{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,7]],"date-time":"2026-03-07T19:06:36Z","timestamp":1772910396245,"version":"3.50.1"},"reference-count":53,"publisher":"Springer Science and Business Media LLC","issue":"1","license":[{"start":{"date-parts":[[2010,6,27]],"date-time":"2010-06-27T00:00:00Z","timestamp":1277596800000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Auton Agent Multi-Agent Syst"],"published-print":{"date-parts":[[2012,1]]},"DOI":"10.1007\/s10458-010-9142-5","type":"journal-article","created":{"date-parts":[[2010,6,26]],"date-time":"2010-06-26T06:19:53Z","timestamp":1277533193000},"page":"1-25","source":"Crossref","is-referenced-by-count":71,"title":["A multiagent approach to managing air traffic flow"],"prefix":"10.1007","volume":"24","author":[{"given":"Adrian K.","family":"Agogino","sequence":"first","affiliation":[]},{"given":"Kagan","family":"Tumer","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2010,6,27]]},"reference":[{"key":"9142_CR1","doi-asserted-by":"crossref","unstructured":"Agogino, A., & Tumer, K. (2004). Efficient evaluation functions for multi-rover systems. In The genetic and evolutionary computation conference. Seatle, WA, pp. 1\u201312.","DOI":"10.1007\/978-3-540-24854-5_1"},{"key":"9142_CR2","doi-asserted-by":"crossref","unstructured":"Agogino, A., & Tumer, K. (2005). Multi agent reward analysis for learning in noisy domains. In Proceedings of the fourth international joint conference on autonomous agents and multi-agent systems. Utrecht, Netherlands.","DOI":"10.1145\/1082473.1082486"},{"issue":"1","key":"9142_CR3","doi-asserted-by":"crossref","first-page":"97","DOI":"10.1007\/s10458-006-6105-y","volume":"13","author":"A. K. Agogino","year":"2006","unstructured":"Agogino A. K., Tumer K. (2006) Handling communication restrictions and team formation in congestion games. Journal of Autonomous Agents and Multi Agent Systems 13(1): 97\u2013115","journal-title":"Journal of Autonomous Agents and Multi Agent Systems"},{"key":"9142_CR4","unstructured":"Agogino, A., & Tumer, K. (2008). Regulating air traffic flow with coupled agents. In Proceedings of the seventh international joint conference on autonomous agents and multi-agent systems. Estoril, Portugal."},{"key":"9142_CR5","doi-asserted-by":"crossref","first-page":"493","DOI":"10.1142\/S0219525909002283","volume":"12","author":"A. K. Agogino","year":"2009","unstructured":"Agogino A. K., Tumer K. (2009) Learning indirect actions in complex domains: Action suggestions for air traffic control. Advances in Complex Systems 12: 493\u2013512","journal-title":"Advances in Complex Systems"},{"key":"9142_CR6","doi-asserted-by":"crossref","first-page":"1015","DOI":"10.2514\/1.15242","volume":"28","author":"A. M. Bayen","year":"2005","unstructured":"Bayen A. M., Grieder P., Meyer G., Tomlin C. J. (2005) Lagrangian delay predictive model for sector-based air traffic flow. AIAA Journal of Guidance, Control, and Dynamics 28: 1015\u20131026","journal-title":"AIAA Journal of Guidance, Control, and Dynamics"},{"issue":"3","key":"9142_CR7","doi-asserted-by":"crossref","first-page":"406","DOI":"10.1287\/opre.46.3.406","volume":"46","author":"D. Bertsimas","year":"1998","unstructured":"Bertsimas D., Stock-Patterson S. (1998) The air traffic management problem with enroute capacities. Operations Research 46(3): 406\u2013422","journal-title":"Operations Research"},{"key":"9142_CR8","doi-asserted-by":"crossref","unstructured":"Bilimoria, K. D. (2000). A geometric optimization approach to aircraft conflict resolution. In AIAA guidance, navigation, and control conference and exhibit. Denver, CO.","DOI":"10.2514\/6.2000-4265"},{"key":"9142_CR9","doi-asserted-by":"crossref","unstructured":"Bilimoria, K., Sheth, K., Lee, H., & Grabbe, S. (2000). Performance