个人简介
葛明峰,教授,博士生导师,机械工程系主任
IEEE Senior Member, TCCT Member(http://tcct.amss.ac.cn/group/mac.html)
入选《全球前2%顶尖科学家榜单2023》(斯坦福大学和爱思唯尔联合发布)
主页:https://www.researchgate.net/profile/Ming_Feng_Ge
E-mail:gemf@cug.edu.cn
学习与工作经历
2021.12~至今,澳门新葡萄新京威尼斯987,机电学院,机械工程系,系主任
2021.06~至今,澳门新葡萄新京威尼斯987,机电学院,机械工程系,教授
2018.07~2021.12,澳门新葡萄新京威尼斯987,机电学院,机械工程系,副系主任
2017.02~2021.04,澳门新葡萄新京威尼斯987,机电学院,机械工程系,副教授
2010.09~2016.09,华中科技大学自动化学院,控制科学与工程,工学博士
2016.02~2016.03,日本神户大学,Luo Zhiwei教授机器人实验室,学术访问
2004.09~2008.06,华中科技大学控制科学与工程系,自动化专业,工学学士
研究方向
围绕机器人、自动控制、深度学习等人工智能领域的前沿基础问题,开展智能机器人、集群无人系统、图神经网络、先进控制等技术的交叉融合研究
基于机器视觉和智能控制算法,研究视觉反馈下集群无人系统的智能控制、多机器人系统的协同控制;Human-in-the-loop遥操作机器人的先进控制
基于复杂网络、自适应动态规划、强化学习等技术手段,考虑工业信息系统、现代ZZ体系等体系(System-of-Systems,SoS)的互操作性、不确定性、自主性、演化性等特性,研究适用于上述实际体系的架构设计新理论与新方法
智能电力系统(包括智能电网、可再生能源系统)的优化与控制、电力大数据分析
科研情况
主持国家级基金4项、湖北省基金2项、其他横向项目10项;在机器人、自动控制和人工智能领域发表论文150余篇,其中SCI论文116篇(包括IEEE汇刊和Automatica31篇、ESI高被引7篇);撰写Springer专著1章、Elsevier专著1章;授权多项发明专利
担任IEEE TAC、Automatica等期刊审稿人;获得IJRNC、JFI、AJC等多个国际期刊审稿奖项
受邀担任第38届中国控制会议的Section Co-Chair;受邀担任第45届IEEE工业电子学会年会的Special Section Organizer;受邀为ICMES 2017的Keynote Speaker;受邀于第22 届中国国际机电产品博览会主题论坛作特邀报告
与华中科技大学、清华大学、南洋理工大学、墨尔本皇家理工大学、佐治亚理工等知名高校保持密切合作;课题组研究生可前往清华大学、华中科技大学学习与深造
学术服务
青年编委,《机器人》,中国自动化学会与中国科学院沈阳自动化研究所主办,中国科学院主管
Section Editor, Science Progress (SAGE Journals)
Associate Editor, Electronics Letters (IET)
Associate Editor, International Journal of Dynamics and Control (Springer)
Associate Editor, Cyber-Physical Systems (Taylor & Francis Online)
Editor Board Member, Complex Engineering Systems (OAE Publishing Inc.)
