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A Real-Time Robust Ecological-Adaptive Cruise Control Strategy for Battery Electric Vehicles

Sheng Yu, Xiao Pan, Anastasis Georgiou, Boli Chen, Imad M. Jaimoukha, Simos A. Evangelou

2023IEEE Transactions on Transportation Electrification11 citationsDOIOpen Access PDF

Abstract

This work addresses the ecological-adaptive cruise control problem for connected electric vehicles by a computationally efficient robust control strategy. The problem is formulated in the space-domain with a realistic description of the nonlinear electric powertrain model and motion dynamics to yield a convex optimal control problem (OCP). The OCP is solved by a novel robust model predictive control (RMPC) method handling various disturbances due to modelling mismatch and inaccurate leading vehicle information. The RMPC problem is solved by semi-definite programming relaxation and single linear matrix inequality (sLMI) techniques for further enhanced computational efficiency. The performance of the proposed real-time robust ecological-adaptive cruise control (REACC) method is evaluated using an experimentally collected driving cycle. Its robustness is verified by comparison with a nominal MPC which is shown to result in speed-limit constraint violations. The energy economy of the proposed method outperforms a state-of-the-art time-domain RMPC scheme, as a more precisely fitted convex powertrain model can be integrated into the space-domain scheme. The additional comparison with a traditional constant distance following strategy (CDFS) further verifies the effectiveness of the proposed REACC. Finally, it is verified that the REACC can be potentially implemented in real-time owing to the sLMI and resulting convex algorithm.

Topics & Concepts

Cruise controlControl theory (sociology)PowertrainModel predictive controlRobustness (evolution)Computer scienceMathematical optimizationConvex optimizationElectric vehicleLinear matrix inequalityMathematicsRegular polygonControl (management)TorqueArtificial intelligenceChemistryPhysicsGeometryPower (physics)GeneThermodynamicsQuantum mechanicsBiochemistryElectric and Hybrid Vehicle TechnologiesElectric Vehicles and InfrastructureTraffic control and management
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