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Guangjun Liu

8 accepted papers

2023

Learning-Based End-to-End Navigation for Planetary Rovers Considering Non-Geometric Hazards

RA-L 2023

Autonomous navigation plays an increasingly crucial role in rover-based planetary missions. End-to-end navigation approaches developed upon deep reinforcement learning have enabled great adaptability in complex environments. However, most existing works focus on geometric obstacle avoidance thus hav

Cited by 12SourceScholar
2022

Contact Sequence Planning for Hexapod Robots in Sparse Foothold Environment Based on Monte-Carlo Tree

RA-L 2022

Legged robots can pass through complex field environments by selecting gaits and discrete footholds carefully. Conventional methods plan gaits and footholds separately and treat them as a single-step optimal process. However, such approaches cause poor passability in sparse foothold environments. Th

Cited by 22SourceScholar
2022

Pressing and Rubbing: Physics-Informed Features Facilitate Haptic Terrain Classification for Legged Robots

RA-L 2022

Non-geometric hazards like sinkage and slipping, correlated to terrain categories, have an apparent effect on the locomotion of legged robots. Tactile-based terrain classification is a more accurate way to distinguish terrains in different properties than the vision, but selecting representative fea

Cited by 25SourceScholar
2022

Velocity Following Control of a Pseudo-Driven Wheel for Reducing Internal Forces Between Wheels

RA-L 2022

The coordination of multiple driving wheels is an important issue in wheeled mobile robot design, for both maximizing tractive capability and optimizing energy consumption. This study converts a driving wheel into a pseudo-driven wheel (PDW), which is controlled to follow the motion of the robot bod

Cited by 9SourceScholar
2021

Simplified Sensorless Torque Estimation Method for Harmonic Drive Based Electro-Mechanical Actuator

RA-L 2021

Torque measurements can significantly enhance control and monitoring loops for many mechatronic and aerospace applications. A typical challenge is to justify incorporating a torque sensor in terms of cost, system complexity, and reliability. Recently, sensorless torque estimation methods have been d

Cited by 25SourceScholar
2018

Grasp a Moving Target from the Air: System & Control of an Aerial Manipulator

ICRA 2018poster

Grasping a moving target has been investigated extensively for fixed-base manipulator. However, such a task becomes much more challenging when the manipulator is free flying in the air with an UAV. Towards moving target grasping, this paper presents an aerial manipulator system composed of a hex-rot…

Cited by 85SourceScholar
2015

A novel underactuated robotic finger for withstanding impacts of non-cooperative object capture

ICRA 2015poster

An underactuated robotic finger is proposed and studied for capturing non-cooperative objects, featuring an underactuated rigid-mechanism that can brake residual motion of non-cooperative targets. The finger consists of three joints driven by two actuators, and a set of one-input-two-output planetar…

Cited by 5SourceScholar
2015

An user-independent gesture recognition method based on sEMG decomposition

IROS 2015poster

sEMG recognition has been used extensively in prosthetic device control, human-assisting manipulators and sign language recognition, etc. However, the sEMG recognition model, trained with one subject's sEMG data, is not applicable to the other subjects, which hinders the practical application of myo…

Cited by 20SourceScholar