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Adaptive traffic signal control, which adjusts traffic signal timing according to real-time traffic, has been shown to be an effective method to reduce traffic congestion.
R. S. Sutton and A. G. Barto, Reinforcement Learning: An Introduction . MIT Press, 1998
1998
Earlier work this paper cites.
M. J. Neely, “Dynamic power allocation and routing for satellite and wireless networks with time varying channels,” Ph.D. dissertation, LIDS, Massachusetts Institute of Technology, Cambridge, MA, USA, 2003
2003
Earlier work this paper cites.
R. Wunderlich, C. Liu, and I. Elhanany, “A novel signal-scheduling algorithm with quality-of-service provisioning for an isolated intersection,” IEEE Transactions on Intelligent Transportation Systems , vol. 9, no. 3, pp. 536–547, September 2008
2008
Earlier work this paper cites.
I. Arel, C. Liu, T. Urbanik, and A. G. Kohls, “Reinforcement learning-based multi-agent system for network traffic signal control,” IET Intelligent Transport Systems , vol. 4, no. 2, pp. 128–135, June 2010
2010
Earlier work this paper cites.
P. LA and S. Bhatnagar, “Reinforcement learning with function approximation for traffic signal control,” IEEE Transactions on Intelligent Transportation Systems , vol. 12, no. 2, pp. 412–421, June 2011
2011
Earlier work this paper cites.
D. Zhao, Y. Dai, and Z. Zhang, “Computational intelligence in urban traffic signal control: A survey,” IEEE Transactions on Systems, Man, and Cybernetics, Part C (Applications and Reviews) , vol. 42, no. 4, pp. 485–494, July 2012
2012
Earlier work this paper cites.
T. Tieleman and G. Hinton, “Lecture 6.5-rmsprop: Divide the gradient by a running average of its recent magnitude,” COURSERA: Neural networks for machine learning , vol. 4, no. 2, 2012
2012
Cited alongside, same era.
D. Krajzewicz, J. Erdmann, M. Behrisch, and L. Bieker, “Recent development and applications of sumo simulation of urban mobility,” International Journal On Advances in Systems and Measurements , vol. 5, no. 3 & 4, pp. 128–138, December 2012
2012
Cited alongside, same era.
M. Alsabaan, W. Alasmary, A. Albasir, and K. Naik, “Vehicular networks for a greener environment: A survey,” IEEE Communications Surveys & Tutorials , vol. 15, no. 3, pp. 1372–1388, Third Quarter 2013
2013
Cited alongside, same era.
J. Gregoire, X. Qian, E. Frazzoli, A. de La Fortelle, and T. Wongpiromsarn, “Capacity-aware backpressure traffic signal control,” IEEE Transactions on Control of Network Systems , vol. 2, no. 2, pp. 164–173, June 2015
2015
Cited alongside, same era.
A. A. Zaidi, B. Kulcsár, and H. Wymeersch, “Back-pressure traffic signal control with fixed and adaptive routing for urban vehicular networks,” IEEE Transactions on Intelligent Transportation Systems , vol. 17, no. 8, pp. 2134–2143, August 2016
2016
Later among the works it cites.
P. Mannion, J. Duggan, and E. Howley, An Experimental Review of Reinforcement Learning Algorithms for Adaptive Traffic Signal Control . Springer International Publishing, May 2016, ch. Autonomic Road Transport Support Systems, pp. 47–66
2016
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2016
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2016
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B. Yin, M. Dridi, and A. E. Moudni, “Approximate dynamic programming with recursive least-squares temporal difference learning for adaptive traffic signal control,” in IEEE 54th Annual Conference on Decision and Control (CDC) , 2015
2015
Cited alongside, same era.
V. Mnih, K. Kavukcuoglu, D. Silver, A. A. Rusu, J. Veness, M. G. Bellemare, A. Graves, M. Riedmiller, A. K. Fidjeland, G. Ostrovski, S. Petersen, C. Beattie, A. Sadik, I. Antonoglou, H. King, D. Kumaran, D. Wierstra, S. Legg, and D. Hassabis, “Human-level control through deep reinforcement learning,” Nature , vol. 518, no. 7540, pp. 529–533, 2015
2015
Cited alongside, same era.
Later among the works it cites.
L. Li, Y. Lv, and F.-Y. Wang, “Traffic signal timing via deep reinforcement learning,” IEEE/CAA Journal of Automatica Sinica , vol. 3, no. 3, pp. 247– 254, July 2016
2016
Later among the works it cites.