研究方向
复杂系统认知与建模、因果推断、生成预测、系统辨识、多智能体协同控制等系统科学和人工智能基础理论与应用。
部分学术论文（*通讯作者）
1. M. Kang, D. Chen*, N. Meng, G. Yan, W. Yu*, Identifying Unique Causal Network from Nonstationary Time Series, arXiv:2211.10085, 2022.
2. 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, 2023 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, 2023 in press.
4. 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.
5. 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.
6. 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.
7. 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.
8. 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.
9. 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.
10. 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.
11. D. Chen, M. Kang, W, Yu*. Probabilistic causal inference for coordinated movement of pigeon flocks. EPL, 2020, 130(2): 28004.
12. 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.
13. 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.
14. 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.
15. D. Chen, B. Xu, T. Zhu, T. Zhou, H.-T. Zhang*. Anisotropic interaction rules in circular motions of pigeon flocks: An empirical study based on sparse Bayesian learning. Physical Review E, 2017, 96(2): 022411.
