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A Decentralized Time- and Energy-Optimal Control Framework for Connected Automated Vehicles: From Simulation to Field Test
Technical Paper
2020-01-0579
ISSN: 0148-7191, e-ISSN: 2688-3627
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English
Abstract
The implementation of connected and automated vehicle (CAV) technologies enables a novel computational framework for real-time control aimed at optimizing energy consumption with associated benefits. In this paper, we implement an optimal control framework, developed previously, in an Audi A3 etron plug-in hybrid electric vehicle, and demonstrate that we can improve the vehicle’s efficiency and travel time in a corridor including an on-ramp merging, a speed reduction zone, and a roundabout. Our exposition includes the development, integration, implementation and validation of the proposed framework in (1) simulation, (2) hardware-in-the-loop (HIL) testing, (3) connectivity enabled virtual reality based bench-test, and (4) field test in Mcity. We show that by adopting such inexpensive, yet effective process, we can efficiently integrate and test the control framework, establish proper connectivity and data transmission between different modules of the system, and reduce uncertainty. We evaluate the performance and effectiveness of the control framework and observe significant improvement in terms of energy and travel time compared to the baseline scenario.
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Mahbub, A., Karri, V., Parikh, D., Jade, S. et al., "A Decentralized Time- and Energy-Optimal Control Framework for Connected Automated Vehicles: From Simulation to Field Test," SAE Technical Paper 2020-01-0579, 2020, https://doi.org/10.4271/2020-01-0579.Data Sets - Support Documents
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References
- Schrank , B. , Eisele , B. , Lomax , T. , and Bak , J. 2015
- Rios-Torres , J. and Malikopoulos , A.A. A Survey on Coordination of Connected and Automated Vehicles at Intersections and Merging at Highway On-Ramps IEEE Transactions on Intelligent Transportation Systems 18 5 1066 1077 2017
- Rios-Torres , J. and Malikopoulos , A.A. Automated and Cooperative Vehicle Merging at Highway On-Ramps IEEE Transactions on Intelligent Transportation Systems 18 4 780 789 2017
- Ntousakis , I.A. , Nikolos , I.K. , and Papageorgiou , M. Optimal Vehicle Trajectory Planning in the Context of Cooperative Merging on Highways Transportation Research Part C: Emerging Technologies 71 464 488 2016
- Malikopoulos , A.A. , Cassandras , C.G. , and Zhang , Y.J. A Decentralized Energy-Optimal Control Framework for Connected Automated Vehicles at Signal-Free Intersections Automatica 93 244 256 2018
- Mahbub , A.M.I. , Zhao , L. , Assanis , D. , and Malikopoulos , A.A. Energy-Optimal Coordination of Connected and Automated Vehicles at Multiple Intersections Proceedings of 2019 American Control Conference 2019 2664 2669
- Zhao , L. , Malikopoulos , A.A. , and Rios-Torres , J. Optimal Control of Connected and Automated Vehicles at Roundabouts: An Investigation in a Mixed-Traffic Environment 15th IFAC Symposium on Control in Transportation Systems 2018 73 78
- Malikopoulos , A.A. , Hong , S. , Park , B. , Lee , J. , and Ryu , S. Optimal Control for Speed Harmonization of Automated Vehicles IEEE Transactions on Intelligent Transportation Systems 20 7 2405 2417 2018
- Zhao , L. and Malikopoulos , A.A. Decentralized Optimal Control of Connected and Automated Vehicles in a Corridor 2018 21st International Conference on Intelligent Transportation Systems (ITSC) 1252 1257 Nov 2018
- Mahbub , A.M.I. and Malikopoulos , A.A. Conditions for State and Control Constraint Activation in Coordination of Connected and Automated Vehicles Proceedings of 2020 American Control Conference 2020
- Beaver , L.E. , Chalaki , B. , Mahbub , A.M.I. , Zhao , L. , Zayas , R. , and Malikopoulos , A.A. Demonstration of a Time-Efficient Mobility System Using a scaled smart city Vehicle System Dynamics 2019
- Singhvi , A. and Russel , K. Inside the Self-Driving Tesla Fatal Accident The New York Times 2016
- Fagnant , D.J. and Kockelman , K. Preparing a Nation for Autonomous Vehicles: Opportunities, Barriers and Policy Recommendations Transportation Research Part A: Policy and Practice 77 167 181 2015
- Zulkefli , M.A.M. , Mukherjee , P. , Sun , Z. , Zheng , J. et al. Hardware-in-the-Loop Testbed for Evaluating Connected Vehicle Applications Transportation Research Part C: Emerging Technologies 78 50 62 2017
- Sunkari , S. A Platform for Change: Tti Provides fhwa a New Way to Test cv/av Technologies Texas Transportation Researcher 52 12 13 2016
- Wang , F.Y. Parallel Control and Management for Intelligent Transportation Systems: Concepts, Architectures, and Applications IEEE Transaction on Intelligent Transportation System 11 3 630 638 2010
- Li , L. , Huang , W.L. , Liu , Y. , Zheng , N.N. , and Wang , F.Y. Intelligence Testing for Autonomous Vehicles: A New Approach IEEE Transactions on Intelligent Vehicles 1 2 158 166 2016
- Li , L. and Wen , D. Parallel Systems for Traffic Control: A Rethinking IEEE Transaction on Intelligent Transportation System 17 4 1179 1182 2016
- Feng , Y. and Liu , H. 2019
- Bryson , A.E. and Ho , Y.C. Applied Optimal Control: Optimization, Estimation and Control CRC Press 1975
- Zhao , L. , Mahbub , A.M.I. , and Malikopoulos , A.A. Optimal Vehicle Dynamics and Powertrain Control for Connected and Automated Vehicles Proceedings of 2019 IEEE Conference on Control Technology and Applications 33 38 2019
- Wiedemann , R. 1974
- Malikopoulos , A.A. , Filipi , Z. , and Assanis , D.N. Simulation of an Integrated Starter Alternator (ISA) System for the HMMWV SAE Technical Paper 2006-01-0442 2006 https://doi.org/10.4271/2006-01-0442
- P. Group et al. 2014
- SAE Standard J2735-200911
- Malikopoulos , A.A. , Assanis , D.N. , and Papalambros , P.Y. Optimal Engine Calibration for Individual Driving Styles SAE Congress 2008