While the emerging self-driving vehicle technology is expected to improve both the safety and efficiency of transportation, such improvements are not guaranteed or even possible if behaviors of automated vehicles (AV) are not coordinated with other vehicles (automated or manually driven) on the road. The challenge of coordination is even greater when a large-scale network of vehicles and a mixed environment of manned and autonomous vehicles are considered.
Utilizing emerging vehicular communication technologies, it is possible to develop methods for the coordination of actions of a large-scale network of connected and automated vehicle (CAV) systems. This research aims to push the boundaries of coordinated operation of a large network of CAVs in a mixed environment of manned and automated vehicles, through the concept of perceptive stochastic coordination. This concept targets the mass platoon control problem by modeling vehicle movements and utilizing the models in a Stochastic Model Predictive Control (SMPC) setting. We explored the performance of the vehicle platoon with different information flow topologies, where vehicles receive information from multiple predecessors, in both ideal and non-ideal communication setups.
Predictive Model-based and Control-aware Communication Strategies For Cooperative Adaptive Cruise Control
Mahdi Razzaghpour, Rodolfo Valiente, Mahdi Zaman, Yaser P. Fallah
ACM/IEEE International Conference on Cyber-Physical Systems (ICCPS) 2023
Impact of Information Flow Topology on Safety of Tightly-coupled Connected and Automated Vehicle Platoons Utilizing Stochastic Control
Mahdi Razzaghpour, Sahand Mosharafian, Arash Raftari, Javad M. Velni, Yaser P. Fallah
2022 European Control Conference (ECC)
Finite State Markov Modeling of C-V2X Erasure Links For Performance and Stability Analysis of Platooning Applications
Mahdi Razzaghpour, Adwait Datar, Daniel Schneider, Mahdi Zaman, Herbert Werner, Hannes Frey, Javad M. Velni, Yaser P. Fallah
2022 IEEE International Systems Conference (SysCon)
Gaussian Process based Stochastic Model Predictive Control for Cooperative Adaptive Cruise Control
Sahand Mosharafian, Mahdi Razzaghpour, Yaser P. Fallah, Javad M. Velni
2021 IEEE Vehicular Networking Conference (VNC) (IEEE VNC 2021)
Impact of Communication Loss on MPC based Cooperative Adaptive Cruise Control and Platooning
Mahdi Razzaghpour, Shahriar Shahram, Rodolfo Valiente, Yaser P. Fallah
IEEE 94th Vehicular Technology Conference: VTC2021-Fall
Rodolfo Valiente, Rodolfo Valiente, Rodolfo Valiente, Rodolfo Valiente Romero