Efficient model predictive control for variable speed limits by optimizing parameterized control schemes


Reference:
G.S. van de Weg, A. Hegyi, S.P. Hoogendoorn, and B. De Schutter, "Efficient model predictive control for variable speed limits by optimizing parameterized control schemes," Proceedings of the 2015 IEEE 18th International Conference on Intelligent Transportation Systems, Las Palmas de Gran Canaria, Spain, pp. 1137-1142, Sept. 2015.

Abstract:
This paper proposes an efficient model predictive control strategy that is based on the parameterization of a variable speed limit control scheme. Due to the parameterization, the solution spaces reduces, which leads to an improved computation time. The parameterized control scheme consists of a speed-limited area in which a constant speed limit is imposed. By changing the position of the head and tail of this speed-limited area over time it is possible to change the density and flow in and downstream of this area. The controller optimizes the location of the head and tail of this area over time in such a way that the flow into a bottleneck or jam wave is changed such that congestion can be prevented or resolved. An advantage of this approach is that the complexity of the optimization problem does not increase with an increase in the number of variable speed limit gantries. The controller is tested using a second-order macroscopic traffic flow model. It is shown that the controller improves the total time spent by all the vehicles in the network with 3.7% compared to the no-control situation. This improvement is realized by resolving a jam wave. It is also shown that the controller can achieve a better performance than other model predictive control strategies, when using the same amount of computation time.


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Bibtex entry:

@inproceedings{vanHeg:15-028,
        author={G.S. van de Weg and A. Hegyi and S.P. Hoogendoorn and B. {D}e Schutter},
        title={Efficient model predictive control for variable speed limits by optimizing parameterized control schemes},
        booktitle={Proceedings of the 2015 IEEE 18th International Conference on Intelligent Transportation Systems},
        address={Las Palmas de Gran Canaria, Spain},
        pages={1137--1142},
        month=sep,
        year={2015},
        doi={10.1109/ITSC.2015.188}
        }



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