代表文章 l2025年 [1] Dongjian Yang(我的学生), Xiaoyuan Li, Chuanmei Xi, Ye Sun, Gang Liu(通讯作者). "Memory-DD: A Low-Complexity Dendrite-Inspired Neuron for Temporal Prediction Tasks." arXiv. https://arxiv.org/abs/2512.04094 (2025，IEEE/CAA Journal of Automatica Sinica外审）（类脑算法+语音等时间序列识别工作） [2] Ye Sun(我的学生), Cuiming Zuo, Rui Zhang, Bin Shi, Yajing Pang, Lingyun Gao, Bowei Zhao, Jing Wang, Dezhong Yao, Gang Liu(通讯作者). "A Novel Brain-Computer Interface Architecture: The Brain-Muscle-Hand Interface for replicating the motor pathway." arXiv. https://arxiv.org/abs/2506.02013 (2025，Science Advances外审）（脑肌接口+在线系统工作） [3] Jiarui Xue(我的学生), Dongjian Yang, Ye Sun, Gang Liu(通讯作者). "Dendritic Convolution for Noise Image Recognition." arXiv. https://arxiv.org/abs/2511.18699 (2025，IEEE Transactions on Image Processing外审）（类脑算法+图像识别工作） [4] Ye Sun(我的学生), Bowei Zhao, Dezhong Yao, Rui Zhang, Bohan Zhang, Xiaoyuan Li, Jing Wang, Mingxuan Qu, Gang Liu(通讯作者). "Brain-Muscle Atlas: A novel framework for Motor Brain-Computer Interfaces." arXiv. https://arxiv.org/abs/2507.22895 (2025，Neural Networks外审）（脑肌接口+在线系统工作） [5] Gang Liu, Ye Sun, Zhenxiang Wang, Chuanmei Xi, Ziyang He, Shanshan Guo, Rui Zhang, Dezhong Yao. "A Continuous sEMG-Based Prosthetic Hand Control System Without Motion or Force Sensors." arXiv. https://arxiv.org/abs/2407.00014 (2025，IEEE Transactions on Cognitive and Developmental Systems外审）（肌电接口+在线系统工作） [6] Xiaoyuan Li, Xinru Xue(联合培养学生), Bohan Zhang, Ye Sun, Shoushuo Xi, Gang Liu(通讯作者). "System Filter-Based Common Components Modeling for Cross-Subject EEG Decoding." arXiv. https://arxiv.org/abs/2507.05268 (2025，Neural Networks外审）（系统分析算法+脑机接口工作） l2024年 [1] Zhu Jun-Yao, Zhi-Heng Zhang, Gang Liu(通讯作者), and Hong Wan. "Enhanced Hippocampus–Nidopallium Caudolaterale Interaction in Visual–Spatial Associative Learning of Pigeons." Animals 14, no. 3 (2024): 456.（生物脑+类脑计算工作） [2] Liu Gang, Jiaying Xu, Shanshan Zhao, Rui Zhang, Xiaoyuan Li, Shanshan Guo, and Yajing Pang. "Deep feature dendrite with weak mapping for small-sample hyperspectral image classification." International Journal of Machine Learning and Cybernetics (2024): 1-15.（类脑算法+目标识别工作） l2023年 [1] Zhu Jun-Yao, Meng-Meng Li, Zhi-Heng Zhang, Gang Liu(通讯作者), and Hong Wan. "Performance baseline of phase transfer entropy methods for detecting animal brain area interactions." Entropy 25, no. 7 (2023): 994.（生物脑+类脑计算工作） [2] Wang Weizhen, Bin Shi, Dong Wang, Jing Wang, and Gang Liu(通讯作者). "Enhanced lower-limb motor imagery by kinesthetic illusion." Frontiers in Neuroscience 17 (2023): 1077479.（脑机接口+医学神经康复工作） [3] Huang Shuman, Xiaoke Niu, Zhizhong Wang, Gang Liu(通讯作者), and Li Shi. "A Moving Target Detection Model Inspired by Spatio-Temporal Information Accumulation of Avian Tectal Neurons." Mathematics 11, no. 5 (2023): 1169.