情感计算、心理生理计算、神经影像计算

本科生教学:

1.《脑科学与类脑智能概论》

2.《Python语言程序设计》

3.《生物医学检验仪器》

研究生教学:

《生物医学大数据》

1.国家自然科学基金面上项目，基于多源神经影像信息深度融合方法的抑郁障碍病理进程量化研究，2024-2027，51万元，主持

2.国家科技重大专项子课题，抑郁症的前瞻性临床队列研究-“多模态数据采集标准制定及分析”，2022-2026，275万元，主持

3.国家自然科学基金重大项目，面向情感功能异常神经机制的多模态生理信息异步分析系统，2023-2027，869.47万元，参与

4.多源多任务预测阿尔茨海默症风险人群的方法研究，2021-2024，40万元，主持

5.中医特色综合康复方案在慢性心功能不全治疗中的应用研究，2023-2024，29万元，主持

6.军科委创新特区课题，精神状态评估技术与系统—课题“总体软硬件集成优化定型”，2017-2018，580万元，主持

7.基于便携式脑电的精神状态评估系统优化及性能测试技术服务项目，2024-2025，100万元，主持

1.Bridging the gap between data distribution and model: Dynamic data distribution optimization for improving critique capabilities of large language models. Expert Systems with Applications, Volume 300: 129878, Chen Xu, Tian Lan, Zhenyu Lv, Qunxi Dong, Jieshuo Zhang, Heyan Huang, Minqiang Yang, Bin Hu.

2.CMD³: Cross-Modal Decoupled Deformable Distillation for EEG-fNIRS Fusion. IEEE Transactions on Affective Computing, Tianqi Fan, Fuze Tian, Su Wang, Haoyan Zhang, Gang Luo, Lixian Zhu, Jingxin Liu, Lei Jiang, Ran Cai, Qunxi Dong, Bin Hu.

3.Prompt-Guided Domain Generalization for EEG Emotion Recognition. IEEE Transactions on Affective Computing, Xuan Zhang, Wang Zheng, Hongxin Cai, Zhigang Li, Yi Yang, Weijia Liu, Junru Zhu, Jingyu Liu, Bin Hu, Qunxi Dong.

4.WDANet: Wasserstein Distribution Inspired Dynamic Adversarial Network for EEG-Based Cross-Domain Depression Recognition. IEEE Transactions on Affective Computing, Jian Shen, Kang Wang, Zeguang Zhao, Yanan Zhang, Fuze Tian, Xiaowei Zhang, Qunxi Dong, Bin Hu.

5.Similarity-guided multi-view functional brain network fusion. Medical Image Analysis, Volume: 105: 103632, Zhigang Li, Jingyu Liu, Mengkai Sun, Fa Zhang, Bin Hu, Qunxi Dong.

6.Constraint-Driven Causal Representation Learning for Vigilance Robust Estimation in Brain–Computer Interface, IEEE Transactions on Neural Networks and Learning Systems, Volume: 36 (12): 20328 – 20342, Xuan Zhang, Wang Zheng, Zhigang Li, Yi Yang, Weijia Liu, Hongxin Cai, Junru Zhu, Jingyu Liu, Bin Hu, Qunxi Dong.

7.Decider: A Dual-System Rule-Controllable Decoding Framework for Language Generation. IEEE Transactions on Knowledge and Data Engineering, Chen Xu, Tian Lan, Yu Ji, Changlong Yu, Wei Wang, Jun Gao, Qunxi Dong, Kun Qian, Piji Li, Wei Bi, Bin Hu.

8.Depression recognition using high-order generalized multilayer brain functional network fused with EEG multi-domain information. Information Fusion, Volume: 114: 102723, Shanshan Qu, Dixin Wang, Chang Yan, Na Chu, Zhigang Li, Gang Luo, Huayu Chen, Xuesong Liu, Xuan Zhang, Qunxi Dong, Xiaowei Li, Shuting Sun, Bin Hu.

9.MRI-Driven Longitudinal Studies of Hippocampal Alterations During the Initial Cognitive Decline. IEEE Journal of Translational Engineering in Health and Medicine, Volume: 13: 98-110, Qunxi Dong, Yuhang Sheng, Junru Zhu, Honghong Liu, Zhigang Li, Jingyu Liu, Yalin Wang, Bin Hu.

10.Schizophrenia Detection Based on Morphometry of Hippocampus and Amygdala. IEEE Journal of Biomedical and Health Informatics,1 - 11, Qunxi Dong; Yuhang Sheng; Junru Zhu; Zhigang Li; Weijia Liu; Jingyu Liu.

11.Semantic Disentangling for Audiovisual Induced Emotion. IEEE Transactions on Computational Social Systems, 1 – 9, Qunxi Dong; Wang Zheng; Fuze Tian; Lixian Zhu; Kun Qian; Jingyu Liu.

12.Advancements in Affective Disorder Detection: Using Multimodal Physiological Signals and Neuromorphic Computing Based on SNNs. IEEE Transactions on Computational Social Systems, Volume: 14 (2):1082 – 1097, Fuze Tian; Lixin Zhang; Lixian Zhu; Mingqi Zhao; Jingyu Liu; Qunxi Dong; Qinglin Zhao.

