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Jiayuan Liu

7 accepted papers

2026

Hysteresis-Aware Neural Network Modeling and Whole-Body Reinforcement Learning Control of Soft Robots

ICRA 2026poster

Soft robots are inherently compliant and safe, making them suitable for humaninteractive applications such as surgery. However, their nonlinear and hysteretic behavior poses significant challenges for accurate modeling and control. We present a soft robotic system and propose a hysteresis-aware whol…

2025

Hysteresis-Aware Neural Network Modeling and Whole-Body Reinforcement Learning Control of Soft Robots

RA-L 2025

Soft robots are inherently compliant and safe, making them suitable for human-interactive applications such as surgery. However, their nonlinear and hysteretic behavior, arising from the properties of soft materials, presents substantial challenges for accurate modeling and control. In this study, w

Cited by 2SourceScholar
2024

A Novel Robotic Bronchoscope with a Spring-Based Extensible Segment for Improving Steering Ability

ICRA 2024poster

Bronchoscopy, as an essential minimally invasive diagnostic and therapeutic modality, assumes a pivotal role in the early detection of lung cancer. However, the complex anatomy of the airway and the fixed length of the bronchoscope’s bending segment, along with its external propulsion property, pose…

Cited by 1SourceScholar
2024

Peristaltic Pump-Based Palm-Sized Multi-Mode Pressure Supply System for Soft Robots

RA-L 2024

Soft robots have garnered considerable interest in recent years in terms of structure and functionality, while commercially viable pressure supply systems with various pressure supply modes for soft robots remain slow to progress. Hence, in this work, a palm-sized multi-mode pressure supply system b

Cited by 2SourceScholar
2023

A Miniaturized Variable Stiffness Soft Manipulator With a Customizable LMPA Pattern

RA-L 2023

Safe human-robot interaction and excellent motion flexibility ensure a wide range of potential applications for soft robots in industry and medicine. Although many efforts have been made to empower soft robots with variable stiffness, solutions for miniaturization, wide-range, and rapid-response sti

Cited by 12SourceScholar
2023

Swashplateless-Elevon Actuation for a Dual-Rotor Tail-Sitter VTOL UAV

IROS 2023poster

In this paper, we propose a novel swashplateless-elevon actuation (SEA) for dual-rotor tail-sitter vertical takeoff and landing (VTOL) unmanned aerial vehicles (UAVs). In contrast to the conventional elevon actuation (CEA) which controls both pitch and yaw using elevons, the SEA adopts swash-platele…

Cited by 5SourceScholar
2022

Low-Rank Modular Reinforcement Learning via Muscle Synergy

NeurIPS 2022accept

Modular Reinforcement Learning (RL) decentralizes the control of multi-joint robots by learning policies for each actuator. Previous work on modular RL has proven its ability to control morphologically different agents with a shared actuator policy. However, with the increase in the Degree of Freedo…