{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,7,4]],"date-time":"2026-07-04T10:17:49Z","timestamp":1783160269528,"version":"3.54.6"},"reference-count":97,"publisher":"Informa UK Limited","issue":"2","content-domain":{"domain":["www.tandfonline.com"],"crossmark-restriction":true},"short-container-title":["Journal of the Operational Research Society"],"published-print":{"date-parts":[[2021,2,1]]},"DOI":"10.1080\/01605682.2019.1678406","type":"journal-article","created":{"date-parts":[[2019,11,20]],"date-time":"2019-11-20T12:57:37Z","timestamp":1574254657000},"page":"247-267","update-policy":"https:\/\/doi.org\/10.1080\/tandf_crossmark_01","source":"Crossref","is-referenced-by-count":55,"title":["Enhancing discrete-event simulation with big data analytics: A review"],"prefix":"10.1080","volume":"72","author":[{"ORCID":"https:\/\/orcid.org\/0000-0001-6413-3978","authenticated-orcid":false,"given":"Andrew","family":"Greasley","sequence":"first","affiliation":[{"name":"Operations and Information Management Department, Aston Business School, Aston University, Birmingham, UK"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-3979-017X","authenticated-orcid":false,"given":"John Steven","family":"Edwards","sequence":"additional","affiliation":[{"name":"Operations and Information Management Department, Aston Business School, Aston University, Birmingham, UK"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"301","published-online":{"date-parts":[[2019,11,20]]},"reference":[{"key":"CIT0001","doi-asserted-by":"publisher","DOI":"10.1109\/WSC.2017.8247894"},{"key":"CIT0002","first-page":"3646","volume-title":"Proceedings of the 2016 Winter Simulation Conference","author":"Adra A.","year":"2016"},{"key":"CIT0003","unstructured":"Aqlan, F., Ramakrishnan, S. & Shamsan, A. (2017). Integrating data analytics and simulation for defect management in manufacturing environments, Proceedings of the 2017 Winter Simulation Conference (pp. 3940\u20133951), Piscataway, NJ: Institute of Electrical and Electronic Engineers."},{"key":"CIT0004","doi-asserted-by":"publisher","DOI":"10.1007\/s10588-010-9078-y"},{"key":"CIT0005","doi-asserted-by":"publisher","DOI":"10.1016\/j.is.2014.04.004"},{"key":"CIT0006","doi-asserted-by":"publisher","DOI":"10.1016\/j.eswa.2016.10.016"},{"key":"CIT0007","volume-title":"Discrete-event system simulation (","author":"Banks J.","year":"2000","edition":"3"},{"key":"CIT0008","doi-asserted-by":"publisher","DOI":"10.1111\/itor.12165"},{"key":"CIT0009","doi-asserted-by":"publisher","DOI":"10.1142\/S1793962316300016"},{"key":"CIT0010","doi-asserted-by":"publisher","DOI":"10.1109\/WSC.2015.7408344"},{"key":"CIT0011","doi-asserted-by":"publisher","DOI":"10.1057\/s41273-016-0006-0"},{"key":"CIT0012","doi-asserted-by":"publisher","DOI":"10.1057\/jos.2013.6"},{"key":"CIT0013","first-page":"1601","volume":"11","author":"Bifet A.","year":"2010","journal-title":"The Journal of Machine Learning Research"},{"key":"CIT0014","volume-title":"Pattern recognition and machine learning: Information science and statistics","author":"Bishop C.M.","year":"2006"},{"key":"CIT0096","doi-asserted-by":"crossref","unstructured":"Boschert, S. & Rosen, R. (2016). Digital Twin \u2013 The Simulation Aspect. In Hehenberger, P. & Bradley, D. (eds.), Mechatronic Futures, 59\u201374.","DOI":"10.1007\/978-3-319-32156-1_5"},{"key":"CIT0015","doi-asserted-by":"publisher","DOI":"10.1002\/9781118762745.ch06"},{"key":"CIT0016","doi-asserted-by":"publisher","DOI":"10.1016\/j.future.2015.06.013"},{"key":"CIT0017","doi-asserted-by":"crossref","first-page":"2195","DOI":"10.1109\/WSC.2015.7408332","volume-title":"Proceedings