Home » Zhigang Ren

Zhigang Ren

任志刚 博士
学科:控制科学与工程
单位:广东工业大学•自动化学院•智能信息处理研究所
研究方向:智能控制理论与应用、数据驱动建模与优化控制、工业大数据与知识自动化
邮件renzhigang@gdut.edu.cn

 

任志刚博士,2016年6月毕业于浙江大学控制学院工业控制技术国家重点实验室。同年进入广东工业大学自动化学院智能信息处理研究所谢胜利教授团队从事博士后研究工作,迄今为止已发表20余篇SCI期刊论文,作为项目负责人先后主持国家自然科学基金青年基金一项,国家重点实验室开放课题一项,企业横向课题一项,作为核心成员参与国家自然科学基金重点项目两项。目前主要从事智能制造、强化学习、知识自动化等方面的研究。


  • 2018-2019年课题组拟招收多名博士后研究员。研究方向包括但不限于控制理论与控制工程、深度学习、强化学习等方向。待遇丰厚,年薪26W起,表现突出者课题组给予额外补贴。欢迎相关学科的优秀青年博士咨询。

  • Journal Publication (*Corresponding Author)
  1. Z. Ren, C. Xu, Z. Zhou, Z. Wu and T. Chen, Boundary stabilization of a class of reaction-advection-diffusion systems via a gradient-based optimization approach. to appear in Journal of the Franklin Institute, DOI:https://doi.org/10.1016/j.jfranklin.2018.10.013. (JCR 分区:1 区,影响因子:3.576)
  2. Z. Ren, Z. Zhou, C. Xu, Z. Wu and T. Chen, Computational Bilinear Optimal Control for a Class of One-dimensional MHD Flow Systems, to appear in ISA Transactions, DOI: https://doi.org/10.1016/j.isatra.2018.10.029. (JCR 分区:1 区,影响因子:3.370).
  3. Z. Ren, Z. Zhao, Z. Wu & T. Chen, Dynamic Optimal Control of a One-dimensional Magnetohydrodynamic System With Bilinear Actuation. IEEE Access, 6, 24464-24474, 2018. (JCR 分区:1 区,影响因子:3.557)
  4. Z. Ren, C. Xu, Z. Wu. Optimal Tracking Control of Flow Velocity in a One-dimensional Magnetohydrodynamic Flow, Engineering Optimization, 51:1, 1-21, 2019 DOI: 10.1080/0305215X.2018.1426759 (JCR 分区:2 区,影响因子:1.622)
  5. Z. Ren, S. Guo, Z. Li, Z.Wu. Adjoint-based parameter and state estimation in 1-D magnetohydrodynamic (MHD) flow system. Journal of Industrial & Management Optimization,  2018, 14 (4) : 1579-1594. DOI: 10.3934/jimo.2018022. (JCR 分区:3 区,影响因子:0.994)
  6. Z. Ren, T. Chen & Z. Wu, Optimal Matching Control of a Low Energy Charged Particle Beam in Particle Accelerators, to appear in  IEEE/CAA Journal of Automatica Sinica, 2018 (ESCI /EI收录)
  7. T. Chen, S. Zhou, Z. Ren & C. Xu. Optimal Open-Loop Control for 2-D Colloid Transport in the Dead-End Microchannel. IEEE Transactions on Control Systems Technology, DOI: 10.1109/TCST.2018.2862865, 2018. (JCR 分区:1 区,影响因子:4.883).
  8. T. Chen, C. Xu, & Z. Ren, Computational optimal control of 1D colloid transport by solute gradients in dead-end micro-channels. Journal of Industrial & Management Optimization, 978-989, 2018.(JCR 分区:3 区,影响因子:0.994)
  9. T. Chen and Z. Ren, Control of water hammer suppression via time-scaling technique, Control Theory & Applications, 35, 198-206 2018. (EI收录)
  10. Z. Zhao, Y. Ma, Z. Ren*, C. Tang and G. Wen, Vibration Boundary Control for a One-Dimensional Flexible Beam System With Restricted Input,  IEEE Access, 6, 43336-43342, 2018 (JCR 分区:1 区,影响因子:3.557)
  11. Z. Zhao, Z. Ren and Y. Ma, Boundary Control for a Flexible String System with Input Saturation Constraint, Asian Journal of Control, 2018. (JCR 分区:3 区,影响因子:1.528)
  12. Z. Ren, C. Xu, Q. Lin, R. Loxton and K. L. Teo, Dynamic Optimization of Open-loop Input Signals for Ramp-up Current Profiles in Tokamak Plasmas. Communications in Nonlinear Science and Numerical Simulation, 32:31 - 48, 2015. (JCR 分区:1 区,影响因子:3.181)
  13. Z. Zhou, Z. Ren and C. Xu, Stabilization of a General Heat-ODE System Coupling at Intermediate Point, International Journal of Robust and Nonlinear Control, 27(17), 3951-3970,2017. (JCR 分区:1 区,影响因子:3.856)
  14. Z. Ren, C. Xu and Y. Ou, Dynamic optimization of trajectory for ramp-up current profile in tokamak plasma. Asia-Pacific Journal of Chemical Engineering, 2016, 11(6): 918-929. (JCR 分区:3 区,影响因子:1.238)
  15. Z. Ren, C. Xu, Q. Lin and R. Loxton, A Gradient-based Kernel Optimization Approach for Parabolic Distributed Parameter Control Systems, Pacific Journal of OptimizationVol. 12, No. 2, pp. 263-287, 2016.04. (JCR 分区:4 区,影响因子:0.469).
  16. T. Chen, Z. Ren, C. Xu and R. Loxton, Optimal Boundary Control for Water Hammer Suppression in Fluid Transmission Pipelines, Computers & Mathematics with Application, Vol. 69, pp. 275 - 290, 2015. (JCR 分区:1 区,影响因子:1.86)
  17. X. Yu, Z. Ren, C. Xu, The Approximation for the Boundary Optimal Control Problem of Heat Equation Defined in a Variable Domain, Chinese Physics B, Vol. 23, pp.040201-1-7. (JCR 分区:3 区,影响因子:1.321)
  18. C. Xu, Y. Dong, Z. Ren, H. Jiang and X. Yu, Sensor Deployment for Pipeline Leakage Detection via Optimal Boundary Control Strategies, Journal of Industrial & Management Optimization, Vol. 11, pp. 199 - 216, 2015. (JCR 分区:3 区,影响因子:0.994)
  19. S. Guo, K. Xu, C. Xu, Z. Ren and B. Xiao, Start-up Phase Plasma Discharge Design of a Tokamak via Control Parameterization Method, Chinese Physics B, Vol. 24, Issue 3, pp. 035202, 2015. (JCR 分区:3 区,影响因子:1.321).
  20. X. Yu, Z. Ren, Q. Zhang, and C. Xu, A Numerical Method of the Euler-Bernoulli Beam with Optimal Local Kelvin-Voigt Damping, Journal of Applied Mathematics, Vol. 2014 , 2014.
  21. H. Liang, Z. Ren, C. Xu and J. Yan, Optimal Homing Trajectory Design for Parafoil Systems Using the Control Parameterization Method (in Chinese), Control Theory and Applications, Vol. 32, pp. 1003 - 1011, 2015. (EI收录)
  22. C. Xu, Z. Ren, Y. Ou, E. Schuster, X. Yu, Pseudospectral Expansion-based Model Reduction for Control and Boundary Observation of Unstable Parabolic PDEs, Journal of Control Theory & Applications, Vol. 7, pp.793 - 800, 2013. (EI收录)

