{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,3,2]],"date-time":"2025-03-02T05:49:53Z","timestamp":1740894593292,"version":"3.38.0"},"reference-count":20,"publisher":"SAGE Publications","issue":"7","license":[{"start":{"date-parts":[[2011,9,1]],"date-time":"2011-09-01T00:00:00Z","timestamp":1314835200000},"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":["SIMULATION"],"published-print":{"date-parts":[[2012,7]]},"abstract":"<jats:p> Ad hoc distributed simulation is an approach to predicting future states of operational systems. It is based on embedding online simulations into a sensor network and adding communication and synchronization among the simulators. While prior work focused on this approach in the context of online management of transportation systems, this paper describes a generalization of the methodology and shows how it can be applied to embedded simulations of systems that can be modeled as open networks of queues. An implementation of an ad hoc queueing network simulation is described. The flows of units across links connecting nodes in different simulators are approximated by renewal processes whose parameters are updated dynamically. The synchronization mechanism uses random sampling to update flow rates across the ad hoc components. Preliminary results show that the ad hoc queueing network simulation can provide predictions comparable to sequential simulations. <\/jats:p>","DOI":"10.1177\/0037549711408486","type":"journal-article","created":{"date-parts":[[2011,9,3]],"date-time":"2011-09-03T00:49:54Z","timestamp":1315010994000},"page":"784-800","update-policy":"https:\/\/doi.org\/10.1177\/sage-journals-update-policy","source":"Crossref","is-referenced-by-count":5,"title":["Ad hoc distributed simulation methodology for open queueing networks"],"prefix":"10.1177","volume":"88","author":[{"given":"Ya-Lin","family":"Huang","sequence":"first","affiliation":[{"name":"Georgia Institute of Technology, USA"}]},{"given":"Christos","family":"Alexopoulos","sequence":"additional","affiliation":[{"name":"Georgia Institute of Technology, USA"}]},{"given":"Michael","family":"Hunter","sequence":"additional","affiliation":[{"name":"Georgia Institute of Technology, USA"}]},{"given":"Richard M","family":"Fujimoto","sequence":"additional","affiliation":[{"name":"Georgia Institute of Technology, USA"}]}],"member":"179","published-online":{"date-parts":[[2011,9,1]]},"reference":[{"key":"bibr1-0037549711408486","doi-asserted-by":"publisher","DOI":"10.1002\/047011276X"},{"key":"bibr2-0037549711408486","doi-asserted-by":"publisher","DOI":"10.1007\/1-84628-484-8"},{"first-page":"15","volume-title":"Proceedings of the 21st International Workshop on Principles of Advanced and Distributed Simulation","author":"Fujimoto RM","key":"bibr3-0037549711408486"},{"key":"bibr4-0037549711408486","doi-asserted-by":"publisher","DOI":"10.1177\/0037549708101941"},{"first-page":"57","volume-title":"Proceedings of the 24th International Workshop on Principles of Advanced and Distributed Simulation","author":"Huang Y-L","key":"bibr5-0037549711408486"},{"volume-title":"Parallel and distributed simulation systems","year":"2000","author":"Fujimoto RM","key":"bibr6-0037549711408486"},{"key":"bibr7-0037549711408486","doi-asserted-by":"publisher","DOI":"10.1109\/5992.743621"},{"key":"bibr8-0037549711408486","unstructured":"Fujimoto RM, Lunceford D, Page E, Uhrmacher AM. \u2018Grand Challenges for Modeling and Simulation\u2019, Dagstuhl Report, http:\/\/www.dagstuhl.de\/Reports\/02\/02351.pdf (accessed September 1, 2010)."},{"first-page":"85","volume-title":"Proceedings of the 4th International Joint Conference on Autonomous Agents and Multiagent Systems","author":"Low MYH","key":"bibr9-0037549711408486"},{"key":"bibr10-0037549711408486","doi-asserted-by":"publisher","DOI":"10.1109\/TNET.2008.2001729"},{"first-page":"11","volume-title":"Proceedings of the 23rd Workshop on Principles of Advanced and Distributed Simulation","author":"Aydt H","key":"bibr11-0037549711408486"},{"first-page":"167","volume-title":"Proceedings of the 11th IEEE International Symposium on Distributed Simulation and Real-Time Applications","author":"Kamrani F","key":"bibr12-0037549711408486"},{"key":"bibr13-0037549711408486","doi-asserted-by":"publisher","DOI":"10.1155\/S111086570321204X"},{"first-page":"621","volume-title":"Proceedings of the 2006 International Symposium on a World of Wireless, Mobile and Multimedia Networks","author":"Hughes D","key":"bibr14-0037549711408486"},{"key":"bibr15-0037549711408486","doi-asserted-by":"publisher","DOI":"10.1145\/3916.3988"},{"key":"bibr16-0037549711408486","doi-asserted-by":"publisher","DOI":"10.1007\/978-1-4899-3324-9"},{"key":"bibr17-0037549711408486","doi-asserted-by":"publisher","DOI":"10.1287\/opre.30.1.125"},{"key":"bibr18-0037549711408486","doi-asserted-by":"publisher","DOI":"10.1002\/j.1538-7305.1983.tb03204.x"},{"key":"bibr19-0037549711408486","doi-asserted-by":"publisher","DOI":"10.1007\/978-1-4612-1482-3"},{"key":"bibr20-0037549711408486","doi-asserted-by":"publisher","DOI":"10.1016\/0020-0190(83)90012-1"}],"container-title":["SIMULATION"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/journals.sagepub.com\/doi\/pdf\/10.1177\/0037549711408486","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/journals.sagepub.com\/doi\/pdf\/10.1177\/0037549711408486","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,3,1]],"date-time":"2025-03-01T16:34:40Z","timestamp":1740846880000},"score":1,"resource":{"primary":{"URL":"https:\/\/journals.sagepub.com\/doi\/10.1177\/0037549711408486"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2011,9,1]]},"references-count":20,"journal-issue":{"issue":"7","published-print":{"date-parts":[[2012,7]]}},"alternative-id":["10.1177\/0037549711408486"],"URL":"https:\/\/doi.org\/10.1177\/0037549711408486","relation":{},"ISSN":["0037-5497","1741-3133"],"issn-type":[{"type":"print","value":"0037-5497"},{"type":"electronic","value":"1741-3133"}],"subject":[],"published":{"date-parts":[[2011,9,1]]}}}