of the 2015 Winter Simulation Conference","author":"Byrne J.","year":"2015"},{"key":"CIT0018","doi-asserted-by":"publisher","DOI":"10.1057\/palgrave.jors.2602270"},{"key":"CIT0019","doi-asserted-by":"publisher","DOI":"10.1080\/07408170903394306"},{"key":"CIT0020","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-540-24688-6_86"},{"key":"CIT0021","volume-title":"Practical big data analytics","author":"Dasgupta N.","year":"2018"},{"key":"CIT0097","unstructured":"Davenport, T.H. (2006). Competing on Analytics, Harvard Business Review, 84, 98\u2013106."},{"key":"CIT0022","volume-title":"Competing on analytics: The new science of winning","author":"Davenport T. H.","year":"2017"},{"key":"CIT0023","doi-asserted-by":"publisher","DOI":"10.1287\/inte.2017.0903"},{"key":"CIT0098","unstructured":"Evans, J. R. (2017) Business Analytics, Second Edition, Harlow: Pearson Education Limited."},{"key":"CIT0024","doi-asserted-by":"publisher","DOI":"10.1109\/WSC.2015.7408215"},{"key":"CIT0025","doi-asserted-by":"publisher","DOI":"10.1145\/3064911.3064915"},{"key":"CIT0026","doi-asserted-by":"publisher","DOI":"10.1109\/WSC.2016.7822210"},{"key":"CIT0027","doi-asserted-by":"publisher","DOI":"10.1109\/WSC.2017.8248105"},{"key":"CIT0099","unstructured":"Foreman, J. W. (2014). Data Smart: Using Data Science to Transform Information into Insight. Indianapolis: John Wiley & Sons Inc."},{"key":"CIT0028","doi-asserted-by":"publisher","DOI":"10.1016\/j.ijinfomgt.2006.02.006"},{"key":"CIT0029","unstructured":"Fujimoto, R., Barjis, J., Blasch, E., Cai, W., Jin, D., Lee, S. & Son, Y.J. (2018). Dynamic data application systems: Research challenges and opportunities. Proceedings of the 2018 Winter Simulation Conference (pp. 664\u2013678), Piscataway, NJ: Institute of Electrical and Electronic Engineers."},{"key":"CIT0030","doi-asserted-by":"publisher","DOI":"10.1057\/jors.2008.177"},{"key":"CIT0031","doi-asserted-by":"publisher","DOI":"10.1016\/j.compind.2018.11.001"},{"key":"CIT0032","volume-title":"Simulation modelling for business","author":"Greasley A.","year":"2004"},{"key":"CIT0033","doi-asserted-by":"publisher","DOI":"10.1515\/9781547400690"},{"key":"CIT0034","doi-asserted-by":"publisher","DOI":"10.1108\/IJOPM-10-2016-0604"},{"key":"CIT0035","doi-asserted-by":"publisher","DOI":"10.1016\/j.cie.2015.02.018"},{"key":"CIT0036","doi-asserted-by":"publisher","DOI":"10.1016\/j.procir.2014.10.028"},{"key":"CIT0100","unstructured":"Harris, J. G. & Mehrotra, V. (2014). Getting Value from your Data Scientists, MIT Sloan Management Review, 56, 15\u201315."},{"key":"CIT0037","first-page":"167","volume-title":"Proceedings of the 1999 Winter Simulation Conference","author":"Henriksen J. O.","year":"1999"},{"key":"CIT0038","doi-asserted-by":"publisher","DOI":"10.1016\/j.ejor.2017.06.031"},{"key":"CIT0039","unstructured":"Hlupic, V. (2000). Simulation software: An operational research society survey of academic and industrial users. Proceedings of the 2000 Winter Simulation Conference (pp. 1676\u20131683), Piscataway, NJ: Institute of Electrical and Electronic Engineers."},{"key":"CIT0040","doi-asserted-by":"publisher","DOI":"10.1057\/jors.2014.79"},{"key":"CIT0041","volume-title":"1516.1-2010 IEEE standard for modeling and simulation (M&S) high level architecture (HLA) \u2013 Federate interface specification","author":"IEEE.","year":"2010"},{"key":"CIT0042","doi-asserted-by":"publisher","DOI":"10.1108\/JSBED-03-2014-0046"},{"key":"CIT0043","doi-asserted-by":"publisher","DOI":"10.1016\/j.ejor.2009.06.004"},{"key":"CIT0044","doi-asserted-by":"publisher","DOI":"10.1080\/00207543.2017.1321799"},{"key":"CIT0045","volume-title":"Solving