22 citations · 29 across the 9 of their papers we have counts for
5 papers · 1 filter
Model Validity in Observers: When to Increase the Complexity of Your Model?
Agapius Bou Ghosn, Philip Polack, Arnaud de La Fortelle
Model validity is key to the accurate and safe behavior of autonomous vehicles. Using invalid vehicle models in the different plan and control vehicle frameworks puts the stability…
A Robust Hybrid Observer for Side-slip Angle Estimation
Agapius Bou Ghosn, Marcus Nolte, Philip Polack +1
For autonomous driving or advanced driving assistance, it is key to monitor the vehicle dynamics behavior. Accurate models of this behavior include acceleration, but also the side-…
The Hybrid Extended Bicycle: A Simple Model for High Dynamic Vehicle Trajectory Planning
Agapius Bou Ghosn, Philip Polack, Arnaud de La Fortelle
While highly automated driving relies most of the time on a smooth driving assumption, the possibility of a vehicle performing harsh maneuvers with high dynamic driving to face une…
Robust LSTM-based Vehicle Velocity Observer for Regular and Near-limits Applications
Agapius Bou Ghosn, Marcus Nolte, Philip Polack +2
Accurate velocity estimation is key to vehicle control. While the literature describes how model-based and learning-based observers are able to estimate a vehicle's velocity in nor…
Learning-based Observer Evaluated on the Kinematic Bicycle Model
Agapius Bou Ghosn, Philip Polack, Arnaud de La Fortelle
The knowledge of the states of a vehicle is a necessity to perform proper planning and control. These quantities are usually accessible through measurements. Control theory brings…