
朱彬
副教授
E-mail:zhub26@mail.sysu.edu.cn
研究方向:系统辨识、信号处理、机器学习
主要经历
工作:
2024年4月至今,中山大学,智能工程学院,副教授。
2019年12月至2024年4月,中山大学“百人计划”引进人才,智能工程学院,助理教授。
2018年11月至2019年10月,意大利帕多瓦大学,信息工程系,博士后。
教育:
2015年10月 至2018年9月 ,意大利帕多瓦大学 ,信息工程系,博士(优秀毕业生)。
2012年9月至2015年3月 ,上海交通大学,电子信息与电气工程学院,自动化系,硕士。
2008年9月至2012年6月,西安交通大学,电子与信息工程学院,自动化系,本科。
2006年9月至2008年6月,西安交通大学预科“少年班”,高中。
学科方向
一级学科:控制科学与工程,二级学科:控制理论与控制工程。
研究方向:广义而言,包括系统辨识、信号处理、机器学习。具体而言,主要包括如下三方面:
1、随机信号的频谱估计及其系统辨识应用;
2、谐波信号分析和雷达信号处理;
3、L_0稀疏优化方法在辨识、信号处理和机器学习中的应用。
科研项目
1、深圳市自然科学基金高校稳定支持计划,项目文本号:20220817184157001,“信号分析、机器学习和矩阵分解中的稀疏优化问题研究”,30 万元,主持,在研,2022.10-2025.09。
2、国家自然科学基金委青年科学基金项目,资助编号:62103453,“基于凸优化的多维平稳随机场频谱分析理论与应用研究”,24万元,主持,在研,2022.01-2024.12。
3、中央高校基本科研业务费,资助编号:22qntd1707,“机器学习和矩阵分析中的L_0稀疏优化问题研究”,7 万元,主持,已结题,2022.01-2022.12。
4、中山大学“百人计划”科研启动经费,60万元,主持,已结题,2020.01-2023.12。
5、意大利帕多瓦大学信息工程系SID项目,“A Multidimensional and Multivariate Moment Problem Theory for Target Parameter Estimation in Automotive Radars”,2.5万欧元,主要完成人,已结题,2018.11-2019.10。
代表论文(控制顶刊发表情况)
[1] B. Zhu and M. Zorzi, “Analyzing the Impact of Regularization on REMSE,” to appear in Automatica, vol. 163, as a Brief Paper in May 2024. DOI: 10.1016/j.automatica.2024.111605. (SCI, JCR-Q1, IF 6.4)
[2] B. Zhu and M. Zorzi, “On the Statistical Consistency of a Generalized Cepstral Estimator,” to appear in IEEE Transactions on Automatic Control as a Full Paper in September 2024. DOI: 10.1109/TAC.2024.3352273. (SCI, JCR-Q1, IF 6.8)
[3] B. Zhu and M. Zorzi, “A Well-Posed Multidimensional Rational Covariance and Generalized Cepstral Extension Problem,” SIAM Journal on Control and Optimization, vol. 61, no. 3, pp. 1532–1556, 2023. (SCI, JCR-Q1, IF 2.2)
[4] G. Picci and B. Zhu, “Empirical Bayes Identification of Stationary Processes and Approximation of Toeplitz Spectra,” Automatica, vol. 142, 2022. DOI: 10.1016/j.automatica.2022.110362. (SCI, JCR-Q1, IF 6.4)
[5] B. Zhu(独作), “Line Spectrum Representation for Vector Processes with Application to Frequency Estimation,” Automatica, vol. 135, 2022. DOI: 10.1016/j.automatica.2021.109948. (SCI, JCR-Q1, IF 6.4)
[6] B. Zhu, A. Ferrante, J. Karlsson, and M. Zorzi. “M2-Spectral Estimation: A Flexible Approach Ensuring Rational Solutions,” SIAM Journal on Control and Optimization, vol. 59, no. 4, pp. 2977–2996, 2021. (SCI, JCR-Q1, IF 2.163)
[7] B. Zhu, A. Ferrante, J. Karlsson, and M. Zorzi, “M2-Spectral Estimation: A Relative Entropy Approach,” Automatica, vol. 125, 2021. DOI: 10.1016/j.automatica.2020.109404. (SCI, JCR-Q1, IF 6.15).
