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cs.RO20231 cited

Simulation-to-reality UAV Fault Diagnosis in windy environments

Wei Zhang, Junjie Tong, Fang Liao +1

Monitoring propeller failures is vital to maintain the safe and reliable operation of quadrotor UAVs. The simulation-to-reality UAV fault diagnosis technique offer a secure and eco…

cs.RO20234 cited

Simulation-to-reality UAV Fault Diagnosis with Deep Learning

Wei Zhang, Junjie Tong, Fang Liao +1

Accurate diagnosis of propeller faults is crucial for ensuring the safe and efficient operation of quadrotors. Training a fault classifier using simulated data and deploying it on…

cs.RO2023

DDCNN: A Promising Tool for Simulation-To-Reality UAV Fault Diagnosis

Wei Zhang, Shanze Wang, Junjie Tong +3

Identifying the fault in propellers is important to keep quadrotors operating safely and efficiently. The simulation-to-reality (sim-to-real) UAV fault diagnosis methods provide a…

cs.RO2020

Learn to Navigate Maplessly with Varied LiDAR Configurations: A Support Point-Based Approach

Wei Zhang, Ning Liu, Yunfeng Zhang

Deep reinforcement learning (DRL) demonstrates great potential in mapless navigation domain. However, such a navigation model is normally restricted to a fixed configuration of the…

cs.RO2018

Danger-aware Adaptive Composition of DRL Agents for Self-navigation

Wei Zhang, Yunfeng Zhang, Ning Liu

Self-navigation, referred as the capability of automatically reaching the goal while avoiding collisions with obstacles, is a fundamental skill required for mobile robots. Recently…