{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,10,5]],"date-time":"2026-10-05T03:41:23Z","timestamp":1791171683748,"version":"4.1.0"},"reference-count":34,"publisher":"IEEE","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2012,9]]},"DOI":"10.1109\/itsc.2012.6338707","type":"proceedings-article","created":{"date-parts":[[2012,10,26]],"date-time":"2012-10-26T21:47:45Z","timestamp":1351288065000},"page":"319-326","source":"Crossref","is-referenced-by-count":46,"title":["Multi-Agent Reinforcement Learning for Integrated Network of Adaptive Traffic Signal Controllers (MARLIN-ATSC)"],"prefix":"10.1109","author":[{"given":"Samah","family":"El-Tantawy","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Baher","family":"Abdulhai","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"263","reference":[{"key":"19","article-title":"Best-response multiagent learning in non-stationary environments","author":"weinberg","year":"0","journal-title":"3rd International Joint Conference on Autonomous Agents and Multiagent Systems 2004"},{"key":"17","doi-asserted-by":"publisher","DOI":"10.1109\/TSMCC.2007.913919"},{"key":"18","article-title":"The dynamics of reinforcement learning in cooperative multiagent systems","author":"claus","year":"0","journal-title":"15th National Conference on Artificial Intelligence and 10th Conference on Innovative Applications of Artificial Intelligence Madison US 1998"},{"key":"33","doi-asserted-by":"publisher","DOI":"10.1109\/ADPRL.2007.368202"},{"key":"15","doi-asserted-by":"publisher","DOI":"10.1109\/TNN.1998.712192"},{"key":"34","article-title":"Traffic signal settings","author":"webster","year":"1958","journal-title":"Road Research Technical Paper No 39"},{"key":"16","author":"basar","year":"1999","journal-title":"Dynamic Noncooperative Game Theory"},{"key":"13","doi-asserted-by":"publisher","DOI":"10.3328\/TL.2010.02.02.89-110"},{"key":"14","doi-asserted-by":"publisher","DOI":"10.1007\/BF00992698"},{"key":"11","doi-asserted-by":"publisher","DOI":"10.1139\/l03-014"},{"key":"12","doi-asserted-by":"publisher","DOI":"10.1109\/ITSC.2010.5625066"},{"key":"21","article-title":"Distributed learning agents in urban traffic control","author":"camponogara","year":"0","journal-title":"11th Portuguese Conference on Artificial Intelligence 2003"},{"key":"20","article-title":"Reinforcement Learning-based Control of Traffic Lights in Non-stationary Environments: A Case Study in a Microscopic Simulator","author":"de oliveira","year":"2006","journal-title":"EUMAS"},{"key":"22","doi-asserted-by":"publisher","DOI":"10.1007\/s10458-004-6975-9"},{"key":"23","article-title":"Natural actor-critic for road traffic optimisation","volume":"19","author":"richter","year":"2007","journal-title":"Advances in neural information processing systems"},{"key":"24","doi-asserted-by":"publisher","DOI":"10.1049\/iet-its.2009.0070"},{"key":"25","doi-asserted-by":"publisher","DOI":"10.1109\/ITSC.2008.4732718"},{"key":"26","doi-asserted-by":"publisher","DOI":"10.1109\/WIIAT.2008.88"},{"key":"27","article-title":"Multi-agent reinforcement learning for traffic light control","author":"wiering","year":"0","journal-title":"International Conference on Machine Learning 2000"},{"key":"28","article-title":"Q-learning and Approximate Dynamic Programming for Traffic Control - A Case Study for an Oversaturated Network","author":"medina","year":"0","journal-title":"Transportation Research Board Annual Meeting 2012"},{"key":"29","article-title":"Multiagent reinforcement learning for urban traffic control using coordination graph","author":"kuyer","year":"0","journal-title":"19th European Conference on Machine Learning 2008"},{"key":"3","author":"hunt","year":"1981","journal-title":"SCOOT-a traffic responsive method of coordinating signals"},{"key":"2","author":"mcshane","year":"1998","journal-title":"Traffic Engineering"},{"key":"10","first-page":"98","article-title":"Development of Advanced Traffic Signal Control Strategies for Intelligent Transportation Systems: Multilevel Design","volume":"1494","author":"gartner","year":"1996","journal-title":"Transportation Research Record"},{"key":"1","year":"2008","journal-title":"The Big Move Transforming Transportation in the Greater Toronto and Hamilton Area"},{"key":"30","doi-asserted-by":"crossref","first-page":"278","DOI":"10.1061\/(ASCE)0733-947X(2003)129:3(278)","article-title":"Reinforcement Learning for True Adaptive Traffic Signal Control","volume":"129","author":"abdulhai","year":"2003","journal-title":"Journal of Transportation Engineering"},{"key":"7","first-page":"75","article-title":"OPAC: A demand-responsive strategy for traffic signal control","volume":"906","author":"gartner","year":"1983","journal-title":"Transportation Research Record Journal of the Transportation Research Board"},{"key":"6","article-title":"The PRODYN real-time traffic algorithm","author":"farges","year":"0","journal-title":"4th IFAC\/IFIP\/IFORS Symposium on Control in Transportation Systems Baden-Baden Germany 1983"},{"key":"32","doi-asserted-by":"crossref","DOI":"10.1109\/ICNSC.2008.4525304","article-title":"Q-Learning for Adaptive Traffic Signal Control Based on Delay Minimization Strategy","author":"shoufeng","year":"2008","journal-title":"IEEE International Conference on Networking Sensing and Control"},{"key":"5","article-title":"SCAT-The Sydney Co-ordinated Adaptive Traffic System-Philosophy and Benefits","author":"sims","year":"0","journal-title":"International Symposium on Traffic Control Systems 1979"},{"key":"31","author":"thorpe","year":"1997","journal-title":"Vehicle Traffic Light Control Using Sarsa"},{"key":"4","doi-asserted-by":"publisher","DOI":"10.1016\/S0967-0661(01)00121-6"},{"key":"9","doi-asserted-by":"publisher","DOI":"10.1007\/s10458-008-9062-9"},{"key":"8","first-page":"82","article-title":"Hierarchical framework for real-time traffic control","volume":"1360","author":"head","year":"1992","journal-title":"Transportation Research Record"}],"event":{"name":"2012 15th International IEEE Conference on Intelligent Transportation Systems - (ITSC 2012)","location":"Anchorage, AK, USA","start":{"date-parts":[[2012,9,16]]},"end":{"date-parts":[[2012,9,19]]}},"container-title":["2012 15th International IEEE Conference on Intelligent Transportation Systems"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx5\/6328848\/6338591\/06338707.pdf?arnumber=6338707","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2019,7,5]],"date-time":"2019-07-05T01:50:57Z","timestamp":1562291457000},"score":1,"resource":{"primary":{"URL":"http:\/\/ieeexplore.ieee.org\/document\/6338707\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2012,9]]},"references-count":34,"URL":"https:\/\/doi.org\/10.1109\/itsc.2012.6338707","relation":{},"subject":[],"published":{"date-parts":[[2012,9]]}}}