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陈晶 性别:男 出生日期:1981.09 职称、职务:教授、副院长 电话(手机):18961759181
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【学术简介】
博士,教授,硕导。主要从事机器学习优化方法与理论、系统建模与参数辨识,以第一作者发表论文60余篇,其中SCI收录50余篇,包括控制领域顶级期刊《Automatica》,《IEEE Transactions on Automatic Control》,《System Control Letters》等。授权发明专利5项,申请发明专利8项,主持国家省部级课题7项。H3C网络工程师,H3CNE讲师。《International Journal of Modelling, Identification and Control》编委、《Mathematics》、《Algorithm》客座编委,国际会议International Conference on Modelling, Identification and Control及International Symposium on Modelling, Identification and Control程序委员会委员。《Automatica》、《IEEE Transactions on Automatic Control》、《Systems & Control Letters》、《IEEE Transactions on. Systems, Man and Cybernetics: Systems》等期刊审稿人。
【工作及研究经历】:
1999.09-2003.06扬州大学理学院数学系学士
2003.09-2006.06扬州大学信息工程学院硕士
2009.09-2013.12江南大学物联网工程学院博士
2014.04-2017.12南京航空航天大学博士后
2014.10-2016.03加拿大阿尔伯特大学访问学者
2017.03-2021.05江南大学理学院副教授
2021.06—至今江南大学理学院教授
【研究领域】
1.人工智能,机器学习算法,深度学习算法
2.大数据处理及状态滤波
3.智能控制系统
【主要论著】(著作和论文)
主要论文:(部分论文)
[1] Chen J, Liu Y.J, Gan M, Zhu Q.M, Sequential stabilizing spline algorithm for linear systems: Eigenvalue approximating and polishing, Automatica, (2023). Accepted for Publication.
[2] Chen J, Mao YW, Gan M, Ding F, Adaptive regularised kernel-based identification method for large-scale systems with unknown order, Automatica (2022). DOI: 10.1016/j.automatica.2022.110437
[3] Chen J, Mao YW, Gan M, Wang DQ, Zhu QM, Greedy search method for separable nonlinear models using stage Aitken gradient descent and least squares algorithms, IEEE Transactions on Automatic Control (2022). DOI: 10.1109/TAC.2022.3214474
[4] Chen J, Ma JX, Gan M, Zhu QM, Multidirection gradient iterative algorithm: a unified framework for gradient iterative and least squares algorithms, IEEE Transactions on Automatic Control 67 (12) (2022) 6770-6777.
[5] Chen J, Huang B, Gan M, Chen PLP, A novel reduced-order algorithm for rational model based on Arnoldi process and Krylov subspace, Automatica 129 (2021) 109663.
[6] Chen J, Zhu QM, Liu YJ, Modified Kalman filtering based multi-step-length gradient iterative algorithm for ARX models with random missing outputs, Automatica 118 (2020) 109034.
[7] Chen J, Ding F, Zhu QM, Liu YJ, Interval error correction auxiliary model based gradient iterative algorithms for multirate ARX models, IEEE Transactions on Automatic Control 65 (10) (2020) 4385-4392.
[8] Chen J, Huang B, Ding F, Gu Y, Variational Bayesian approach for ARX systems with missing observations and varying time-delays, Automatica 94 (2018) 194-204.
[9] Chen J, Hu MF, Liu YJ, Zhu QM, Two iterative reweighted algorithms for systems contaminated by outliers, IEEE Transactions on Instrumentation and Measurement 72 (2023) 6504911.
[10] Chen J, Gao J, Liu YJ, Wang C, Zhu QM, A comprehensive expectation identification framework for multirate time-delayed systems, IEEE Transactions on Industrial Informatics (2023). DOI 10.1109/TII.2022.3194656
[11] Chen J, Hu MF, Mao YW, Zhu QM, Modified multi-direction iterative algorithm for separable nonlinear models with missing data, IEEE Signal Processing Letters 29 (2022) 1968-1972.
[12] Chen J, Wang DQ, Liu YJ, Zhu QM, Varying infimum gradient descent algorithm for agent-sever systems using different order iterative preconditioning methods, IEEE Transactions on Industrial Informatics 18 (7) (2022) 4436-4446.
[13] Chen J, Ding F, Hu MF, Zhu QM, Accelerated gradient descent estimation for rational models by using Volterra series: structure identification and parameter estimation, IEEE Transactions on Circuits and Systems--II: Express Briefs 69 (3) (2022) 1497-1501.
[14] Chen J, Rong YJ, Zhu QM, Chandra B, Zhong HX, A generalized minimal residual based iterative back propagation algorithm for polynomial nonlinear models, Systems & Control Letters 153 (2021) 104966.
[15] Chen J, Gan M, Zhu QM, Mao YW, Varying infimum gradient descent algorithm for agent-sever systems with uncertain communication network, IEEE Transactions on Instrumentation and Measurement (2021). DOI: 10.1109/TIM.2021.3070602
[16] Chen J, Huang B, Ding F, Liu YJ, Identification of two-dimensional causal systems with missing output data via EM algorithm, IEEE Transactions on Industrial Informatics 17 (8) (2021) 5185-5196.
[17] Chen J, Gan M, Zhu QM, Pritesh N, Liu YJ, Robust standard gradient descent algorithm for ARX models using Aitken acceleration technique, IEEE Transactions on Cybernetics (2021). DOI: 10.1109/TCYB.2021.3063113
[18] Chen J, Huang B, Zhu QM, et al, Global convergence of the EM algorithm for ARX models with uncertain communication channels, Systems & Control Letters 136 (2020) 104614.
[19] Chen J, Ding F, Liu YJ, Zhu QM, Multi-step-length gradient iterative algorithm for equation-error type models, Systems & Control Letters 115 (2018) 15-21.
[20]陈晶,朱全民,有理模型辨识的两类新方法—混合迭代与柔性最小二乘法,控制与决策37 (001) (2022) 58-66.
科研、教学项目】
科研项目:
1.国家自然科学基金(面上项目),主持,2024.01-2017.12
2.江苏省自然科学基金面上项目,主持,2020.07-2023.06
3.近地面探测技术重点实验室子课题,主持,2020.01-2021.12
4.国家自然科学基金(面上项目),主持,2020.01-2023.12.
5.中央高校资助研发项目,主持,2020.01-2021.09,已结题
6.横向课题,主持,2019.01-2020.12,已结题
7.国家自然科学基金(青年基金)主持,2015.01-2018.12,已结题
8.江苏省自然科学面上基金,主持,2013.07-2016.06,已结题
9.中央高校自主科研基金,主持,2018.01-2019.12,已结题
10.江苏省高校自然科学基金,主持,2016.07-2018.06,已结题
11.江苏省博士后A类基金,主持,2015.09-2017.06,已结题
12.江苏省哲学社会科学基金,主持,2013.09-2014.12,已结题
13.省青蓝工程中青年学术带头人,主持,2016.09-2019.06,已结题
【科研、教学成果及获奖】
科研获奖:
1. 2010年江苏省科技进步二等奖(参与)
2. 2016年江苏省高等学校科学技术研究成果自然科学二等奖(主持)
3. 2011年无锡市优秀教育工作者
4. 2012年无锡市新区优秀党员
5. 2012年江苏省优秀教师党员
6. 2014年江苏省青蓝工程青年骨干教师
7. 2015年无锡市十大杰出青年科技之星
8. 2016年江苏省青蓝工程中青年学术带头人
【在读硕、博士人数】
硕士5人
【已毕业硕、博士人数】
硕士2人
【以上资料更新日期】
2023年10月