Yuhong Huangis currently a doctoral student at Chair of Robotics, Artificial Intelligence and Real-time Systems, Department of Informatics, Technical University of Munich. He received his M.Eng degree in Integrated Circuit Engineering at National University of Defense Technology, China, in 2020, and his B.Eng degree in Software Engineering at Sun Yat-sen University, China, in 2017.
His research interests include autonomous control of mobile robot, machine learning (especially lerning in small simple).
Topic 1: Adaptive Locomotion of Mouse Robot
Mouse robot is a bionic robot with soft control. Different from the traditional 4-leg robot, its legs are controlled by rope drivers. An interesting is that there is a spine existing in the robot, it supports the robot move more like the biology (such as faster run and smoother turns).
Topic 1.1: CPG controller for Adaptive Locomotion of Mouse Robot
Topic 1.2: Parameters Self-adjust of CPG Controller via Reinforcement Learning
Topic 2: Swarm Intelligence for Group Navigation
In real life, humans always working in an environment with other people (avoid interference from others or collaborate with others). This is a great challenge to robot decisions. For example, in the obstacle avoidance of dense crowd navigation, the robot is required to predict the uncertain movement path of other people and avoid them. At the same, the robot needs to do the optimal decision to quickly arrive at the target.
Topic 2.1: Dense-Crowd Navigation via Reinforcement Learning
Topic 2.2: Control Method Based on Neighbor Reward for Robot Swarm
If you are interested in one of the topics, please feel free to contact me.
Bing, Zhenshan; Rohregger, Alex; Walter, Florian; Huang, Yuhong; Lucas, Peer; Morin, Fabrice O.; Huang, Kai; Knoll, Alois: Lateral flexion of a compliant spine improves motor performance in a bioinspired mouse robot. Science Robotics 8 (85), 2023, eadg7165 mehr…BibTeX
Huang, Yuhong and Bing, Zhenshan and Zhang, Zitao and Huang, Kai and Morin, Fabrice O and Knoll, Alois: Smooth Stride Length Change of Rat Robot with a Compliant Actuated Spine Based on CPG Controller. 2023 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), 2023 mehr…BibTeX
Zhuang, Genghang; Bing, Zhenshan; Yao, Xiangtong; Huang, Yuhong; Huang, Kai; Knoll, Alois: An Energy-Efficient Lane-Keeping System Using 3D LiDAR Based on Spiking Neural Network. 2023 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS 2023), 2023 mehr…BibTeX
Zhuang, Genghang; Bing, Zhenshan; Yao, Xiangtong; Huang, Yuhong; Huang, Kai; Knoll, Alois: Toward Intelligent Sensing: Optimizing Lidar Beam Distribution for Autonomous Driving. IEEE Transactions on Intelligent Transportation Systems 24 (8), 2023, 8386-8392 mehr…BibTeX
Huang, Yuhong; Bing, Zhenshan; Walter, Florian; Rohregger, Alex; Zhang, Zitao; Huang, Kai; Morin, Fabrice O.; Knoll, Alois: Enhanced Quadruped Locomotion of a Rat Robot Based on the Lateral Flexion of a Soft Actuated Spine. 2022 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS 2022), 2022 mehr…BibTeX
Zhuang, Genghang; Bing, Zhenshan; Huang, Yuhong; Huang, Kai; Knoll, Alois: A Biologically Inspired Simultaneous Localization and Mapping System Based on LiDAR Sensor. 2022 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS 2022), 2022 mehr…BibTeX
Cheng, Long; Huang Jianping; Liu, Linlin; Jian, Zhiyong; Huang, Yuhong; Huang, Kai: Offline Practising and Runtime Training Framework for Autonomous Motion Control of Snake Robots. 2020 IEEE International Conference on Robotics and Automation (ICRA), 2020 mehr…BibTeX
He, Yiyi; Li, Tiejun; Huang, Yuhong; Li, Shijie; others: Term Weight Algorithm Oriented Terms: Low Frequency Rather Than Little Occurrences. Procedia Computer Science 176, 2020, 838--847 mehr…BibTeX
Du, Linlin; Huang, Yuhong; Tang, Yuhua; Huang, Da: A Distributed Control Method Based on Neighbor Reward for Robot Swarm. Proceedings of the 2019 The 2nd International Conference on Robotics, Control and Automation Engineering, 2019 mehr…BibTeX
Huang, Yuhong; Mao, Xinjun; Liu, Wanwei; Yang, Shuo; Wang, Shuo: Toward a Clustering-Based Approach for Self-Adjusting Impact Factors in Robotic Control Model. IEEE Access 7, 2019, 127987--127998 mehr…BibTeX
Xiao, Shanshan; Bing, Zhenshan; Huang, Kai; Huang, Yuhong: Snake-like Robot Climbs Inside Different Pipes. 2017 IEEE International Conference on Robotics and Biomimetics, 2017 mehr…BibTeX
Xiao, Shanshan; Bing, Zhenshan; Huang, Kai; Huang, Yuhong: Snake-like robot climbs inside different pipes. 2017 IEEE International Conference on Robotics and Biomimetics (ROBIO), 2017 mehr…BibTeX