Guest Editor, Special Issue “Challenges and Research Trends of Distributed Control and Optimization”, Energies (MDPI)
Guest Editor, Special Issue “Distributed Computing and Intelligent Control of Networked Systems”, Algorithms (MDPI)
学生培养
梁昌铎(2018~),发表SCI论文8篇,获发明专利2项,获博士/硕士国家奖学金
徐景喆(2019~),发表SCI论文3篇,获发明专利1项,获硕士国家奖学金
吴奕德(2019~),发表SCI论文2篇,获发明专利1项,获硕士国家奖学金
董玖旺(2019~),发表SCI论文1篇,获硕士国家奖学金
苏鹏(2019~),发表SCI论文1篇,获发明专利2项,获硕士国家奖学金
黄凯伦(2019~),发表SCI论文1篇,获硕士国家奖学金
科研项目
国家自然科学基金面上项目,基于云架构的多维度群集智能网络的协同控制与优化设计,62073301,在研,主持
国家自然科学基金重点项目,混杂智能无人系统的自主协同与博弈,62233007,在研,承担单位课题负责人
国家自然科学基金青年项目,基于人机协作的异质多智能体网络的协同控制,61703374,已结题,主持
中国博士后基金第66批面上项目,多机器人分层控制理论,2019M662801,已结题,主持
湖北省自然科学基金面上项目,面向生产线密集型作业的协作多机器人智能控制,2021CFB516,在研,主持
湖北省支持企业技术创新发展项目,面向子母无人机集群系统的远程指挥控制与数据处理技术研发,2021BAB094,在研,主持
国网电力科学研究院科技攻关项目,以“云-边”为网络的多主体协同联合优化模型研究,2021076706,在研,主持
中央高校科研专项,基于Human-in-the-loop的多机器人系统运动控制,CUG170656,已结题,主持
横向项目,基于智能算法的新能源热管理控制技术开发,在研,主持
高校合作项目,全流程多环节数字化协同设计流程与技术方法,在研,主持
973项目子课题,肢体运动谱的机械创成与运动分治,2011CB013301,已结题,参与
部分论文列表
M.-F. Ge, Z.-W. Liu, L. Ding. Impulsive control of multi-agent systems with partial information. In: Handbook of Real-Time Computing. Springer, 2019, doi: 10.1007/978-981-4585-87-3_18-1. (Book Chapter)
J. Liu, Y. Xu, K. Zhou, M.-F. Ge*. Fault diagnosis and failure prognosis in hydraulic systems. In: Fault Diagnosis and Prognosis Techniques for Complex Engineering Systems. Elsevier, 2021, doi: 10.1016/B978-0-12-822473-1.00011-2. (Book Chapter)
M.-F. Ge, Z.-H. Guan, B. Hu, D.-X. He, R.-Q. Liao. Distributed controller-estimator for target tracking of networked robotic systems under sampled interaction. Automatica, 2016, 69: 410-417. (SCI, IF=5.944)
M.-F. Ge, Z.-W. Liu, G. Wen, X. Yu, T. Huang. Hierarchical controller-estimator for coordination of networked Euler-Lagrange systems. IEEE Transactions on Cybernetics, 2020, 50(6): 2450-2461. (ESI highly cited paper, SCI, IF=11.448)
Z. Hu, Y. Wang, M.-F. Ge, J. Liu. Data-driven fault diagnosis method based on compressed sensing and improved multiscale network. IEEE Transactions on Industrial Electronics, 2020, 67(4): 3216-3225. (ESI highly cited paper, SCI, IF=8.236)
L. Wang, Z. Zeng, M.-F. Ge. A disturbance rejection framework for finite-time and fixed-time stabilization of delayed memristive neural networks. IEEE Transactions on Systems, Man, and Cybernetics: Systems, 2021, 51(2): 905-915. (ESI highly cited paper, SCI, IF=13.451)
L. Wang, T. Dong, M.-F. Ge. Finite-time synchronization of memristor chaotic systems and its application in image encryption. Applied Mathematics and Computation, 2019, 347: 293-305. (ESI highly cited paper, SCI, IF=4.091)
J.-Z. Xu, M.-F. Ge*, Z.-W. Liu, W.-Y. Zhang, W. Wei. Force-reflecting hierarchical approach for human-aided teleoperation of NRS with event-triggered local communication. IEEE Transactions on Industrial Electronics, 2022, 69(3): 2843-2854. (SCI, IF=8.236)
C.-D. Liang, M.-F. Ge*, Z.-W. Liu, X.-S. Zhan, Ju H. Park. Predefined-time stabilization of T-S fuzzy systems: A novel integral sliding mode based approach. IEEE Transactions on Fuzzy Systems, 2022, doi: 10.1109/TFUZZ.2022.3152834. (SCI, IF=12.029)
C.-D. Liang, M.-F. Ge*, Z.-W. Liu, Y.-W. Wang, B. Li. Multitarget tracking for multiple Lagrangian plants with input-to-output redundancy and sampled-data interactions. IEEE Transactions on Systems, Man, and Cybernetics: Systems, 2021, doi: 10.1109/TSMC.2021.3129823. (SCI, IF=13.451)
