研究方向
复杂系统结构推断、预测生成、模型辨识与优化调控、人工智能基础理论与应用。
技术方向：因果推断/发现、深度学习生成预测、数据驱动系统辨识、多智能体协同控制等。
招生需求
1、强烈的科研兴趣；
2、优秀的编程能力；
3、良好的沟通能力；
4、扎实的数学基础；
博士/硕士研究生招生方向/专业来自：计算机、软件、人工智能、数学、系统科学、自动化、物理等。
培养方式：以科研创新为核心，以服务国家重大战略为导向，课题组培养模式，根据学生兴趣与基础分配具体研究小组。
培养理念：打破学科壁垒，鼓励学科交叉，夯实基础理论，注重应用落地，培养新时期学科交叉大环境下的综合型人才。
近五年部分学术论文（*通讯作者）
1. X. Liu, D. Chen*, W. Wei, X. Zhu, W. Yu, Interpretable Sparse System Identification: Beyond Recent Deep Learning Techniques on Time-Series Prediction. ICLR, 2024, May 7th-11th, Vienna Austria.
2. X. Liu, Qi. Shao, D. Chen*, Long-term Prediction on Graph Data with Causal Network Construction. IEEE Transactions on Artificial Intelligence, 2024, DOI: 10.1109/TAI.2024.3351105, in press.
3. M. Kang, R. Zhu, D. Chen*, C. Li, W. Gu, X. Qian, W. Yu*, A Cross-modal Generative Adversarial Network for Scenarios Generation of Renewable Energy. IEEE Transactions on Power Systems, 2024, 39(2): 2630-2640.
4. M. Kang, R. Zhu, D. Chen*, X. Liu, W. Yu*, CM-GAN: A Cross-Modal Generative Adversarial Network for Imputing Completely Missing Data in Digital Industry. IEEE Transactions on Neural Network and Learning Systems, 2024, 35(3): 2917-2926.
5. C. Qiu, Y. Li, M. Kang, D. Chen*, W. Yu*, CDSTTN: A Data Imputation Method for Cyber-Physical Systems by Causal Dense Spatial-Temporal Transformer Network, IEEE Journal on Emerging and Selected Topics in Circuits and Systems, 2023, 13(3): 851-860.
6. D. Chen, Q. Shao, Z. Liu, W. Yu*, P. C. L. Chen, Ridesourcing behavior analysis and prediction: A network perspective. IEEE Transactions on Intelligent Transportation Systems, 2022, 23(2): 1274-1283.
7. D. Chen, Y. Sun, G. Shao, W. Yu*, H.-T. Zhang*, W. Lin*, Coordinating directional switches in pigeon flocks: the role of nonlinear interactions, Royal Society Open Science, 2021, 8(9): 210649.
8. D. Chen, X. Liu, W. Yu, L. Zhu, Q. Tang*, Neural-Network based adaptive self-triggered consensus of nonlinear multi-agent systems with sensor saturation, IEEE Transactions on Network Science and Engineering, 2021, 8 (2): 1531-1541.
9. D. Chen, T. Lu, X. Liu, W. Yu*. Finite-time consensus of multi-agent systems with input saturation and disturbance. International Journal of Robust and Nonlinear Control, 2021, 31(6): 2097-2109.
10. D. Chen, X. Liu, W. Yu*. Finite-time fuzzy adaptive consensus for heterogeneous nonlinear multi-agent systems, IEEE Transactions on Network Science and Engineering, 2020, 7(4): 3057-3066.
11. D. Chen, Y. Yang, Y. Zhang, W. Yu*. Prediction of COVID-19 Spread by Sliding mSEIR Observer. SCIENCE CHINA Information Sciences, 2020, 63(12): 222203.
12. D. Chen, M. Kang, W, Yu*. Probabilistic causal inference for coordinated movement of pigeon flocks. EPL, 2020, 130(2): 28004.
13. Q. Tang, D. Chen*, X. He. Integration of enhanced flux linkage observer and I-f starting method for wide speed-range sensorless SPMSM drives. IEEE Transactions on Power Electronics, 2020, 35(8): 8374-8383.
14. D. Chen, W. Li, X. Liu, W. Yu, Y. Sun*. Effects of measurement noise on flocking dynamics of Cucker-Smale systems. IEEE Transactions on Circuits and Systems II: Express Briefs, 2020, 67(10), 2064-2068.
15. D. Chen, Y. Wang, G. Wu, M. Kang, Y. Sun, W. Yu*. Inferring causal relationship in coordinated flight of pigeon flocks. Chaos, 2019, 29(11): 113118.