data mining problems through pattern recognition","author":"Kennedy R. L.","year":"1998"},{"key":"CIT0046","doi-asserted-by":"publisher","DOI":"10.1109\/WSC.2015.7408324"},{"key":"CIT0048","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-642-97610-0"},{"key":"CIT0050","volume-title":"Creating computer simulations: An introduction to the high level architecture","author":"Kuhl F.","year":"1999"},{"key":"CIT0051","volume-title":"Business analytics: The science of data-driven decision making","author":"Kumar U. D.","year":"2017"},{"key":"CIT0052","doi-asserted-by":"publisher","DOI":"10.1109\/BigDataCongress.2015.52"},{"key":"CIT0053","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-319-24141-8_50"},{"key":"CIT0054","volume-title":"Simulation modeling and analysis","author":"Law A. M.","year":"2015","edition":"5"},{"key":"CIT0055","volume-title":"Discrete-event simulation: A first course","author":"Leemis L. M.","year":"2006"},{"key":"CIT0056","doi-asserted-by":"publisher","DOI":"10.1287\/inte.1100.0502"},{"key":"CIT0057","doi-asserted-by":"publisher","DOI":"10.1002\/nav.21628"},{"key":"CIT0058","unstructured":"Lustig, I., Dietrich, B., Johnson, C. & Dziekan, C. (2010 November\/December). The Analytics Journey. Analytics magazine (pp. 11\u201318). Retrieved from http:\/\/analytics-magazine.org\/the-analytics-journey\/"},{"key":"CIT0059","doi-asserted-by":"publisher","DOI":"10.1016\/j.is.2013.06.005"},{"key":"CIT0060","doi-asserted-by":"publisher","DOI":"10.1007\/s40273-015-0330-7"},{"key":"CIT0061","doi-asserted-by":"publisher","DOI":"10.1109\/WSC.2013.6721507"},{"key":"CIT0062","doi-asserted-by":"publisher","DOI":"10.1371\/journal.pmed.1000097"},{"key":"CIT0063","doi-asserted-by":"publisher","DOI":"10.1016\/j.ejor.2014.08.029"},{"key":"CIT0064","doi-asserted-by":"publisher","DOI":"10.1016\/j.jmsy.2013.12.007"},{"key":"CIT0065","doi-asserted-by":"publisher","DOI":"10.1016\/j.promfg.2018.12.033"},{"key":"CIT0066","doi-asserted-by":"publisher","DOI":"10.1016\/j.cor.2017.07.004"},{"key":"CIT0101","doi-asserted-by":"publisher","DOI":"10.1057\/jos.2013.28"},{"key":"CIT0067","doi-asserted-by":"crossref","first-page":"1358","DOI":"10.1109\/WSC.2018.8632407","volume-title":"Proceedings of the 2018 Winter Simulation Conference","author":"Onggo B. S.","year":"2018"},{"key":"CIT0068","doi-asserted-by":"crossref","first-page":"4048","DOI":"10.1109\/WSC.2017.8248114","volume-title":"Proceedings of the 2017 Winter Simulation Conference","author":"Op\u00e7in A. E.","year":"2017"},{"key":"CIT0069","first-page":"399","volume-title":"Proceedings of the 3rd IEEE International Conference on Data Science and Advanced Analytics","author":"Patki N.","year":"2016"},{"key":"CIT0070","doi-asserted-by":"publisher","DOI":"10.1057\/s41274-016-0147-6"},{"key":"CIT0071","doi-asserted-by":"publisher","DOI":"10.1016\/j.cie.2018.09.034"},{"key":"CIT0072","doi-asserted-by":"crossref","first-page":"1897","DOI":"10.1109\/WSC.2014.7020037","volume-title":"Proceedings of the 2014 Winter Simulation Conference","author":"Rabe M.","year":"2014"},{"key":"CIT0073","doi-asserted-by":"publisher","DOI":"10.1016\/j.ejor.2015.01.058"},{"key":"CIT0074","first-page":"59","volume":"37","author":"Robinson A.","year":"2010","journal-title":"OR\/MS Today"},{"key":"CIT0075","doi-asserted-by":"publisher","DOI":"10.1007\/978-1-137-32803-8"},{"key":"CIT0076","doi-asserted-by":"publisher","DOI":"10.1057\/jors.2012.188"},{"key":"CIT0078","doi-asserted-by":"publisher","DOI":"10.1016\/j.datak.2009.02.014"},{"key":"CIT0079","doi-asserted-by":"publisher","DOI":"10.1109\/WSC.2015.7408217"},{"key":"CIT0080","volume-title":"SISO-STD-006-2010, standard