刘鑫_淮海经济区技术产权交易中心

综合

刘鑫

工作单位：中国矿业大学

从事领域：

擅长领域：控制科学与工程

擅长领域：控制科学与工程

毕业院校：哈尔滨工业大学

职称：副教授
详细内容

刘鑫，男，江苏盐城人，1990年7月生，中共党员，工学博士，直聘副教授（七级），硕士生导师，江苏省“双创博士”。2019年博士毕业于哈尔滨工业大学航天学院控制科学与工程专业 (A+学科)，主要研究方向包括：复杂数据驱动的系统辨识方法及其应用、工业数据分析与建模、面向工业过程的随机配置学习方法及其应用等。在自动化学报、Automatica、IEEE Transactions on Systems, Man and Cybernetics: Systems、IEEE Transactions on Control Systems Technology、IEEE Transactions on Industrial Informatics、IEEE Transactions on Instrumentation and Measurement等国内外高水平期刊上发表学术论文21篇，授权发明专利7项。目前主持国家自然科学青年基金、江苏省自然科学青年基金、常州市重点研发计划等5个科研项目，并于2020年入选了江苏省“双创博士”。
部分学术成果：
[1] Xin Liu, Sicheng Lou, Wei Dai*. Further results on "System identification of nonlinear state-space models". Automatica, 2022. (Accepted)
[2] Xin Liu, Guangjie Han, Xianqiang Yang*. Robust Global Identification of LPV Errors-in-variables System with Incomplete Observations. IEEE Transactions on Systems, Man and Cybernetics: Systems. vol. 52, no. 6, pp. 3799-3807, 2022.
[3]Xin Liu, Xianqiang Yang*, Pengbo Zhu, Yanbo Wang. Robust multimodel identification of LPV systems with missing observations based on t distribution. IEEE Transactions on Systems, Man, and Cybernetics: Systems, vol. 51, no. 8, pp. 5254-5260, 2021.
[4] Xin Liu, Xianqiang Yang*, Shen Yin. Nonlinear system identification with robust multiple model approach, IEEE Transactions on Control Systems Technology, vol. 28, no. 6, pp. 2728-2735, 2020.
[5] Xin Liu, Chen Wang, Guangjie Han*. LPV Time-delay System Identification and Its Application to the Centralized Heat-supply System. IEEE Transactions on Instrumentation and Measurement, vol. 71, pp. 1-11, 2022.
[6] Xianqiang Yang(副导师), Xin Liu, Zhan Li*. Multimodel approach to robust identification of multiple-input single-output nonlinear time-delay Systems. IEEE Transactions on Industrial Informatics, vol. 16, no. 4, pp. 2413-2422, 2020.
[7] Xianqiang Yang(副导师), Xin Liu, Shen Yin*. Robust identification of nonlinear systems with missing observations: the case of state-space model structure. IEEE Transactions on Industrial Informatics, vol. 15, no. 5, pp. 2763-2774, 2019.
[8] 刘鑫*. 时滞取值概率未知下的线性时滞系统辨识方法. 自动化学报, 2021, DOI: 10.16383/j.aas.c201016.
[9] Xin Liu*, Xiaofeng Liu. An improved identification method for a class of time-delay systems. Signal Processing, vol. 167, 2020.
[10] Xin Liu, Xianqiang Yang*. Robust identification approach for nonlinear state-space models. Neurocomputing, vol. 333, pp. 329-338, 2019.
[11] Xin Liu, Xianqiang Yang*, Xiaofeng Liu. Nonlinear state-space system identification with robust Laplace model. International Journal of Control, vol. 94, no. 6, pp. 1492-1501, 2021.
[12] Xin Liu, Xianqiang Yang*, Weili Xiong. Robust identification of nonlinear time-delay system in state-space form. Journal of the Franklin Institute, vol. 356, no. 16, pp. 9953-9971, 2019.
[13] Xin Liu, Xianqiang Yang*, Weili Xiong. A robust global approach for LPV FIR model identification with time-varying time delays. Journal of the Franklin Institute, vol. 355, no. 15, pp. 7401-7416, 2018.
主要研究方向：
1. 面向工业过程的随机配置学习方法及其应用
2. 机器学习驱动的系统辨识方法
3. 系统辨识与参数估计
4. 面向工业数据的智能辨识与建模方法