13.Declined Tactile Angle Discrimination in Young Patients With Migraine Without Aura or Tension-Type Headache. IEEE Transactions on Computational Social Systems, Volume: 11 (5): 6684 – 6689, Ge Jiao; Jian Zhang; Zhilin Zhang; Jinglong Wu; Junru Zhu; Qunxi Dong.

14.Tensor Correlation Fusion for Multimodal Physiological Signal Emotion Recognition. IEEE Transactions on Computational Social Systems, Volume: 11 (6): 7299 - 7308, Jian Shen; Kexin Zhu; Huakang Liu; Jinwen Wu; Kang Wang; Qunxi Dong.

15.Adaptive Weight and Wasserstein Distance Constrained Low-Rank Sparse Representation Method for Functional Connectivity Network Estimation. IEEE Transactions on Computational Social Systems, Volume: 11 (6): 7400 – 7410, Jingyu Liu; Zhigang Li; Yuhang Sheng; Jingjing Zhou; Lei Feng; Hongxin Cai; Weijia Liu; Fuze Tian; Qunxi Dong; Rui Liu.

[1] Multi-task dictionary learning based on convolutional neural networks for longitudinal clinical score predictions in Alzheimer’s disease[C], Human Brain and
Artificial Intelligence: First International Workshop, HBAI 2019, Held in Conjunction with IJCAI 2019, Macao, China: 21-35, Qunxi Dong et al.

[1]基于异步芯片的多模态神经生理信号采集技术[J]，数据采集与处理(2022), 朱立贤，田福泽，董群喜*，赵庆林，何安平，郑炜豪，胡斌*
[2]刘晓星, 董群喜, 师乐, 等. 新型精神健康诊疗技术的挑战与机遇——第735次香山科学会议纪要 [J] . 中华精神科杂志, 2023, 56(1) : 67-70. DOI: 10.3760/cma.j.cn113661-20221125-00321

(1) 胡斌; 董群喜; 沈健; 刘红红 ; 基于sMRI多维张量形态特征预测脑年龄的方法及装置, 2022-05-18,中国, CN202210551856.2 (专利)
(2) 胡斌; 朱立贤; 董群喜 ; 一种基于闭环反馈的精神状态监测与治疗的系统和方法, 2021-11-02, 中国, CN202111289061.0 (专利)
(3) 胡斌; 荣培晶; 董群喜; 朱立贤; 沈健; 孙淑婷; 赵亚楠; 靳晓坤 ; 一种实时生物反馈经皮迷走神经电子针灸装置, 2022-07-29, 中国, CN202210910362.9 (专利)
(4) 胡斌; 孙淑婷; 严畅; 李小伟; 邵学晓; 董群喜 ; 一种基于聚类-融合的脑电信号特征识别分析方法,2022-01-05, 中国, CN202210006657.3 (专利)
(5) 胡斌; 任熹培; 董群喜; 朱立贤; 李增瑞; 李钰雯; 石頔; 头戴式耳迷走神经刺激仪, 2023.11.16, 中国, CN202330748783.1 (专利)
(6) 胡斌; 朱立贤; 董群喜; 王骕; 王睿; 一种运动反馈干预系统的动感单车, 2023.08.21, 中国, CN202311051720.6 (专利)
(7) 胡斌; 靳晓坤; 董群喜; 朱立贤; 宋子恺; 一种基于实时生物反馈的睡眠舱干预调节方法及系统, 2023.08.11, 中国, CN202311011102.9 (专利)
(8) 胡斌; 董群喜; 张轩; 朱立贤; 王骕; 郑旺; 刘俊逸; 李添; 一种基于多模态生理反馈的自适应音乐干预系统, 2024.12.24, 中国, CN202411913071.0 (专利)
(9) 胡斌; 董群喜; 朱立贤; 田福泽; 蔡然; 钱昆; 费铭哲; 一种用于精神状态调节的头盔, 2023.10.07, 中国, CN202311276975.2 (专利)
(10) 胡斌; 董群喜; 朱立贤; 王骕; 一种精神状态评估方法及系统, 2023.08.11, 中国, CN202311010908.6 (专利)
(11) 胡斌; 董群喜; 李志刚; 刘竞宇; 一种图网络构建方法、装置、电子设备和存储介质, 2023.06.29, 中国, CN202310781652.2 (专利)
(12) 胡斌; 董群喜; 刘伟佳; 刘竞宇; 基于脑龄的 AD 风险预测系统及模型生成方法, 2022.11.17, 中国, CN202211440970.4 (专利)
(13) 实时生物反馈迷走神经电子针灸技术（排名：2/35）, 2024.12.31, T/CITS 222-2024 (标准)
(14) 便携式三导脑电抑郁状态采集与分析技术（排名：3/36）, 2024.12.31, T/CITS 223-2024 (标准)
(15) 精神状态瞳孔波采集与分析技术（排名：3/33）, 2024.12.31, T/CITS 224-2024 (标准)

指导2名研究生获得国家奖学金
指导学生获市级或校级大创项目奖4项，获全国生物医学工程大赛二等奖1项