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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Main Authors: Zhang, Yi, Zhao, Nanbin, Su, Rong
Other Authors: School of Electrical and Electronic Engineering
Format: Conference or Workshop Item
Language:English
Published: 2023
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Online Access:https://hdl.handle.net/10356/167064
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Institution: Nanyang Technological University
Language: English
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spelling 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
institution Nanyang Technological University
building NTU Library
continent Asia
country Singapore
Singapore
content_provider NTU Library
collection DR-NTU
language English
topic Engineering::Electrical and electronic engineering
Public Transport Systems
Bus Operation Control
spellingShingle 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
description 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.
author2 School of Electrical and Electronic Engineering
author_facet School of Electrical and Electronic Engineering
Zhang, Yi
Zhao, Nanbin
Su, Rong
format Conference or Workshop Item
author Zhang, Yi
Zhao, Nanbin
Su, Rong
author_sort 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
url https://hdl.handle.net/10356/167064
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