Search Results for author: Kevin Osanlou

Found 7 papers, 0 papers with code

Optimal Solving of Constrained Path-Planning Problems with Graph Convolutional Networks and Optimized Tree Search

no code implementations2 Aug 2021 Kevin Osanlou, Andrei Bursuc, Christophe Guettier, Tristan Cazenave, Eric Jacopin

More specifically, a graph neural network is used to assist the branch and bound algorithm in handling constraints associated with a desired solution path.

Learning off-road maneuver plans for autonomous vehicles

no code implementations2 Aug 2021 Kevin Osanlou

The proposed framework achieves significant improvement on known benchmarks in this controllability type over the performance of state-of-the-art works in a related controllability type.

Autonomous Vehicles Scheduling

Constrained Shortest Path Search with Graph Convolutional Neural Networks

no code implementations2 Aug 2021 Kevin Osanlou, Christophe Guettier, Andrei Bursuc, Tristan Cazenave, Eric Jacopin

In this paper, we focus on shortest path search with mandatory nodes on a given connected graph.

Learning-based Preference Prediction for Constrained Multi-Criteria Path-Planning

no code implementations2 Aug 2021 Kevin Osanlou, Christophe Guettier, Andrei Bursuc, Tristan Cazenave, Eric Jacopin

The uncertain criterion represents the feasibility of driving through the path without requiring human intervention.

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