科研成果

  1）期刊论文

  1. Li, L., Bai, H., Wu, L. Liu T*. Non-invasive Modulation of Deep Brain Nuclei by Temporal Interference Stimulation. Neurosci. Bull. (2025).
  2. Y. Chen et al., T Liu*. "Locomotion Modes Recognition Driven by Time-Variant Muscle Synergy Feature," in IEEE Transactions on Instrumentation and Measurement, vol. 74, pp. 1-9, 2025.
  3. Fan L, …., Liu T*, Wang J*. The alterations of repetitive transcranial magnetic stimulation on the energy landscape of resting-state networks differ across the human cortex. Hum Brain Mapp. 2024 Oct 15;45(15):e70029.
  4. Shuang Bai, Lin Ye, Leyao Liu, Tuanjie Liang, Chi Qin, Jingyu Bu, Guanzheng Gao, Tian Liu*. Emergency triage based on deep ensemble learning and ICU physiological time series. Biomedical Signal Processing and Control, 96, Part A, 2024.
  5. Liang, T., Sun, N., Wang, Q., Bu, J., Li, L., Chen, Y., Cao, M., Ma, J*., & Liu, T*. sEMG-Based End-to-End Continues Prediction of Human Knee Joint Angles Using the Tightly Coupled Convolutional Transformer Model. IEEE Journal of Biomedical and Health Informatics, 27, 5272-5280, 2023. （封面文章）
  6. Guo J, Li L, Zheng Y, Quratul A, Liu T*, Wang J*. Effect of Visual Feedback on Behavioral Control and Functional Activity During Bilateral Hand Movement. Brain Topogr, 36(4):517-534, 2023.7. 
  7. Fan L, Li Y, Huang ZG, Zhang W, Wu X, Liu T*, Wang J*. Low-frequency repetitive transcranial magnetic stimulation alters the individual functional dynamical landscape. Cereb Cortex, 33(16):9583-9598, 2023.8. 
  8. Li L, Zhang Y, Fan L, Zhao J, Guo J, Li C, Wang J*, Liu T*. Activation of the brain during motor imagination task with auditory stimulation. Front Neurosci, 17:11306852023, 2023 Mar 15. 
  9. Wu L, Zhang W, Li S, Li Y, Yuan Y, Huang L, Cao T, Fan L, Chen J, Wang J, Liu T*, Wang J*. Transcranial Alternating Current Stimulation Improves Memory Function in Alzheimer's Mice by Ameliorating Abnormal Gamma Oscillation. IEEE Trans Neural Syst Rehabil Eng, 31:2060-2068, 2023. 
  10. Li M, Li D, Bu J, Zhang X, Liu Y, Wang H, Song K, Liu T* . Examining the factors influencing postpartum musculoskeletal pain: a thorough analysis of risk factors and pain assessment indices. European Spine Journal : Official Publication of the European Spine Society, the European Spinal Deformity Society, and the European Section of the Cervical Spine Research Society. 2023 Dec. DOI: 10.1007/s00586-023-08008-5. PMID: 38038760.
  11. Qurat-Ul-Ain, Ahmad Z, Ilyas S, Ishtiaq S, Tariq I, Nawaz Malik A, Liu T, Wang J. Comparison of a single session of tDCS on cerebellum vs. motor cortex in stroke patients: a randomized sham-controlled trial. Ann Med. 2023;55(2):2252439. doi: 10.1080/07853890.2023.2252439. Epub 2023 Dec 15. PMID: 38100750; PMCID: PMC10732189.
  12. Guo Jing, Liu Tian*, Wang Jue*. Effects of auditory feedback on fine motor output and corticomuscular coherence during a unilateral finger pinch task. Frontiers in Neuroscience, 16, 2022.
