{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,24]],"date-time":"2026-03-24T12:17:32Z","timestamp":1774354652073,"version":"3.50.1"},"publisher-location":"Cham","reference-count":21,"publisher":"Springer International Publishing","isbn-type":[{"value":"9783030322151","type":"print"},{"value":"9783030322168","type":"electronic"}],"license":[{"start":{"date-parts":[[2019,1,1]],"date-time":"2019-01-01T00:00:00Z","timestamp":1546300800000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2019]]},"DOI":"10.1007\/978-3-030-32216-8_60","type":"book-chapter","created":{"date-parts":[[2019,10,23]],"date-time":"2019-10-23T16:14:33Z","timestamp":1571847273000},"page":"615-626","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":3,"title":["\u201cSmart Entity\u201d \u2013 How to Build DEVS Models from Large Amount of Data and Small Amount of Knowledge?"],"prefix":"10.1007","author":[{"given":"Thierry","family":"Antoine-Santoni","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Bastien","family":"Poggi","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Evelyne","family":"Vittori","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Ho","family":"Van Hieux","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Marielle","family":"Delhom","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Antoine","family":"Aiello","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2019,10,24]]},"reference":[{"key":"60_CR1","doi-asserted-by":"publisher","first-page":"697","DOI":"10.1016\/j.scs.2018.01.053","volume":"38","author":"Bhagya Nathali Silva","year":"2018","unstructured":"Silva, B.N., Khan, M., Han, K.: Towards sustainable smart cities: a review of trends, architectures, components, and open challenges in smart cities. Sustain. Cities Soc. 38, 697\u2013713 (2018)","journal-title":"Sustainable Cities and Society"},{"issue":"1","key":"60_CR2","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1007\/s10708-013-9516-8","volume":"79","author":"R Kitchin","year":"2014","unstructured":"Kitchin, R.: The real-time city? Big data and smart urbanism. GeoJournal 79(1), 1\u201314 (2014)","journal-title":"GeoJournal"},{"issue":"1","key":"60_CR3","doi-asserted-by":"publisher","first-page":"3","DOI":"10.1109\/JIOT.2014.2312291","volume":"1","author":"JA Stankovic","year":"2014","unstructured":"Stankovic, J.A.: Research directions for the internet of things. IEEE Internet Things J. 1(1), 3\u20139 (2014)","journal-title":"IEEE Internet Things J."},{"key":"60_CR4","unstructured":"https:\/\/smartvillage.universita.corsica\/"},{"issue":"4","key":"60_CR5","doi-asserted-by":"publisher","first-page":"12","DOI":"10.1109\/MIC.2008.90","volume":"12","author":"Andrew T. Campbell","year":"2008","unstructured":"Campbell, A.T., et al.: The rise of people-centric sensing. IEEE Internet Comput. 12(4), 12\u201321 (2008)","journal-title":"IEEE Internet Computing"},{"key":"60_CR6","doi-asserted-by":"crossref","unstructured":"Miller, J.A., Cotterell, M.E., Buckley, S.J.: Supporting a modeling continuum in scalation: from predictive analytics to simulation modeling. In: Proceedings of the 2013 Winter Simulation Conference: Simulation: Making Decisions in a Complex World, pp. 1191\u20131202 (2013)","DOI":"10.1109\/WSC.2013.6721507"},{"issue":"7","key":"60_CR7","doi-asserted-by":"publisher","first-page":"579","DOI":"10.1177\/0037549717692866","volume":"93","author":"Byeong Soo Kim","year":"2017","unstructured":"Kim, B.S., Kang, B.G., Choi, S.H., Kim, T.G.: Data modeling versus simulation modeling in the big data era: case study of a greenhouse control system. Simulation 93(7), 579\u2013594 (2017)","journal-title":"SIMULATION"},{"key":"60_CR8","unstructured":"Tolk, A.: The next generation of modeling & simulation: integrating big data and deep learning. In: Proceedings of the Conference on Summer Computer Simulation, pp. 1\u20138 (2015)"},{"key":"60_CR9","unstructured":"Laroque, C., Skoogh, A., Gopalakrishnan, M.: Functional interaction of simulation and data analytics \u2013 potentials and existing use-cases. In: Wenzel, S., Peter, T. (eds.) Simulation in Produktion und Logistik 2017, Kassel University Press, Kassel, pp. 403\u2013412 (2017)"},{"key":"60_CR10","unstructured":"Saadawi, H., Wainer, G., Pliego, G.: DEVS execution acceleration with machine learning. In: Proceedings of the Symposium on Theory of Modeling & Simulation (TMS-DEVS 2016), Pasadena, California (2016)"},{"key":"60_CR11","doi-asserted-by":"crossref","unstructured":"Wang, L.-C., Marek-Sadowska, M.: Machine Learning in Simulation-Based Analysis, pp. 57\u201364 (2015)","DOI":"10.1145\/2717764.2717786"},{"issue":"1\u20132","key":"60_CR12","doi-asserted-by":"publisher","first-page":"507","DOI":"10.1016\/j.applthermaleng.2014.03.055","volume":"67","author":"A Afram","year":"2014","unstructured":"Afram, A., Janabi-Sharifi, F.: Review of modeling methods for HVAC systems. Appl. Thermal Eng. 67(1\u20132), 507\u2013519 (2014)","journal-title":"Appl. Thermal Eng."},{"key":"60_CR13","doi-asserted-by":"crossref","unstructured":"Deist, T., Patti, A., Wang, Z., Krane, D., Sorenson, T., Craft, D.: Simulation assisted machine learning. arXiv preprint arXiv:1802.05688 (2018)","DOI":"10.1093\/bioinformatics\/btz199"},{"key":"60_CR14","doi-asserted-by":"crossref","unstructured":"Shao, G., Shin, S.