C.-D. Liang, M.-F. Ge*, J.-Z. Xu, Z.-W. Liu, F. Liu. Secure and privacy-preserving formation control for networked marine surface vehicles with sampled-data interactions. IEEE Transactions on Vehicular Technology, 2021, doi: 10.1109/TVT.2021.3133902. (SCI, IF=5.978)
T.-F. Ding, M.-F. Ge*, Z.-W. Liu, Y.-W. Wang, H.-R. Karimi. Discrete-communication-based bipartite tracking of networked robotic systems via hierarchical hybrid control. IEEE Transactions on Circuits and Systems I: Regular Papers, 2020, 67(4): 1402-1412. (SCI, IF=3.605)
C.-D. Liang, M.-F. Ge*, Z.-W. Liu, Y.-W. Wang, H.-R. Karimi. Output multiformation tracking of networked heterogeneous robotic systems via finite-time hierarchical control. IEEE Transactions on Cybernetics, 2021, 51(6): 2893-2904. (SCI, IF=11.448)
T.-F. Ding, M.-F. Ge*, Z.-W. Liu, Y.-W. Wang, H.-R. Karimi. Lag-bipartite formation tracking of networked robotic systems over directed matrix-weighted signed graphs. IEEE Transactions on Cybernetics, 2020, doi: 10.1109/TCYB.2020.3034108. (SCI, IF=11.448)
Y.-D. Wu, M.-F. Ge*, Z.-W. Liu, W.-Y. Zhang, W. Wei. Distributed CPS-Based secondary control of microgrids with optimal power allocation and limited communication. IEEE Transactions on Smart Grid, 2022, 13(1): 82-95. (SCI, IF=8.960)
L. Wang, H. He, Z. Zeng, M.-F. Ge. Model-independent formation tracking of multiple Euler-Lagrange systems via bounded inputs. IEEE Transactions on Cybernetics, 2021, 51(5): 2813-2823. (SCI, IF=11.448)
Y. Zhai, Z.-W. Liu, M.-F. Ge, G. Wen, X. Yu, Y. Qin. Trusted-region subsequence reduction for designing resilient consensus algorithms. IEEE Transactions on Network Science and Engineering, 2021, 8(1): 259-268. (SCI, IF=3.894)
X.-Y. Yao, Ju H. Park, H.-F. Ding, M.-F. Ge. Coordination of a class of underactuated systems via sampled-data-based event-triggered schemes. IEEE Transactions on Systems, Man, and Cybernetics: Systems, 2021, doi: 10.1109/TSMC.2020.3048201. (SCI, IF= 13.451)
X.-Y. Yao, Ju H. Park, H.-F. Ding, M.-F. Ge. Event-triggered consensus control for networked underactuated robotic systems. IEEE Transactions on Cybernetics, 2020, doi: 10.1109/TCYB.2020.3025604. (SCI, IF= 11.448)
M. Li, W. Wei, Y. Chen, M.-F. Ge, J. P. S. Catalao. Learning the optimal strategy of power system operation with varying renewable generations. IEEE Transactions on Sustainable Energy, 2021, doi: 10.1109/TSTE.2021.3088951. (SCI, IF=7.521)
L. Wang, S. Jiang, M.-F. Ge, C. Hu, J. Hu. Finite-/fixed-time synchronization of memristor chaotic systems and image encryption application. IEEE Transactions on Circuits and Systems I: Regular Papers, 2021, doi: 10.1109/TCSI.2021.3121555. (SCI, IF=3.605)
L. Zhong, M.-F. Ge, S. Zhang, Y. Liu. Rate aware fuzzy clustering and stable sensor association for loading balancing in WSNs. IEEE Internet of Things Journal, 2022, 9(5): 3559-3573. (SCI, IF= 9.471)
X. Tu, W. Xie, Z. Chen, M.-F. Ge, T. Huang, C. Song, H.-Y. Fu. Analysis of deep neural network models for inverse design of silicon photonic grating coupler. IEEE Journal of Lightwave Technology, 2021, 39(9): 2790-2799. (SCI, IF= 4.142)
M.-F. Ge, Y. Liu, X. Jiang, J. Liu. A review on state of health estimations and remaining useful life prognostics of lithium-ion batteries. Measurement, 2021, 174: 109057. (SCI, IF=3.927)
M.-F. Ge, Z.-H. Guan, C. Yang, C.-Y. Chen, D.-F. Zheng, M. Chi. Task-space coordinated tracking of multiple heterogeneous manipulators via controller-estimator approaches. Journal of the Franklin Institute, 2016, 353(15): 3722-3738. (SCI, IF=4.504)