  13. Liming Fan, Chenxi Li, Zi-gang Huang, Jie Zhao, Xiaofeng Wu, Tian Liu, Youjun Li*, Jue Wang*. The longitudinal neural dynamics changes of whole brain connectome during natural recovery from poststroke aphasia. NeuroImage: Clinical, 103190, 2022
  14. Wu Linyan, Cao Tiantian, Li Sinan, Yuan Ye, Zhang Wenlong, Huang Liang, Cai Chujie, Fan Liming, Li Long, Wang Jingyun, Liu Tian*, Wang Jue*. Long-term gamma transcranial alternating current stimulation improves the memory function of mice with Alzheimer’s disease. Frontiers in Aging Neuroscience, 14, 2022.
  16. Sun N, Cao M, Chen Y, Chen Y, Wang J, Wang Q, Chen X, Liu T*. Continuous Estimation of Human Knee Joint Angles by Fusing Kinematic and Myoelectric Signals. IEEE Transactions on Neural Systems and Rehabilitation Engineering,30:2446-2455,2022.
  17. Qin C, Zhu X, Ye L, Peng L, Li L, Wang J, Ma J, Liu T*. Autism detection based on multiple time scale model. J Neural Eng. 2022 Sep 6;19(5).
  18. Zhu X, Wang J, Wu S, Liu T, Lin G, Shang B, Ma J, Lu W, Zhang F, Li J*, Wang J*. Biological Application of Novel Biodegradable Cellulose Composite as a Hemostatic Material. Mediators Inflamm. 2022 Aug 10;2022:4083477.
  19. Li L, Zhang Y, Huang L, Zhao J, Wang J*, Liu T*. Robot Assisted Treatment of Hand Functional Rehabilitation Based on Visual Motor Imagination. Front Aging Neurosci. 2022 Apr 8;14:870871.
  20. Fangmei He, Yuchen Zhang, Xiaofeng Wu, Youjun Li, Jie Zhao, Peng Fang, Liming Fan, Chenxi Li, Tian Liu*, Jue Wang*. Early Microstructure Changes of White Matter Fiber Bundles in Patients with Amnestic Mild Cognitive Impairment Predicts Progression of Mild Cognitive Impairment to Alzheimer’s Disease. Journal of Alzheimer's disease, 9: 1-14, 2021.
  21. Menglin Cao, Ming Yang, Chi Qin, Xiaofei Zhu, Yanni Chen, Jue Wang, Tian Liu*. Using DeepGCN to identify the autism spectrum disorder from multi-site resting-state data. Biomedical Signal Processing and Control, 70:103015, 2021.
  22. Fangmei He, Youjun Li, Chenxi Li, Liming Fan, Tian Liu*, Jue Wang*. Repeated anodal high-definition transcranial direct current stimulation over the left dorsolateral prefrontal cortex in mild cognitive impairment patients increased regional homogeneity in multiple brain regions. PLoS ONE, 16(8): e0256100, 2021.8
  23. Linyan Wu, Tian Liu*, Jue Wang*. Improving the effect of transcranial alternating current stimulation (tACS): A systematic review. Frontiers in Human Neuroscience, 15: 255, 2021.6
  24. Ming Yang, Menglin Cao, Yuhao Chen, Yanni Chen, Geng Fan, Chenxi Li, Jue Wang, Tian Liu*. Large-scale brain functional network integration for discrimination of autism using a 3-D deep learning model. Frontiers in Human Neuroscience, 15:277, 2021.6
  25. WB Wei, SJ Dang, L Wei, T Liu*, J Wang*. Transforaminal epidural steroid injection combined with radio frequency for the treatment of lumbar disc herniation: a 2-year follow-up. BMC Musculoskeletal Disorders, 22(1): 347, 2021.
  26. Qurat Ul Ain, Sara Khan, Saad Ilyas, Amna Yaseen, Iqbal Tariq, Tian Liu*, Jue Wang*. Additional Effects of Xbox Kinect Training on Upper Limb Function in Chronic Stroke Patients: A Randomized Control Trial. Healthcare, 9(3):242, 2021.
