Suppressing shock waves on the A1 in The Netherlands - Model calibration and model-based predictive control


Reference:
A. Hegyi, D. Ngo Duy, B. De Schutter, J. Hellendoorn, S.P. Hoogendoorn, and S. Stramigioli, "Suppressing shock waves on the A1 in The Netherlands - Model calibration and model-based predictive control," Proceedings of the IEEE 6th International Conference on Intelligent Transportation Systems (ITSC'03), Shanghai, China, pp. 672-677, Oct. 2003.

Abstract:
We now apply the model predictive control (MPC) of speed limits that we have presented in previous publications - viz., "Shock wave elimination/reduction by optimal coordination of variable speed limits," (by P. Breton, A. Hegyi, B. De Schutter, and H. Hellendoorn, Proceedings of the IEEE 5th International Conference on Intelligent Transportation Systems (ITSC'02), Singapore, pp. 225-230, Sept. 2002); and "MPC-based optimal coordination of variable speed limits to suppress shock waves in freeway traffic," (by A. Hegyi, B. De Schutter, and J. Hellendoorn, Proceedings of the 2003 American Control Conference, Denver, Colorado, pp. 4083-4088, June 2003) - to a calibrated METANET model of a 19 km stretch of the real-world freeway A1 in The Netherlands. This freeway regularly suffers from shock waves originating mainly from on-ramps, and speed limits are now used to suppress these shock waves. First, we calibrate and validate the extended METANET model with data from the A1 freeway, and we use the Delft OD method to estimate the origin-destination patterns that are needed for the simulation of the destination oriented traffic. Next, we verify from data whether the necessary conditions for applying speed limits against shock waves are satisfied. We show that the MPC controller performs well even under the assumption that the traffic demand is not known on the on-ramps and is known for only a few kilometers upstream and downstream of the controlled stretch. This approach results in an improvement of the total time spent in the network with about 15%.


Downloads:
 * Corresponding technical report: pdf file (233 KB)
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Bibtex entry:

@inproceedings{HegNgo:03-001,
        author={A. Hegyi and D. {Ngo Duy} and B. {De Schutter} and J. Hellendoorn and S.P. Hoogendoorn and S. Stramigioli},
        title={Suppressing shock waves on the {A1} in {The} {Netherlands} -- {Model} calibration and model-based predictive control},
        booktitle={Proceedings of the IEEE 6th International Conference on Intelligent Transportation Systems (ITSC'03)},
        address={Shanghai, China},
        pages={672--677},
        month=oct,
        year={2003}
        }



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