劉鑫,男,江蘇鹽城人,1990年7月生,中共黨員,工學(xué)博士,直聘副教授(七級),碩士生導師,江蘇省“雙創(chuàng )博士”。2019年博士畢業(yè)于哈爾濱工業(yè)大學(xué)航天學(xué)院控制科學(xué)與工程專(zhuān)業(yè) (A+學(xué)科),主要研究方向包括:復雜數據驅動(dòng)的系統辨識方法及其應用、工業(yè)數據分析與建模、面向工業(yè)過(guò)程的隨機配置學(xué)習方法及其應用等。在自動(dòng)化學(xué)報、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等國內外高水平期刊上發(fā)表學(xué)術(shù)論文21篇,授權發(fā)明專(zhuān)利7項。目前主持國家自然科學(xué)青年基金、江蘇省自然科學(xué)青年基金、常州市重點(diǎn)研發(fā)計劃等5個(gè)科研項目,并于2020年入選了江蘇省“雙創(chuàng )博士”。
部分學(xué)術(shù)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(副導師), 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(副導師), 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] 劉鑫*. 時(shí)滯取值概率未知下的線(xiàn)性時(shí)滯系統辨識方法. 自動(dòng)化學(xué)報, 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. 面向工業(yè)過(guò)程的隨機配置學(xué)習方法及其應用
2. 機器學(xué)習驅動(dòng)的系統辨識方法
3. 系統辨識與參數估計
4. 面向工業(yè)數據的智能辨識與建模方法