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eess.SY2025
Reachability-Based Contingency Planning against Multi-Modal Predictions with Branch MPC
Mohamed-Khalil Bouzidi, Bojan Derajic, Daniel Goehring +1
This paper presents a novel contingency planning framework that integrates learning-based multi-modal predictions of traffic participants into Branch Model Predictive Control (MPC)…
eess.SY2023
Learning-Aided Warmstart of Model Predictive Control in Uncertain Fast-Changing Traffic
Mohamed-Khalil Bouzidi, Yue Yao, Daniel Goehring +1
Model Predictive Control lacks the ability to escape local minima in nonconvex problems. Furthermore, in fast-changing, uncertain environments, the conventional warmstart, using th…