[8] B. Zhu(独作), “On the Well-Posedness of a Parametric Spectral Estimation Problem and Its Numerical Solution,” IEEE Transactions on Automatic Control, vol. 65, no. 3, pp. 1089–1099, 2020. (SCI, JCR-Q1, IF 5.792)
[9] B. Zhu and G. Baggio, “On the Existence of a Solution to a Spectral Estimation Problem à la Byrnes–Georgiou–Lindquist,” IEEE Transactions on Automatic Control, vol. 64, no. 2, pp. 820–825, 2019. (SCI, JCR-Q1, IF 5.625)
人才培养
本科教学:《线性代数》、《离散数学》、《概率统计》、《系统优化》。
研究生教学:《现代数学》、《统计方法》、《矩阵理论与应用》、《数值线性代数》等。
已毕业硕士一名(23届),工作去向:中华人民共和国外交部。
目前指导1名硕士生(21级),协助指导1名博士生(22级)。
主要兼职
International Conference on System Theory, Control and Computing (ICSTCC) 会议编委会副编辑
国家自然科学基金委通讯评审人
美国数学会Mathematical Reviews/MathSciNet评阅人
期刊IEEE Transactions on Automatic Control, Automatica, Advances in Mathematics, IET Control Theory & Applications, IEEE Control Systems Letters, IEEE Robotics and Automation Letters 和控制国际会议IEEE-CDC、IFAC-SYSID 等审稿人
教育部学位与研究生教育发展中心硕士学位论文评审人,意大利帕多瓦大学博士学位论文评审人
IFAC-SYSID 2021 国际会议分会场主席(chair)
联系方式
写在最后
我主张学术自由,师生平等探讨科研问题,共同进步。欢迎有控制、应用数学、计算机背景的同学加盟!
Curriculum Vitae (English version)
Bin Zhu, Ph.D.
1. Career and education
Jobs:
April 2024 till now, Associate Professor (tenured), School of Intelligent Systems Engineering, Sun Yat-sen University, China.
December 2019 to April 2024, Assistant Professor (“Hundred Talent” Program, tenure track), School of Intelligent Systems Engineering, Sun Yat-sen University, China.
November 2018 to October 2019, Postdoc (assegnista di ricerca in Italian), Department of Information Engineering, University of Padova, Italy.
Education:
October 2015 to September 2018, Ph.D. (cum laude), Department of Information Engineering, University of Padova, Italy.
September 2012 to March 2015, Master of Engineering, Department of Automation, School of Electronic Information and Electrical Engineering, Shanghai Jiao Tong University, China.
September 2008 to June 2012, Bachelor of Engineering, Department of Automation, School of Electronic and Information Engineering, Xi’an Jiaotong University, China.
September 2006 to June 2008, High School, “Young Gifted Program” of Xi’an Jiaotong University.
2. Scientific discipline and directions of research
Discipline: Control Science and Engineering
Subdiscipline: Control Theory and Control Engineering
Directions of research: In broad terms, system identification, signal processing, and machine learning. More specifically, my current research interests include
Spectral estimation of random signals with application to system identification.
Harmonic signal analysis and radar signal processing.
L_0 sparse optimization methods and their applications in identification, signal processing, and machine learning.
3. Research projects
Active grants:
Shenzhen Science and Technology Program, Grant No. 20220817184157001, “Sparse optimization problems in signal analysis, machine learning, and matrix decomposition”, 300k CNY, P.I., October 2022 -- September 2025.
National Natural Science Foundation of China, Grant No. 62103453, “A Convex Optimization-based theory for spectral analysis of multidimensional stationary random fields and its applications”, 300k CNY, P.I., January 2022 -- December 2024.