  • Selected Conference Papers
  1. D. Zeng, Z. Wu, Z. Ren and S. Xie. Face Recognition via Optimal Mean Robust Linear Discriminant Analysis, In Chinese Automation Congress (CAC 2018), Nov 30- Dec. 2, Xi'An, China, 2018. IEEE.
  2. J. Sun, Z. Wu, D. Zeng, Z. Ren. A New Representation for Data: Sparse and Low-Rank , In Chinese Automation Congress (CAC 2018), Nov 30- Dec. 2, Xi'An, China, 2018. IEEE.
  3. S. Liu, Z. Ren, Z. Wu & S. Xie. An effective and robust spectral clustering approach for subspace classification, 2018 IEEE International Conference on Information, Cybernetics, and Computational Social Systems (2018 ICCSS), Hangzhou, China, August 16-19, 2018.
  4. Z. Ren, Z. Wu, S. Guo, & Z. Li. Optimal parameter and state estimation in 1D magnetohydrodynamic flow system. In Chinese Automation Congress (CAC), 2017 (pp. 2208-2213). IEEE.
  5. Z. Ren, X. Liu, C. Xu, T. Chen, & Z. Wu. Optimal control for realizing target flow velocity in 1D MHD flow. In Chinese Control Conference (CCC), 2017 36th Chinese (pp. 1591-1596). IEEE.
  6. T. Chen, C. Xu, Z. Ren, & Q. Qian. (2017, July). Optimal boundary control of 1D colloid transport in a dead-end channel. In Control Conference (CCC), 2017 36th Chinese(pp. 1585-1590). IEEE.
  7. Z. Ren, C. Xu, Q. Lin, R. Loxton, Output Stabilization of Boundary-controlled Parabolic PDEs via Gradient-based Dynamic Optimization, American Control Conference, Chicago, IL, USA, 2015.
  8. Z. Ren, C. Xu, Q. Lin, R. Loxton and K. Teo, Finite Element Approximation and Input Parameterization for the Optimal Control of Current Profiles in Tokamak Plasmas, 19th IFAC World Congress, August 24 - 29, 2014, Cape Town, South Africa.
  9. Z. Ren, C. Xu, Q. Lin and R. Loxton, Dynamic Optimization of Tokamak Plasmas via Control Parameterization and the Time-scaling Transformation, Chinese Control Conference (CCC2015), July 28 - 30, 2015, Hangzhou, China.
  10. Z. Ren, C. Xu, J. Chu, Exponential Stabilization of Unstable Diffusion-reaction PDEs with Mixed Boundary Condition, Chinese Control Conference (CCC2013), July 26 - 28, 2013, Xi'An, China.