On Distributed Optimal Control of Traffic Flows in Transportation Networks
(2018) IEEE Conference on Control Technology and Applications, CCTA 2018 p.903-908- Abstract
- We propose and analyze distributed computation algorithms for finite-horizon optimal control problems in transportation networks. We model traffic flow dynamics by the cell-transmission model and focus on two problems: system-optimum dynamic traffic assignment (where the routing is part of the optimization) and freeway network control (where the routing is exogenous and the optimization is confined to speed limits and ramp-metering controls). While these are non-convex problems, we focus on some recently proposed provably exact convex relaxations and apply Alternating Direction Method of Multipliers techniques. We present fully distributed iterative algorithms and implement them on some transportation network testbeds, testing their... (More)
- We propose and analyze distributed computation algorithms for finite-horizon optimal control problems in transportation networks. We model traffic flow dynamics by the cell-transmission model and focus on two problems: system-optimum dynamic traffic assignment (where the routing is part of the optimization) and freeway network control (where the routing is exogenous and the optimization is confined to speed limits and ramp-metering controls). While these are non-convex problems, we focus on some recently proposed provably exact convex relaxations and apply Alternating Direction Method of Multipliers techniques. We present fully distributed iterative algorithms and implement them on some transportation network testbeds, testing their convergence speed and accuracy. (Less)
Please use this url to cite or link to this publication:
https://lup.lub.lu.se/record/8fc8e173-3c20-4746-a81b-d93e3dcccebe
- author
- Rosdahl, Christian LU ; Nilsson, Gustav LU and Como, Giacomo LU
- organization
- publishing date
- 2018-08
- type
- Chapter in Book/Report/Conference proceeding
- publication status
- published
- subject
- keywords
- Routing, Transportation, Optimization, Heuristic algorithms, Vehicle dynamics, Optimal control, Traffic control
- host publication
- 2018 IEEE Conference on Control Technology and Applications (CCTA)
- pages
- 903 - 908
- conference name
- IEEE Conference on Control Technology and Applications, CCTA 2018
- conference location
- Copenhagen, Denmark
- conference dates
- 2018-08-21 - 2018-08-24
- external identifiers
-
- scopus:85056862028
- DOI
- 10.1109/CCTA.2018.8511601
- project
- Efficient Learning of Dynamical Systems
- Modeling and Control of Large Scale Transportation Networks
- language
- English
- LU publication?
- yes
- id
- 8fc8e173-3c20-4746-a81b-d93e3dcccebe
- date added to LUP
- 2018-10-30 10:39:45
- date last changed
- 2022-04-25 18:30:57
@inproceedings{8fc8e173-3c20-4746-a81b-d93e3dcccebe, abstract = {{We propose and analyze distributed computation algorithms for finite-horizon optimal control problems in transportation networks. We model traffic flow dynamics by the cell-transmission model and focus on two problems: system-optimum dynamic traffic assignment (where the routing is part of the optimization) and freeway network control (where the routing is exogenous and the optimization is confined to speed limits and ramp-metering controls). While these are non-convex problems, we focus on some recently proposed provably exact convex relaxations and apply Alternating Direction Method of Multipliers techniques. We present fully distributed iterative algorithms and implement them on some transportation network testbeds, testing their convergence speed and accuracy.}}, author = {{Rosdahl, Christian and Nilsson, Gustav and Como, Giacomo}}, booktitle = {{2018 IEEE Conference on Control Technology and Applications (CCTA)}}, keywords = {{Routing; Transportation; Optimization; Heuristic algorithms; Vehicle dynamics; Optimal control; Traffic control}}, language = {{eng}}, pages = {{903--908}}, title = {{On Distributed Optimal Control of Traffic Flows in Transportation Networks}}, url = {{https://lup.lub.lu.se/search/files/53557127/final_shorted.pdf}}, doi = {{10.1109/CCTA.2018.8511601}}, year = {{2018}}, }