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Donghao Xu

3 accepted papers

2024

Speeding Up Path Planning via Reinforcement Learning in MCTS for Automated Parking

IROS 2024poster

In this paper, we address a method that integrates reinforcement learning into the Monte Carlo tree search to boost online path planning under fully observable environments for automated parking tasks. Sampling-based planning methods under high-dimensional space can be computationally expensive and…

Cited by 3SourceScholar
2020

Cross Scene Prediction via Modeling Dynamic Correlation using Latent Space Shared Auto-Encoders

IROS 2020poster

This work addresses on the following problem: given a set of unsynchronized history observations of two scenes that are correlative on their dynamic changes, the purpose is to learn a cross-scene predictor, so that with the observation of one scene, a robot can onlinely predict the dynamic state of…

Cited by 0SourceScholar
2017

Ego-centric traffic behavior understanding through multi-level vehicle trajectory analysis

ICRA 2017poster

This study proposes a multi-level trajectory analysis method for modeling traffic behavior from an ego-centric view, where on-road vehicle trajectories are collected based on the authors' previous studies of an on-board system consisting of multiple 2D lidar sensors. From an input set of trajectorie…

Cited by 6SourceScholar