本人近年的主要研究兴趣是脑机接口与类脑智能相关的电生理机制、机器学习方法与创新范式、及在运动功能恢复等方面的应用研究。
一、代表性论文（#为共同第一作者，*为通讯作者）
a）脑机接口与类脑智能相关的电生理机制
1. Y Guo (硕士), H Zheng (硕士), J. Long*, "Gating at Cortical Level Contributes to Auditory-motor Synchronization during Repetitive Finger Tapping" Cerebral Cortex 2022.
2. H Wang (博士), H Zheng (硕士), H Wu, J. Long*, "Behavior-Dependent Corticocortical Contributions to Imagined Grasping: a BCI-triggered TMS study" IEEE Transactions on Neural Systems and Rehabilitation Engineering 2022.
3. X Zhang (博士), H Li, T Xie, Y Liu, J Chen, J. Long*, "Movement speed effects on beta-band oscillations in sensorimotor cortex during voluntary activity" Journal of Neurophysiology 124 (2), 352-359, 2020.
4. J. Long, T. Tazoe, D. Soteropoulos, and MA. Perez*, “Interhemispheric connectivity during bimanual isometric force generation,” Journal of Neurophysiology, 115 (3), 1196-1207, 2016.
b）机器学习方法与创新范式
1. J Zhang, H Wu, M Jiang, J Liu, Y Tang, J. Long*, "Group-preserving label-specific feature selection for multi-label learning" Expert Systems with Applications 213, 118861, 2023.
2. S Liu# (博士), J Zhang#, A Wang, H Wu, Q Zhao, J. Long*, "Subject adaptation convolutional neural network for EEG-based motor imagery classification," Journal of Neural Engineering 19 (6), 066003, 2022.
3. D Liu# (硕士), J Zhang#, H Wu, S Liu, J. Long*, "Multi-source transfer learning for EEG classification based on domain adversarial neural network," IEEE Transactions on Neural Systems and Rehabilitation Engineering 2022.
4. X Ye (硕士), J. Long*, "Real-Time Adjustment of Tracking Offsets Through a Brain-Computer Interface for Weight Perception in Virtual Reality," IEEE Transactions on Human-Machine Systems 52 (5), 855-866, 2022.
5. Q Cai (硕士), J Li, J. Long*, "Effect of Physical and Virtual Feedback on Reach-to-Grasp Movements in Virtual Environments," IEEE Transactions on Cognitive and Developmental Systems, 2021.
6. X Zhang (博士), Y Guo, B Gao, J. Long*, "Alpha frequency intervention by electrical stimulation to improve performance in mu-based bci," IEEE Transactions on Neural Systems and Rehabilitation Engineering 28, 1262-1270, 2020.
7. S Xiao (硕士), X Ye, Y Guo, B Gao, J. Long*, "Transfer of coordination skill to the unpracticed hand in immersive environments," 2020 IEEE Conference on Virtual Reality and 3D User Interfaces (VR), 258-265.
8. J. Long, T. Yu, Y. Li*, et al., “Target selection with hybrid feature for BCI-based 2-D cursor control,” IEEE Trans. on Biomedical Engineering. Vol. 59(1), pp.132-140, 2012.
9. J. Long, Y. Li*, et al., “A Hybrid Brain Computer Interface to Control the Direction and Speed of a Simulated or Real Wheelchair,” IEEE trans. on Neural Systems and Rehabilitation Engineering, vol. 20(5), pp. 720-729, 2012.
c）在运动功能恢复等方面的应用
1. J. Long*, L Shen, Q Cai, S Xiao, Z Chen*, "Novel Approach to Transfer of Coordination Skills to the Paretic Hand by Improving the Efficiency of Cortical Network," IEEE Transactions on Neural Systems and Rehabilitation Engineering 2022.
2. K Cha (硕士), J Wang, Y Li, L Shen, Z Chen, J. Long*, "A novel upper-limb tracking system in a virtual environment for stroke rehabilitation," Journal of neuroengineering and rehabilitation 18 (1), 1-13, 2021.
3. C Yang, J. Long*, et al., “Real-Time Myocontrol of a Human-Computer Interface by Paretic Muscles after Stroke,” IEEE Trans. on Cognitive and Developmental Systems, 2018.
4. J. Long#, P. Federico#, and MA. Perez*, “A Novel Cortical Target to Enhance Motor Output after Human Spinal Cord Injury,” Brain, 140 (6), 1619-1632，2017.
二 、已授权的国家发明专利
1. 一种基于运动想象与p300脑电电位的功能键选择方法，中国发明专利授权号，ZL2010509550.8。（第二作者）
2. 一种基于脑机接口鼠标控制的因特网浏览方法，中国发明专利号：ZL 201010509568.8。 （第三作者）
3. 一种脑机接口的二维光标控制方法及装置，中国发明专利号：ZL 201010509561.6 。（第三作者）
4. 一种多模态脑机接口的自动车控制方法，中国发明专利号：ZL 201010509561.6 。（第二作者）