evaluation of airborne separation assurance for free flight. In AIAA guidance, navigation, and control conference. Denver, CO.","DOI":"10.2514\/6.2000-4269"},{"issue":"1","key":"9142_CR10","doi-asserted-by":"crossref","first-page":"1","DOI":"10.2514\/atcq.9.1.1","volume":"9","author":"K.D. Bilimoria","year":"2001","unstructured":"Bilimoria K.D., Sridhar B., Chatterji G.B., Shethand K.S., Grabbe S.R. (2001) FACET: Future ATM concepts evaluation tool. Air Traffic Control Quarterly 9(1): 1\u201320","journal-title":"Air Traffic Control Quarterly"},{"key":"9142_CR11","unstructured":"Bonaceto, C., Estes, S., Moertl, P., & Burns, K. (2005). Naturalistic decision making in the air traffic control tower: combining approaches to support changes in procedures. In Proceedings of the seventh international NDM conference. Amsterdam, The Netherlands."},{"key":"9142_CR12","unstructured":"Campbell, K., Cooper, W. J., Greenbaum, D., & Wojcik, L. (2000). Modeling distributed human decision making in traffic flow management operations. In 3rd USA\/Europe air traffic management R & D seminar. Napoli."},{"key":"9142_CR13","doi-asserted-by":"crossref","unstructured":"Christodoulou, M., & Costoulakis, C. (2004). Nonlinear mixed integer programming for aircraft collision avoidance in free flight\u2019. In IEEE MELECON, Vol. 1. Dubrovnik, Croatia, pp. 327\u2013330.","DOI":"10.1109\/MELCON.2004.1346858"},{"key":"9142_CR14","doi-asserted-by":"crossref","unstructured":"Devasia, S., Heymann, M., & Meyer, G. (2002). Automation procedures for air traffic management: A token-based approach. In Proceedings of American control conference, Vol. 1. pp. 736\u2013741. Atlanta, GA","DOI":"10.1109\/ACC.2002.1024901"},{"key":"9142_CR15","unstructured":"Donohue, G. L., & Shaver III, R. D. (2008). TERMINAL CHAOS: Why U.S. Air Travel is broken and how to fix it. Webster: American Institute of Aeronautics and Astronautics."},{"key":"9142_CR16","doi-asserted-by":"crossref","unstructured":"Eby, M. S. & III, W. E. K. (1999). Free flight separation assurance using distributed algorithms. In Proceedings of aerospace conference. Aspen, CO.","DOI":"10.1109\/AERO.1999.793186"},{"key":"9142_CR17","unstructured":"Erzberger, H., McNally, D., Foster, M., Chiu, D., & Stassart, P. (1999). Direct-to tool for en route controllers. In IEEE workshop on advanced technologies and their impact on air traffic management in the 21st century. Capri, Italy."},{"key":"9142_CR18","unstructured":"FAA OPSNET Data Jan\u2013Dec 2007. (2007). US Department of Transportation website. http:\/\/www.faa.gov\/data_statistics\/ ."},{"key":"9142_CR19","doi-asserted-by":"crossref","unstructured":"Grabbe, S. & Sridhar, B. (2006). Central East Pacific Flight Routing\u2019. In AIAA guidance, navigation, and control conference and exhibit. Keystone, CO.","DOI":"10.2514\/6.2006-6773"},{"key":"9142_CR20","doi-asserted-by":"crossref","unstructured":"Heymann, M., Meyer, G., & Resmerita, S. (2004). An agent based framework for control of merging air traffic. In Proceedings 16th IFAC symposium on automatic control in aerospace. St. Petersburg, Russia.","DOI":"10.1016\/S1474-6670(17)32223-1"},{"key":"9142_CR21","doi-asserted-by":"crossref","unstructured":"Hill, J. C., Johnson, F. R., Archibald, J. K., Frost, R. L., & Stirling, W. C. (2005). A cooperative multi-agent approach to free flight. In AAMAS \u201905: Proceedings of the fourth international joint conference on autonomous agents and multiagent systems. New York, NY, USA, pp. 1083\u20131090.","DOI":"10.1145\/1082473.1082637"},{"key":"9142_CR22","doi-asserted-by":"crossref","first-page":"556","DOI":"10.1049\/ip-cta:20050053","volume":"153","author":"I. Hwang","year":"2006","unstructured":"Hwang I., Balakrishnan H., Balakrishnan H., Balakrishnan H. (2006) State estimation for hybrid systems: applications to aircraft tracking. IEE Proceedings of Control Theory and Applications 153: 556\u2013566","journal-title":"IEE Proceedings of Control Theory and Applications"},{"key":"9142_CR23","unstructured":"Joint Economic Commission Majority Staff (2008). Your Flight Has Been Delayed Again\u2019. pp. 1\u201312."