for commercial off-the-shelf (COTS) simulation package interoperability (CSPI) reference models","author":"SISO.","year":"2010"},{"key":"CIT0081","volume-title":"Simio and simulation: Modeling, analysis, applications","author":"Smith J. S.","year":"2018","edition":"5"},{"key":"CIT0082","doi-asserted-by":"publisher","DOI":"10.1016\/j.procir.2016.10.056"},{"key":"CIT0083","doi-asserted-by":"publisher","DOI":"10.1109\/WSC.2015.7408290"},{"key":"CIT0084","volume-title":"Reinforcement learning: An introduction","author":"Sutton R. S.","year":"2018","edition":"2"},{"key":"CIT0085","doi-asserted-by":"publisher","DOI":"10.1109\/TII.2018.2873186"},{"key":"CIT0086","doi-asserted-by":"publisher","DOI":"10.1109\/WSC.2015.7408411"},{"key":"CIT0087","doi-asserted-by":"publisher","DOI":"10.1016\/j.ejor.2018.04.032"},{"key":"CIT0088","doi-asserted-by":"crossref","first-page":"203","DOI":"10.1109\/WSC.2009.5429326","volume-title":"Proceedings of the 2009 Winter Simulation Conference","author":"Taylor S. J. E.","year":"2009"},{"key":"CIT0089","doi-asserted-by":"publisher","DOI":"10.1016\/j.orhc.2017.10.003"},{"key":"CIT0090","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-662-49851-4"},{"key":"CIT0092","doi-asserted-by":"publisher","DOI":"10.1016\/j.ejor.2017.02.023"},{"key":"CIT0093","doi-asserted-by":"publisher","DOI":"10.1109\/WSC.2011.6148054"},{"key":"CIT0094","doi-asserted-by":"crossref","first-page":"1872","DOI":"10.1109\/WSC.2016.7822233","volume-title":"Proceedings of the 2016 Winter Simulation Conference (","author":"Volovoi V.","year":"2016"},{"key":"CIT0095","unstructured":"Zhou, Z., Wang, Y. & Li, L. (2014). Process mining based modeling and analysis of workflows in clinical care\u2014A case study in a Chicago outpatient clinic. Proceedings of the 11th IEEE International Conference on Networking, Sensing and Control (pp. 590\u2013595), Piscataway, NJ: Institute of Electrical and Electronic Engineers."}],"container-title":["Journal of the Operational Research Society"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.tandfonline.com\/doi\/pdf\/10.1080\/01605682.2019.1678406","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2021,3,10]],"date-time":"2021-03-10T18:08:44Z","timestamp":1615399724000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.tandfonline.com\/doi\/full\/10.1080\/01605682.2019.1678406"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2019,11,20]]},"references-count":97,"journal-issue":{"issue":"2","published-print":{"date-parts":[[2021,2,1]]}},"alternative-id":["10.1080\/01605682.2019.1678406"],"URL":"https:\/\/doi.org\/10.1080\/01605682.2019.1678406","relation":{},"ISSN":["0160-5682","1476-9360"],"issn-type":[{"value":"0160-5682","type":"print"},{"value":"1476-9360","type":"electronic"}],"subject":[],"published":{"date-parts":[[2019,11,20]]},"assertion":[{"value":"The publishing and review policy for this title is described in its Aims & Scope.","order":1,"name":"peerreview_statement","label":"Peer Review Statement"},{"value":"http:\/\/www.tandfonline.com\/action\/journalInformation?show=aimsScope&journalCode=tjor20","URL":"http:\/\/www.tandfonline.com\/action\/journalInformation?show=aimsScope&journalCode=tjor20","order":2,"name":"aims_and_scope_url","label":"Aim & Scope"},{"value":"2018-08-30","order":0,"name":"received","label":"Received","group":{"name":"publication_history","label":"Publication History"}},{"value":"2019-09-25","order":2,"name":"accepted","label":"Accepted","group":{"name":"publication_history","label":"Publication History"}},{"value":"2019-11-20","order":3,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}