  27. Song, M. , Li, L. , Guo, J. , Liu, T*. , Li, S. , & Wang, Y*. A new method for muscular visual fatigue detection using electrooculogram. Biomedical signal processing and control, 58, 101865.1-101865.9. 2020.
  28. Geng Fan, Yuhao Chen, Yanni Chen, Ming Yang, Jue Wang, Chenxi Li, Youjun Li, Tian Liu*. Abnormal brain regions in two-group cross-location dynamics model of autism. IEEE Access, PP (99):1-1, 2020.
  29. Long Li, Jing Gu, Yanlong Zhang, Hongjian Wu, Lina Li, Tian Liu*, Jue Wang*. Pattern Reorganization of Corticomuscular Connection with the Tactile Stimulation. Annals of Biomedical Engineering, 48, 834-847, 2020.2.
  30. Xiaoqi Zhu, Youjun Li, Liang Zheng, Bixin Shao, Xun Liu, Chenxi Li, Zi-Gang Huang, Tian Liu*, Jue Wang*. Multi-point temporal interference stimulation by using each electrode to carry different frequency currents. IEEE Access, 7(1): 168839-168848, 2019.12.
  31. Chenxi Li, Youjun Li, Liang Zheng, Xiaoqi Zhu, Bixin Shao, Geng Fan, Tian Liu*, Jue Wang*. Abnormal Brain Network Connectivity in a Triple-Network Model of Alzheimer’s Disease. Journal of Alzheimer's Disease, 69(1): 237-252, 2019. 4.
  32. Youjun Li, Feng Feng, Pan Lin, Zigang Huang, Tian Liu et, al. Cognition-related white matter integrity dysfunction in Alzheimer's disease with diffusion tensor image. Brain Research Bulletin, 143: 207-216, 2018. 
  33. Tian Liu, Yanni Chen, Desheng Chen, Chenxi Li, Yusheng Qiu, Jue Wang*. Altered EEG complexity in Autistic children revealed by multiscale entropy approach. NeuroReport, 28 (3), 169-173, 2017.
  34. Li Chenxi, Yanni Chen, Youjun Li, Jue Wang*, Tian Liu*. Complexity analysis of brain activity in attention-deficit/hyperactivity disorder: A multiscale entropy analysis. Brain Research Bulletin, 124, 12-20, 2016.
  35. Tian Liu, Yanni Chen, Pan Lin, Jue Wang*, Small-world brain functional networks in Attention-Deficit/Hyperactivity Disorder children revealed by EEG synchrony, Clinical EEG & Neuroscience, 46 (3), 183-191, 2015 
  36. Tian Liu, Pan Lin, Yanni Chen, Jue Wang*, Electroencephalogram synchronization analysis for attention deficit hyperactivity disorder children, Bio-Medical Materials and Engineering, 24 (1), 1035-1039, 2014
  37. Tian Liu, Nan Yan, Yanni Chen, Jue Wang*, Multichannel linear descriptors analysis for sustained attention-related electroencephalogram, NeuroReport, 24 (11), 631-635, 2013 
  38. Sheng Li, JianQi Wang*, Tian Liu, XiJing Jing, Wavelet packet entropy for millimeter wave conducted speech enhancement, Noise Control Engineering Journal, 57(5): 543-550, 2009 
  39. Sheng Li, JianQi Wang*, Niu Ming, Tian Liu, XiJing Jing, Millimeter wave conduct speech enhancement based on auditory masking properties, Microwave and Optical Technology Letters, 50 (8): 2109–2114, 2008 
  40. 吴宏健, 李莉娜, 李龙, 刘天, 王珏*. 脑卒中后手功能康复机器人综合干预研究进展. 生物医学工程学杂志, 36(1): 151-156, 2019. 2.
  41. 曹梦琳,陈宇豪,王珏,刘天*.基于表面肌电图的人体运动意图识别研究进展[J].中国康复理论与实践,2021,27(5):595-603.

