Model predictive control of bus platoons in a circular route considering dispatching, holding and boarding limits
Public transport forms the backbone of the city's operation. Proper planning and investment of public transport can create additional jobs to revitalize and recover cities from covid-19. In this paper, we propose a combined dispatching-operation bus model predictive control strategy, where a ro...
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sg-ntu-dr.10356-1670642023-05-19T15:39:56Z Model predictive control of bus platoons in a circular route considering dispatching, holding and boarding limits Zhang, Yi Zhao, Nanbin Su, Rong School of Electrical and Electronic Engineering 2022 IEEE 25th International Conference on Intelligent Transportation Systems (ITSC) Engineering::Electrical and electronic engineering Public Transport Systems Bus Operation Control Public transport forms the backbone of the city's operation. Proper planning and investment of public transport can create additional jobs to revitalize and recover cities from covid-19. In this paper, we propose a combined dispatching-operation bus model predictive control strategy, where a rolling horizon mechanism is adopted to control the bus system in a real-time manner. Either a bus platoon or a single bus is allowed to be dispatched in each trip, and bus re-dispatching is captured in the system to realistically reflect the real-world. Also, the additional bus initial constraints allow control to be applied at any time when buses are either driving on the road or loading at the stop. Model complexity is investigated by solving the optimization problem under various prediction horizons, number of buses and bus stops. Furthermore, the comparison experiment with a high-frequency fixed dispatching method is performed on the Singapore bus line 179A developed in SUMO simulator to illustrate the effectiveness of the proposed method. Agency for Science, Technology and Research (A*STAR) Submitted/Accepted version 2023-05-15T08:20:33Z 2023-05-15T08:20:33Z 2022 Conference Paper Zhang, Y., Zhao, N. & Su, R. (2022). Model predictive control of bus platoons in a circular route considering dispatching, holding and boarding limits. 2022 IEEE 25th International Conference on Intelligent Transportation Systems (ITSC), 298-303. https://dx.doi.org/10.1109/ITSC55140.2022.9922092 9781665468800 https://hdl.handle.net/10356/167064 10.1109/ITSC55140.2022.9922092 2-s2.0-85141849004 298 303 en © 2022 IEEE. Personal use of this material is permitted. Permission from IEEE must be obtained for all other uses, in any current or future media, including reprinting/republishing this material for advertising or promotional purposes, creating new collective works, for resale or redistribution to servers or lists, or reuse of any copyrighted component of this work in other works. The published version is available at: https://doi.org/10.1109/ITSC55140.2022.9922092. application/pdf |
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Engineering::Electrical and electronic engineering Public Transport Systems Bus Operation Control Zhang, Yi Zhao, Nanbin Su, Rong Model predictive control of bus platoons in a circular route considering dispatching, holding and boarding limits |
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Public transport forms the backbone of the city's operation. Proper planning and investment of public transport can create additional jobs to revitalize and recover cities from covid-19. In this paper, we propose a combined dispatching-operation bus model predictive control strategy, where a rolling horizon mechanism is adopted to control the bus system in a real-time manner. Either a bus platoon or a single bus is allowed to be dispatched in each trip, and bus re-dispatching is captured in the system to realistically reflect the real-world. Also, the additional bus initial constraints allow control to be applied at any time when buses are either driving on the road or loading at the stop. Model complexity is investigated by solving the optimization problem under various prediction horizons, number of buses and bus stops. Furthermore, the comparison experiment with a high-frequency fixed dispatching method is performed on the Singapore bus line 179A developed in SUMO simulator to illustrate the effectiveness of the proposed method. |
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School of Electrical and Electronic Engineering |
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School of Electrical and Electronic Engineering Zhang, Yi Zhao, Nanbin Su, Rong |
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Conference or Workshop Item |
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Zhang, Yi Zhao, Nanbin Su, Rong |
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Zhang, Yi |
title |
Model predictive control of bus platoons in a circular route considering dispatching, holding and boarding limits |
title_short |
Model predictive control of bus platoons in a circular route considering dispatching, holding and boarding limits |
title_full |
Model predictive control of bus platoons in a circular route considering dispatching, holding and boarding limits |
title_fullStr |
Model predictive control of bus platoons in a circular route considering dispatching, holding and boarding limits |
title_full_unstemmed |
Model predictive control of bus platoons in a circular route considering dispatching, holding and boarding limits |
title_sort |
model predictive control of bus platoons in a circular route considering dispatching, holding and boarding limits |
publishDate |
2023 |
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https://hdl.handle.net/10356/167064 |
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1772826415145680896 |