2026
article
OpenAlex
Delei Fang, Fangyuan Ren, Hao Wen, Zhenyu Yan et autres
To address the time-varying output force and compliance issues in pneumatic artificial muscle-driven robots, this paper proposes a bionic ankle joint inspired by human muscle structure. By recruiting multiple pneumatic artificial muscles and implementing compliance control, the overall output performance is enhanced. …
cn, gb
(code pays fourni par la source)
2025
conference-paper
OpenAlex
Fangyuan Ren, Jiayi Xu, Z. Zheng, Qiubo Zhong et autres
Vision-Language Models (VLMs) have emerged as a cornerstone in the development of intelligent embodied robots, enabling robots to understand and interact with the world through both visual and linguistic modalities. While pre-trained VLMs possess rich general knowledge, fine-tuning them on task-specific robotic …
cn, hk
(code pays fourni par la source)
Accès ouvert
2025
article
OpenAlex
Jiahong Xu, Zhiwei Zheng, Fangyuan Ren
In reinforcement learning (RL), reward function design is critical to the learning efficiency and final performance of agents. However, in complex tasks such as humanoid motion tracking, traditional static weighted reward functions struggle to adapt to shifting learning priorities across training stages, …
cn
(code pays fourni par la source)
Accès ouvert
2025
preprint
OpenAlex
Jiashuo Xu, Jun Li, Fangyuan Ren, Zhiling Sun et autres
cn
(code pays fourni par la source)
2025
article
OpenAlex
Delei Fang, Fangyuan Ren, Hao Wen, Zhenyu Yan et autres
Accès ouvert
2024
article
OpenAlex
Delei Fang, Fangyuan Ren, Jianwei Wang, Pan Li et autres
The traditional pneumatic muscle robot joint has weak load capacity and low control precision. This paper proposes a bionic robotic ankle driven by multiple pneumatic muscle actuators. The structural design of the bionic robotic ankle and the drive mechanism that imitates human …
cn
(code pays fourni par la source)