 

2）会议论文

       [1]   Yingtuo Wang, Tian Liu#, Shuyin Li, Jue Wang. Using Electroencephalogram Spectral Components to Assess Visual Fatigue Caused by Sustained Prism-induced Diplopia. The 2016 9th International Congress on Image and Signal Processing, BioMedical Engineering and Informatics (CISP-BMEI 2016); 15-17 October 2016 in Datong, China (EI). (共同第一作者)

      [2]  Tian Liu, Jue Wang, Yanni Chen, Rong Wang, Meng Song, Neurofeedback Treatment Experimental Study for ADHD by Using the Brain-Computer Interface neurofeedback system, World Congress on Medical Physics and Biomedical Engineering, IFMBE Proceedings, 39:1537-1540, 2013 (EI).

       [3]   Sheng Li, JianQi Wang, Jing XiJing and Tian Liu, Nonacoustic Sensor Speech Enhancement Based on Wavelet Packet Entropy, Computer Science and Information Engineering, WRI World Congress on, 6: 447-450, 2009 (EI)

      [4]   Sheng Li, Ming Niu, JianQi Wang, Tian Liu, XiJing Jing, Enhancement of non-air conduct speech based on multi-band spectral subtraction method, Image and Signal Processing CISP '08, 5: 338-341, 2008 (EI)

       [5]   刘天, 王珏, 燕楠, 王婧, 王国利, 脑电生物反馈治疗系统的设计改进与预实验研究, 第七届全国康复医学工程和康复工程学术研讨会, 北京, 5, 22-24. 2010

 

3）发明专利

[1]    王珏, 刘天, 李强, 一种便携式无线脑电采集装置, 授权时间: 2014.1.30, 中国发明专利, 201110408031.7 

[2]    王珏, 刘天, 王冠雄, 李晨曦, 智能化孤独症儿童认知沟通行为早期训练系统, 授权时间: 2016.05.04, 中国发明专利, 专利号：201410035362.4。

[3]    王珏, 刘天, 王冠雄, 李晨曦，一种针对孤独症儿童康复训练的手持终端系统，授权时间: 2018.03.16, 中国发明专利, CN201510155431.X

[4]  王珏，刘天，王颖拓，李书印，一种适于3D打印的棱透镜复合眼镜片STL模型的修复算法，授权时间：2018.09.04，中国发明专利，201510997886.6

[5] 王珏，刘天，王颖拓，刘引莉，李书印，一种基于3D打印个体性近视矫正树脂镜片的方法，申请时间:2016.10.26，中国发明专利，2016109471095

[6] 刘天，杨明，范庚，陈宇豪, 一种基于变分自编码器的脑功能网络分类方法, 申请时间: 2019.06.21, 中国发明专利, 申请号：201910541911.8

[7] 刘天，范庚，杨明，陈宇豪，一种基于隐马尔可夫模型的大脑时间信号处理方法，申请时间：2019.06.20，中国发明专利，申请号：201910539169.7

[8] 刘天，王青瑶，李四楠，李龙，刘洵，蔡楚杰，王珏，一种面向人体多部位反馈及干预的刺激装置，申请时间：2021.07.28，中国发明专利，申请号：202110858039.7

[9] 刘天，黄亮，李龙，王珏，吴林彦，张文龙，李四楠，一种微创时间干涉刺激器，申请时间：2022.02.25，中国发明专利，申请号：202210177025.3

[10] 刘天，刘乐瑶，秦驰，一种基于多时间尺度的孤独症功能磁共振信号分类方法，申请时间：2022.02.25，中国发明专利，申请号：202210177734.1

[11] 刘天，叶琳，基于长时间序列的急救伤情分类方法，申请时间：2022-11-25，中国发明专利，申请号：2022114965211

 

4）计算机软件著作权

[1]    王珏, 刘天, 李晨曦, 王冠雄, e交流—基于iOS系统的用于孤独症儿童治疗的电子图片交流本, 2014.03.11, 中国, 2014SR029447

[2]    王珏, 刘天, 宋猛, 王荣, 基于虚拟现实技术的孤独症儿童行为训练系统, 2013.08.29, 中国, 2013SR091671

[3]    王珏, 刘天, 王荣, 宋猛, 婴幼儿孤独症早期筛查系统, 2013.05.02, 中国, 2013SR039668

[4]    王珏, 刘天, 宋猛, 基于虚拟现实技术的ADHD脑电反馈治疗系统, 2011.12.15, 中国, 2011SR095785

[5]    刘天, 范庚, 基于机器学习的功能磁共振脑网络分析系统, 授权时间: 2019.0508, 中国软件著作权, 登记号: 2019SR0439651

[6]    刘天, 杨明, 基于卷积神经网络的脑功能网络分析软件V1.0, 授权时间: 2019.11.27, 中国软件著作权, 登记号: 2020SR0257949

 

5）外界报道

 https://mp.weixin.qq.com/s/DnU4quC-TwKg7GsmAqPm_g  陕西日报2022年1月7日科技版进行专版报道

   https://v.qq.com/x/page/r0655dc2pik.html   人工智能硬科技 手指康复训练机器人

       http://o.xiancity.cn/system/2017/10/31/030503904.shtml  西安 | 打造硬科技之都 手指康复训练机器人 脑卒中患者的康复福音

       https://tv.sohu.com/v/MjAxNDA5MjgvbjQwNDcxMzk0MS5zaHRtbA==.html   渭南:启动国内首家3D打印国家级产业园