（生物脑+类脑计算工作） [4] Yin Shuai, Bin Shi, Gang Liu, Jing Wang, and Chunhong Zhao. "Electromagnetic Clutch-Based Ankle Exosuit for Assisting Stroke Survivors With Different Body Sizes." IEEE Robotics and Automation Letters 8, no. 8 (2023): 4847-4854.（康复机器人工作） l2022年 [1] Liu Gang, Yajing Pang, Shuai Yin, Xiaoke Niu, Jing Wang, and Hong Wan. "Dendrite Net with acceleration module for faster nonlinear mapping and system identification." Mathematics 10, no. 23 (2022): 4477.（类脑算法工作） [2] Zhang, Xu, Jiang Cheng, Gang Liu(通讯作者), Jun Tu, Qiao Wu, Chunhui Liao, Sheng Feng, and Xiaochun Song. "Circumferential shear horizontal guided wave crack inspection of 3PE-coated pipes based on a CNN." Journal of Nondestructive Evaluation 41, no. 2 (2022): 42.（机器学习+故障诊断工作） [3] Liu Gang, and Jing Wang. "Dendrite net: A white-box module for classification, regression, and system identification." IEEE Transactions on Cybernetics 52, no. 12 (2022): 13774-13787.（类脑智能算法工作） [4] Liu Gang, and Jing Wang. "EEGG: An analytic brain-computer interface algorithm." IEEE Transactions on Neural Systems and Rehabilitation Engineering 30 (2022): 643-655. （类脑智能算法+信号处理+脑机接口工作） [5] Liu Gang, and Jing Wang. "A relation spectrum inheriting Taylor series: Muscle synergy and coupling for hand." Frontiers of Information Technology & Electronic Engineering 23, no. 1 (2022): 145-157.（类脑算法+肌电接口工作） l2021年和2020年 [1] Liu Gang, Lu Wang, and Jing Wang. "A novel energy-motion model for continuous sEMG decoding: from muscle energy to motor pattern." Journal of Neural Engineering 18, no. 1 (2021): 016019.（肌电接口+机械假手工作） [2] Liu Gang, It may be time to improve the neuron of artificial neural network. IEEE TechRxiv (2020). doi:10.36227/techrxiv.12477266（类脑智能算法设计工作） [3] Wu Qiong, Zan Yue, Yunxiang Ge, Di Ma, Hang Yin, Hongliang Zhao, Gang Liu, Jing Wang, Weibei Dou, and Yu Pan. "Brain functional networks study of subacute stroke patients with upper limb dysfunction after comprehensive rehabilitation including BCI training." Frontiers in neurology 10 (2020): 1419.（脑机接口+医学临床实验合作工作） |
代表专利 l以下发明专利已授权，成果转化至深圳睿瀚医疗科技有限公司（乐普医疗子公司，股票代码：300003，市值：360余亿元，医疗器械龙头企业） [1] 一种基于眼动及脑电信息的大型游戏场景康复系统及方法.发明专利, 授权号：CN201810925012.3 [2] 一种多反馈模态的主动加强式训练系统及其操作方法.发明专利, 授权号：CN201810866852.7 [3]一种健侧患侧协同的主动下肢训练系统及其操作方法. 发明专利, 授权号：CN201810866264.3 [4] 一种基于运动信息与肌电交互的康复训练评测方法及系统.发明专利, 授权号：CN201810339958.1 [5] 一种脑卒中患者复健 FES 信号精确定位方法.发明专利, 授权号： CN201910079234.2 l申请专利 [1] 刘刚,尧德中.脑-器械交互和脑-器官交互模型的迭代方法及相关装置. 中国发明专利，申请(专利)号：2023111035696, 公开公告日：2023-12-01. [2] 刘刚,尧德中.基于振动动觉的外骨骼装置及其工作方法. 中国发明专利，申请(专利)号：2023111632076, 公开公告日：2023-11-24. [3] 刘刚,尧德中,徐佳颖,庞雅静.一种运动神经通路建模与分析方法及相关装置. 中国发明专利，申请(专利)号：CN202311103582.1, 公开公告日：2023-12-01. [4] 刘刚,尧德中,庞雅静,徐佳颖,张锐.基于共性特征的运动神经通路模型重构方法及相关装置. 中国发明专利，申请(专利)号：202311103576.6, 公开公告日：2023-12-01. [5] 刘刚,尧德中,庞雅静,徐佳颖,李晓媛,张锐.分级校准肌肉激活信号的神经通路模型构建方法及相关装置. 中国发明专利，申请(专利)号：202311103561.X, 公开公告日：2023-12-01. |
