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Data-Driven Distributed Vehicle Platoon Control for Heterogeneous Nonlinear Vehicle Systems

Yongsheng Ma, Wei‐Wei Che, Chao Deng, Zheng‐Guang Wu

2023IEEE Transactions on Intelligent Transportation Systems41 citationsDOI

Abstract

This article studies the data-driven distributed vehicle platoon control problem for heterogeneous nonlinear vehicle systems. The heterogeneous nonlinear vehicle systems are first transformed into the linear data model with the increment form. Then, a novel data-driven distributed cooperative controller is devised to accomplish the vehicle platoon control objective, where the stability analysis problem is converted into the feasibility problem with the help of the linear matrix inequality technique. The main advantage of the devised control algorithm is that it only utilizes the position and speed information of neighboring vehicles and does not require any pre-training process. Finally, simulation is given to demonstrate the devised control algorithm with comparisons.

Topics & Concepts

PlatoonNonlinear systemController (irrigation)Control theory (sociology)Control engineeringPosition (finance)Computer scienceVehicle dynamicsProcess (computing)EngineeringStability (learning theory)Control (management)Artificial intelligenceAutomotive engineeringOperating systemEconomicsQuantum mechanicsFinanceAgronomyPhysicsMachine learningBiologyTraffic control and managementVehicle Dynamics and Control SystemsTraffic Prediction and Management Techniques
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