A model predictive perimeter control with real-time partitions

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dc.contributor.authorJiang S
dc.contributor.authorNgoduy D
dc.contributor.authorKEYVAN-EKBATANI, MEHDI
dc.date.accessioned2021-09-09T23:47:23Z
dc.date.available2021-09-09T23:47:23Z
dc.date.issued2021en
dc.date.updated2021-07-16T05:45:52Z
dc.description.abstractPrevious studies through simulation and empirical data have shown that a Network Macroscopic Fundamental Diagram (NMFD) exists and can be used for designing network optimal perimeter control strategies. These control strategies rely on well defined NMFDs, which highly depend on the homogeneity of the traffic condition in the network. However, it is known that traffic dynamics change drastically during the day in different zones in a large-scale network, and different control strategies might lead to heterogeneous traffic distribution across the urban network. One potential direction is re-partitioning the network to maintain the well defined NMFDs. However, re-partitioning the network changes each sub network’s size, such that it makes the well-defined NMFDs unpredictable. This paper provides a model predictive controlbased optimization approach for perimeter control using real-time partitioning to avoid this problem and utilize re-partitioning techniques. Results show that the proposed method can be used in a heterogeneous network to improve control performance by redistributing accumulations via re-partitioning over time. Our results, which are compared to no control and the traditional model predictive control, yield that the proposed method is superior to the others.en
dc.identifier.citationJiang S, Keyvan-Ekbatani M, Ngoduy D (2021). A model predictive perimeter control with real-time partitions. The 16th IFAC Symposium on Control in Transportation Systems (CTS 2021). 08/06/2021-10/06/2021.en
dc.identifier.urihttps://hdl.handle.net/10092/102430
dc.language.isoen
dc.rightsAll rights reserved unless otherwise stateden
dc.rights.urihttp://hdl.handle.net/10092/17651en
dc.subjectperimeter controlen
dc.subjectmacroscopic fundamental diagramen
dc.subjectnetwork fundamental diagramen
dc.subjectnetwork partitioningen
dc.subjectmodel predictive controlen
dc.subject.anzsrcFields of Research::40 - Engineering::4005 - Civil engineering::400512 - Transport engineeringen
dc.titleA model predictive perimeter control with real-time partitionsen
dc.typeConference Contributions - Publisheden
uc.collegeFaculty of Engineering
uc.departmentCivil and Natural Resources Engineering
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