},{"key":"9142_CR24","doi-asserted-by":"crossref","unstructured":"Jonker, G., Dignum, F., & Meyer, J.-J. (2007). Achieving cooperation among selfish agents in the air traffic management domain using signed money. In Proceedings of the sixth international joint conference on autonomous agents and multi-agent systems. Honolulu, HI.","DOI":"10.1145\/1329125.1329382"},{"key":"9142_CR25","doi-asserted-by":"crossref","unstructured":"Kelly, W. I., & Eby, M. (2000). Advances in force field conflict resolution algorithms. In AIAA guidance, navigation, and control conference and exhibit. Denver, CO.","DOI":"10.2514\/6.2000-4360"},{"key":"9142_CR26","doi-asserted-by":"crossref","unstructured":"Knight, J. C. & Parikh, S. (2002). Simulation technology for free flight system performance and survivability analysis. In Proceedings of the 21st digital avionics systems conference, pp. 13D5\u20131\u201313D5\u20139. Irvine, CA.","DOI":"10.1109\/DASC.2002.1053016"},{"key":"9142_CR27","doi-asserted-by":"crossref","unstructured":"Kohn, W., Remmel, J., Moser, W., & Cummings, B. (1997). Free flight ATC using hybrid agent systems. In Proceedings of the 36th IEEE CDC. San Diego, CA.","DOI":"10.1109\/CDC.1997.657517"},{"issue":"3","key":"9142_CR28","doi-asserted-by":"crossref","first-page":"351","DOI":"10.1109\/TSMCA.2003.822969","volume":"34","author":"Z. Ma","year":"2004","unstructured":"Ma Z., Cui D., Cheng P. (2004) Dynamic network flow model for short-term air traffic flow management. IEEE Transaction on Systems, Man, and Cybernetics Part A: Systems and Humans 34(3): 351\u2013358","journal-title":"IEEE Transaction on Systems, Man, and Cybernetics Part A: Systems and Humans"},{"key":"9142_CR29","doi-asserted-by":"crossref","unstructured":"McNally, D., & Gong, C. (2006). Concept and laboratory analysis of trajectory-based automation for separation assurance. In AIAA guidance, navigation and control conference and exhibit. Keystone, CO.","DOI":"10.2514\/6.2006-6600"},{"issue":"5","key":"9142_CR30","doi-asserted-by":"crossref","first-page":"737","DOI":"10.2514\/1.2556","volume":"27","author":"P. K. Menon","year":"2004","unstructured":"Menon P. K., Sweriduk G. D., Bilimoria K. D. (2004) New approach for modeling, analysis and control of air traffic flow. Journal of Guidance, Control, and Dynamics 27(5): 737\u2013744","journal-title":"Journal of Guidance, Control, and Dynamics"},{"issue":"2","key":"9142_CR31","doi-asserted-by":"crossref","first-page":"202","DOI":"10.2514\/2.4384","volume":"22","author":"P. K. Menon","year":"1999","unstructured":"Menon P. K., Sweriduk G. D., Sridhar B. (1999) Optimal strategies for free flight air traffic conflict resolution. Journal of Guidance, Control, and Dynamics 22(2): 202\u2013211","journal-title":"Journal of Guidance, Control, and Dynamics"},{"key":"9142_CR32","doi-asserted-by":"crossref","unstructured":"Mueller, E. R., Chatterji, G. B. (2002). Analysis of aircraft arrival and departure delay characteristics. In AIAA aircraft technology, integration and operations (ATIO) conference. Los Angeles, CA.","DOI":"10.2514\/6.2002-5866"},{"issue":"1","key":"9142_CR33","doi-asserted-by":"crossref","first-page":"3","DOI":"10.1109\/6979.994791","volume":"3","author":"L. Pallottino","year":"2002","unstructured":"Pallottino L., Feron E., Bicchi A. (2002) Conflict resolution problems for air traffic management