-J., Jain, S.: Data analytics using simulation for smart manufacturing. In: Proceedings of the 2014 Winter Simulation Conference, pp. 2192\u20132203 (2014)","DOI":"10.1109\/WSC.2014.7020063"},{"key":"60_CR15","unstructured":"Zeigler, B.P., Kim, T.G., Praehofer, H.: Theory of Modeling and Simulation, 2nd edn. Academic Press, Inc., Orlando (2000)"},{"issue":"4","key":"60_CR16","doi-asserted-by":"publisher","first-page":"501","DOI":"10.1145\/268403.268423","volume":"7","author":"Fernando J. Barros","year":"1997","unstructured":"Barros, F.J.: Modeling formalisms for dynamic structure systems. ACM Trans. Model. Comput. Simul. 7(4), 501\u2013515 (1997)","journal-title":"ACM Transactions on Modeling and Computer Simulation"},{"key":"60_CR17","unstructured":"Chow, A.C.H., Zeigler, B.P.: Parallel DEVS: a parallel, hierarchical, modular, modeling formalism. In: Proceedings of the 26th Conference on Winter Simulation, San Diego, CA, USA, pp. 716\u2013722 (1994)"},{"key":"60_CR18","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"6","DOI":"10.1007\/978-3-319-11520-7_2","volume-title":"Cellular Automata","author":"GA Wainer","year":"2014","unstructured":"Wainer, G.A.: Cellular modeling with Cell-DEVS: a discrete-event cellular automata formalism. In: W\u0105s, J., Sirakoulis, G.C., Bandini, S. (eds.) ACRI 2014. LNCS, vol. 8751, pp. 6\u201315. Springer, Cham (2014). https:\/\/doi.org\/10.1007\/978-3-319-11520-7_2"},{"key":"60_CR19","unstructured":"Vangheluwe, H.L.M.: DEVS as a common denominator for multi-formalism hybrid systems modelling. In: CACSD. Conference Proceedings. IEEE International Symposium on Computer-Aided Control System Design (Cat. No.00TH8537), pp. 129\u2013134 (2000)"},{"key":"60_CR20","doi-asserted-by":"crossref","unstructured":"Boukelkoul, S., Redjimi, M.: Mapping between Petri nets and DEVS models. In: 2013 3rd International Conference on Information Technology and e-Services (ICITeS), pp. 1\u20136 (2013)","DOI":"10.1109\/ICITeS.2013.6624067"},{"key":"60_CR21","unstructured":"Kofman, E., Junco, S.: Quantized-state systems: a DEVS approach for continuous system simulation. Trans. Soc. Comput. Simul. Int. 18(3), 123\u2013132 (2001)"}],"container-title":["Lecture Notes of the Institute for Computer Sciences, Social Informatics and Telecommunications Engineering","Simulation Tools and Techniques"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-030-32216-8_60","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2022,10,2]],"date-time":"2022-10-02T11:41:38Z","timestamp":1664710898000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/978-3-030-32216-8_60"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2019]]},"ISBN":["9783030322151","9783030322168"],"references-count":21,"URL":"https:\/\/doi.org\/10.1007\/978-3-030-32216-8_60","relation":{},"ISSN":["1867-8211","1867-822X"],"issn-type":[{"value":"1867-8211","type":"print"},{"value":"1867-822X","type":"electronic"}],"subject":[],"published":{"date-parts":[[2019]]},"assertion":[{"value":"24 October 2019","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"SIMUtools","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"International Conference on Simulation Tools and Techniques","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Chengdu","order":3,"name":"conference_city","label":"Conference City","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"China","order":4,"name":"conference_country","label":"Conference Country","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2019","order":5,"name":"conference_year","label":"Conference Year","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"8 July 2019","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"10 July 2019","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"11","order":9,"name":"conference_number","label":"Conference Number","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"simutools2019","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"http:\/\/simutools.org\/","order":11,"name":"conference_url","label":"Conference URL","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Double-blind","order":1,"name":"type","label":"Type","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"Confy","order":2,"name":"conference_management_system","label":"Conference Management System","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"156","order":3,"name":"number_of_submissions_sent_for_review","label":"Number of Submissions Sent for Review","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"97","order":4,"name":"number_of_full_papers_accepted","label":"Number of Full Papers Accepted","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"0","order":5,"name":"number_of_short_papers_accepted","label":"Number of Short Papers Accepted","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"62% - The value is computed by the equation \"Number of Full Papers Accepted \/ Number of Submissions Sent for Review * 100\" and then rounded to a whole number.","order":6,"name":"acceptance_rate_of_full_papers","label":"Acceptance Rate of Full Papers","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"3","order":7,"name":"average_number_of_reviews_per_paper","label":"Average Number of Reviews per Paper","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"3","order":8,"name":"average_number_of_papers_per_reviewer","label":"Average Number of Papers per Reviewer","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"No","order":9,"name":"external_reviewers_involved","label":"External Reviewers Involved","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}}]}}