Finished grants:
Sun Yat-sen University, Startup grant of the “Hundred Talent” Program, 600k CNY, P.I., January 2020 -- December 2023.
Fundamental Research Funds for the Central Universities, Grant No. 22qntd1707, “L_0 sparse optimization problems in machine learning and matrix analysis”, 70k CNY, P.I., January 2022 -- December 2022.
Department of Information Engineering, University of Padova, SID project No. ZORZ_SID19_01, “A multidimensional and multivariate moment problem theory for target parameter estimation in automotive radars”, 25k EUR, main participant, November 2018 -- October 2019.
4. Selected journal publications
[1] B. Zhu and M. Zorzi, “Analyzing the Impact of Regularization on REMSE,” Automatica, vol. 163, 2024. DOI: 10.1016/j.automatica.2024.111605.
[2] B. Zhu and M. Zorzi, “On the Statistical Consistency of a Generalized Cepstral Estimator,” to appear in IEEE Transactions on Automatic Control as a Full Paper in September 2024. DOI: 10.1109/TAC.2024.3352273.
[3] B. Zhu and M. Zorzi, “A Well-Posed Multidimensional Rational Covariance and Generalized Cepstral Extension Problem,” SIAM Journal on Control and Optimization, vol. 61, no. 3, pp. 1532–1556, 2023.
[4] G. Picci and B. Zhu, “Empirical Bayes Identification of Stationary Processes and Approximation of Toeplitz Spectra,” Automatica, vol. 142, 2022. DOI: 10.1016/j.automatica.2022.110362.
[5] B. Zhu, “Line Spectrum Representation for Vector Processes with Application to Frequency Estimation,” Automatica, vol. 135, 2022. DOI: 10.1016/j.automatica.2021.109948.
[6] B. Zhu, A. Ferrante, J. Karlsson, and M. Zorzi. “M2-Spectral Estimation: A Flexible Approach Ensuring Rational Solutions,” SIAM Journal on Control and Optimization, vol. 59, no. 4, pp. 2977–2996, 2021.
[7] B. Zhu, A. Ferrante, J. Karlsson, and M. Zorzi, “M2-Spectral Estimation: A Relative Entropy Approach,” Automatica, vol. 125, 2021. DOI: 10.1016/j.automatica.2020.109404.
[8] B. Zhu, “On the Well-Posedness of a Parametric Spectral Estimation Problem and Its Numerical Solution,” IEEE Transactions on Automatic Control, vol. 65, no. 3, pp. 1089–1099, 2020.
[9] B. Zhu and G. Baggio, “On the Existence of a Solution to a Spectral Estimation Problem à la Byrnes–Georgiou–Lindquist,” IEEE Transactions on Automatic Control, vol. 64, no. 2, pp. 820–825, 2019.
5. Teaching and graduate students training
-- Undergraduate courses: Linear Algebra, Discrete Mathematics, Probability and Statistics, Nonlinear Programming.
-- Graduate courses: Real and Functional Analysis, Statistical Methods, Matrix Theory and Applications, Numerical Linear Algebra, etc.
My research group currently consists of one Master student (year of admission: 2021) and one PhD student (year of admission: 2022).
One Master student graduated in 2023, now at Ministry of Foreign Affairs of the People’s Republic of China.
6. Professional services
-- Associate Editor on the Conference Editorial Board of the International Conference on System Theory, Control and Computing (ICSTCC)
-- Communication Reviewer for the National Natural Science Foundation of China
-- Reviewer for Mathematical Reviews/MathSciNet, American Mathematical Society
-- Referee for the journals IEEE Transactions on Automatic Control, Automatica, Advances in Mathematics, IET Control Theory & Applications, IEEE Control Systems Letters, IEEE Robotics and Automation Letters and international control conferences IEEE-CDC and IFAC-SYSID
7. Contact
Email: zhub26@mail.sysu.edu.cn
8. A few words
Students with a background in Control/Automation, Applied Mathematics, or Computer Science are welcome to joint my group, where freedom in research and equality in discussion are advocated.