systems solved with mixed integer programming. IEEE Transactions on Intelligent Transportation Systems 3(1): 3\u201311","journal-title":"IEEE Transactions on Intelligent Transportation Systems"},{"issue":"1","key":"9142_CR34","doi-asserted-by":"crossref","first-page":"14","DOI":"10.1109\/MIS.2009.1","volume":"24","author":"M. Pechoucek","year":"2009","unstructured":"Pechoucek M., Sislak D. (2009) Agent-based approach to free-flight planning, control, and simulation. IEEE Intelligent Systems 24(1): 14\u201317","journal-title":"IEEE Intelligent Systems"},{"key":"9142_CR35","doi-asserted-by":"crossref","unstructured":"Pechoucek, M., Sislak, D., Pavlicek, D., & Uller, M. (2006). Autonomous agents for air-traffic deconfliction. In Proceedings of the fifth international joint conference on autonomous agents and multi-agent systems. Hakodate, Japan.","DOI":"10.1145\/1160633.1160925"},{"key":"9142_CR36","unstructured":"Quinn, C., & Zelenka, R. (1998). ATC\/air carrier collaborative arrival planning. In 2nd USA\/Europe air traffic management R & D seminar. Orlando, FL."},{"key":"9142_CR37","doi-asserted-by":"crossref","unstructured":"Raffard, R. L., & Tomlin, C. J. (2005). Second order optimization of ordinary and partial differential equations with application to air traffic flow. In Proceedings of the AACC American control conference, pp. 798\u2013803. Portland, OR.","DOI":"10.1109\/ACC.2005.1470057"},{"key":"9142_CR38","doi-asserted-by":"crossref","unstructured":"Raffard, R. L., Waslander, S. L., Bayen, A. M., & Tomlin, C. J. (2005). A cooperative distributed approach to multi-agent Eulerian network control: Application to air traffic management. In AIAA guidance, navigation, and control conference and exhibit. San Francisco, CA.","DOI":"10.2514\/6.2005-6050"},{"key":"9142_CR39","doi-asserted-by":"crossref","unstructured":"Sislak, D., Pechoucek, M., Volf, P., Pavlicek, D., Samek, J., Ma\u0159\u00edk, V., & Losiewicz, P. (2008a). AGENTFLY: Towards multi-agent technology in free flight air traffic control. In M. Pechoucek, S. Thompson, & H. Voss (Eds.), Defense industry applications of autonomous agents and multi-agent systems (Chap. 7, pp. 73\u201397). Birkhauser Verlag, Basel.","DOI":"10.1007\/978-3-7643-8571-2_5"},{"key":"9142_CR40","unstructured":"Sislak, D., Samek, J., & Pechoucek, M. (2008b). Decentralized algorithms for collision avoidance in airspace. In Proceedings of seventh international conference on autonomous agents and multi-agent systems, pp. 543\u2013550. Estoril, Portugal."},{"issue":"4","key":"9142_CR41","doi-asserted-by":"crossref","first-page":"992","DOI":"10.2514\/1.10989","volume":"29","author":"B. Sridhar","year":"2006","unstructured":"Sridhar B., Soni T., Sheth K., Chatterji G. B. (2006) Aggregate flow model for air-traffic management. Journal of Guidance, Control, and Dynamics 29(4): 992\u2013997","journal-title":"Journal of Guidance, Control, and Dynamics"},{"key":"9142_CR42","doi-asserted-by":"crossref","unstructured":"Sridhar, B., & Swei, S. (2006). Relationship between weather, traffic and delay based on empirical methods. In 6th AIAA aviation technology, integration and operations conference (ATIO). Wichita, Kansas.","DOI":"10.2514\/6.2006-7760"},{"key":"9142_CR43","doi-asserted-by":"crossref","first-page":"64","DOI":"10.13001\/1081-3810.1145","volume":"12","author":"D. M. Stipanovic","year":"2005","unstructured":"Stipanovic D. M., Shankaran S., Tomlin C. J. (2005) Multi-agent avoidance control using an M-matrix property. Electronic Journal of Linear Algebra 12: 64\u201372","journal-title":"Electronic Journal of Linear Algebra"},{"key":"9142_CR44","volume-title":"Reinforcement learning: An introduction","author":"R. S. Sutton","year":"1998","unstructured":"Sutton R. S., Barto A. G. (1998) Reinforcement learning: An introduction. MIT Press, Cambridge, MA"},{"key":"9142_CR45","unstructured":"Tomlin, C. (1998). Hybrid control of air traffic management systems. Ph.D. thesis, University of California at Berkeley."