.w3.org\/TR\/rdf-sparql-query\/"},{"key":"bibr33-1063293X16640319","doi-asserted-by":"publisher","DOI":"10.1109\/34.682181"},{"key":"bibr34-1063293X16640319","doi-asserted-by":"publisher","DOI":"10.1016\/j.pmcj.2011.04.009"},{"key":"bibr35-1063293X16640319","doi-asserted-by":"publisher","DOI":"10.1145\/361219.361220"},{"key":"bibr36-1063293X16640319","volume-title":"Workshop on advanced context modelling, reasoning and management, UbiComp 2004\u2014the sixth international conference on ubiquitous computing","author":"Strang T","year":"2004"},{"key":"bibr37-1063293X16640319","volume-title":"Workflow Management: Models, Methods, and Systems","author":"Van der Aalst W","year":"2004"},{"key":"bibr38-1063293X16640319","doi-asserted-by":"publisher","DOI":"10.1016\/j.is.2010.09.008"},{"key":"bibr39-1063293X16640319","volume-title":"CAiSE\u201907 Proceedings of the workshops and doctoral consortium","author":"Wieland M","year":"2007"},{"key":"bibr40-1063293X16640319","first-page":"379","volume-title":"Proceedings of the UBICOMM 2010, the fourth international conference on mobile ubiquitous computing, systems, services and technologies","author":"Wieland M","year":"2010"},{"key":"bibr41-1063293X16640319","unstructured":"Wieland M, Nicklas D, Leymann F (2011) Context model for representation of business process management artifacts.\n                      International Conference on Economics and Business Information\n                      9: 46\u201351."},{"key":"bibr42-1063293X16640319","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-642-05290-3_19"},{"key":"bibr43-1063293X16640319","doi-asserted-by":"publisher","DOI":"10.1109\/TII.2011.2167156"},{"key":"bibr44-1063293X16640319","doi-asserted-by":"publisher","DOI":"10.1016\/j.eswa.2008.11.047"},{"key":"bibr45-1063293X16640319","doi-asserted-by":"publisher","DOI":"10.1016\/j.dss.2009.08.002"},{"key":"bibr46-1063293X16640319","doi-asserted-by":"publisher","DOI":"10.1080\/00207541003705864"},{"key":"bibr47-1063293X16640319","doi-asserted-by":"publisher","DOI":"10.1016\/S0957-4174(02)00024-6"},{"key":"bibr48-1063293X16640319","doi-asserted-by":"publisher","DOI":"10.1016\/S0950-5849(02)00022-8"},{"key":"bibr49-1063293X16640319","doi-asserted-by":"publisher","DOI":"10.1016\/S0950-7051(02)00031-X"}],"container-title":["Concurrent Engineering"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/journals.sagepub.com\/doi\/pdf\/10.1177\/1063293X16640319","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/journals.sagepub.com\/doi\/full-xml\/10.1177\/1063293X16640319","content-type":"application\/xml","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/journals.sagepub.com\/doi\/pdf\/10.1177\/1063293X16640319","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,4,28]],"date-time":"2026-04-28T14:48:56Z","timestamp":1777387736000},"score":1,"resource":{"primary":{"URL":"https:\/\/journals.sagepub.com\/doi\/10.1177\/1063293X16640319"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2016,7,26]]},"references-count":49,"journal-issue":{"issue":"4","published-print":{"date-parts":[[2016,12]]}},"alternative-id":["10.1177\/1063293X16640319"],"URL":"https:\/\/doi.org\/10.1177\/1063293x16640319","relation":{},"ISSN":["1063-293X","1531-2003"],"issn-type":[{"value":"1063-293X","type":"print"},{"value":"1531-2003","type":"electronic"}],"subject":[],"published":{"date-parts":[[2016,7,26]]}}}