},{"issue":"4","key":"9142_CR46","doi-asserted-by":"crossref","first-page":"509","DOI":"10.1109\/9.664154","volume":"43","author":"C. Tomlin","year":"1998","unstructured":"Tomlin C., Pappas G., Sastry S. (1998) Conflict resolution for air traffic management: A study in multiagent hybrid systems. IEEE Transaction on Automatic Control 43(4): 509\u2013521","journal-title":"IEEE Transaction on Automatic Control"},{"key":"9142_CR47","doi-asserted-by":"crossref","unstructured":"Tumer, K., Agogino, A. (2007). Distributed agent-based air traffic flow management. In Proceedings of the sixth international joint conference on autonomous agents and multi-agent systems, pp. 330\u2013337. Honolulu, HI.","DOI":"10.1145\/1329125.1329434"},{"issue":"1","key":"9142_CR48","doi-asserted-by":"crossref","first-page":"18","DOI":"10.1109\/MIS.2009.10","volume":"24","author":"K. Tumer","year":"2009","unstructured":"Tumer K., Agogino A. (2009) Improving air traffic management with a learning multiagent system. IEEE Intelligent Systems 24(1): 18\u201321","journal-title":"IEEE Intelligent Systems"},{"key":"9142_CR49","volume-title":"Collectives and the design of complex systems","year":"2004","unstructured":"Tumer, K., Wolpert, D. (eds) (2004) Collectives and the design of complex systems. Springer, New York"},{"key":"9142_CR50","unstructured":"van Gent, J., Ruigrok, R., & Ruigrok, R. (1998). Conceptual design of free flight with airborne separation assurance. In AIAA guidance, navigation, and control conference, pp. 807\u2013817. Boston, MA."},{"issue":"1","key":"9142_CR51","doi-asserted-by":"crossref","first-page":"43","DOI":"10.2514\/2.4369","volume":"22","author":"J.P. Wangermann","year":"1999","unstructured":"Wangermann J.P., Stengel R.F. (1999) Optimization and coordination of multiagent systems using principled negotiation. Guidance, Control and Dynamics 22(1): 43\u201350","journal-title":"Guidance, Control and Dynamics"},{"key":"9142_CR52","doi-asserted-by":"crossref","unstructured":"Wollkind, S., Valasek, J., & Ioerger, T. (2004). Conflict resolution for air traffic management using cooperative multiagent negotiation. In AIAA guidance, navigation, and control conference. Providence, RI.","DOI":"10.2514\/6.2004-4992"},{"issue":"2\/3","key":"9142_CR53","doi-asserted-by":"crossref","first-page":"265","DOI":"10.1142\/S0219525901000188","volume":"4","author":"D. H. Wolpert","year":"2001","unstructured":"Wolpert D. H., Tumer K. (2001) Optimal payoff functions for members of collectives. Advances in Complex Systems 4(2\/3): 265\u2013279","journal-title":"Advances in Complex Systems"}],"container-title":["Autonomous Agents and Multi-Agent Systems"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s10458-010-9142-5.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/article\/10.1007\/s10458-010-9142-5\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s10458-010-9142-5","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2021,10,30]],"date-time":"2021-10-30T05:58:54Z","timestamp":1635573534000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/s10458-010-9142-5"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2010,6,27]]},"references-count":53,"journal-issue":{"issue":"1","published-print":{"date-parts":[[2012,1]]}},"alternative-id":["9142"],"URL":"https:\/\/doi.org\/10.1007\/s10458-010-9142-5","relation":{},"ISSN":["1387-2532","1573-7454"],"issn-type":[{"value":"1387-2532","type":"print"},{"value":"1573-7454","type":"electronic"}],"subject":[],"published":{"date-parts":[[2010,6,27]]}}}