M.-F. Ge, Z.-H. Guan, C. Yang, T. Li, Y.-W. Wang. Time-varying formation tracking of multiple manipulators via distributed finite-time control. Neurocomputing, 2016, 202: 20-26. (SCI, IF=5.719)
M.-F. Ge, C.-H. Xiong, Z.-W. Liu, J. Liu, X.-W. Zhao. Coordinated tracking for networked robotic systems via model-free controller-estimator algorithms. Journal of the Franklin Institute, 2017, 354: 5646-5666. (SCI, IF=4.504)
M.-F. Ge, Z. Ge, H. Pan, Y. Liu, Y. Xu, J. Liu. A deep condition feature learning approach for rotating machinery based on MMSDE and optimized SAEs. Measurement Science and Technology, 2021, 32: 035101. (SCI, IF=2.046)
J.-Z. Xu, M.-F. Ge*, G. Ling, F. Liu, J.-H. Park. Hierarchical predefined-time control of teleoperation systems with state and communication constraints. International Journal of Robust and Nonlinear Control, 2021, 31: 9652–9675. (SCI, IF= 4.406)
J.-W. Dong, C.-D. Liang, M.-F. Ge*, T.-F. Ding, X.-W. Zhao, Z.-W. Liu. Finite-time multi-target tracking of networked Euler-Lagrange systems via hierarchical active disturbance rejection control. International Journal of Control, 2021, doi: 10.1080/00207179.2021.1934548. (SCI, IF= 2.888)
C.-D. Liang, M.-F. Ge*, Z.-W. Liu, G. Ling, F. Liu. Predefined-time formation tracking control of networked marine surface vehicles. Control Engineering Practice, 2021, 107: 104682. (SCI, IF= 3.475)
G. Ling, M.-F. Ge*, X. Liu, G. Xiao, Q. Fan. Stochastic quasi-synchronization of heterogeneous delayed impulsive dynamical networks via single impulsive control. Neural Networks, 2021, 139: 223-236. (SCI, IF= 8.050)
T.-F. Ding, M.-F. Ge*, C.-H. Xiong*, J.-H. Park. Bipartite consensus for networked robotic systems with quantized-data interactions. Information Sciences, 2020, 511: 229-242. (SCI, IF= 6.795)
J.-Z. Xu, M.-F. Ge*, T.-F. Ding, C.-D. Liang, Z.-W. Liu. Neuro-adaptive fixed-time trajectory tracking control for human-in-the-loop teleoperation with mixed communication delays. IET Control Theory & Applications, 2020, 14(19): 3193-3203. (SCI, IF= 3.527)
Y.-D. Wu, M.-F. Ge*, T.-F. Ding, C.-Y. Chen, G. Ling. Task-space bipartite tracking of networked robotic systems via hierarchical finite-time control. Nonlinear Dynamics, 2020, 100: 3469-3483. (SCI, IF= 5.022)
T.-F. Ding, M.-F. Ge*, C.-H. Xiong*, J.-H. Park, M. Li. Second-order bipartite consensus for networked robotic systems with quantized-data interactions and time-varying transmission delays. ISA Transactions, 2021, 108: 178-187. (SCI, IF= 5.468)
X.-Y. Yao, H.-F. Ding*, M.-F. Ge*. Task-space tracking control of multi-robot systems with disturbances and uncertainties rejection capability. Nonlinear Dynamics, 2018, 92: 1649-1664. (SCI, IF=5.022)
M. Li, C. Mao, M.-F. Ge*, J. Gan. Data-driven iterative feedforward control with rational parametrization: Achieving optimality for varying tasks. Journal of the Franklin Institute, 2019, 356: 6352-6372. (SCI, IF=4.504)
X.-Y. Yao, H.-F. Ding*, M.-F. Ge*. Synchronization control for multiple heterogeneous robotic systems with parameter uncertainties and communication delays. Journal of the Franklin Institute, 2019, 356: 9713-9729. (SCI, IF=4.504)
C.-D. Liang, L. Wang, X.-Y. Yao, Z.-W. Liu, M.-F. Ge*. Multi-target tracking of networked heterogeneous collaborative robots in task space. Nonlinear Dynamics, 2019, 97: 1159-1173. (SCI, IF= 5.022)
X.-Y. Yao, H. Ding*, M.-F. Ge*. Fully distributed control for task-space formation tracking of nonlinear heterogeneous robotic systems. Nonlinear Dynamics, 2019, 96: 87-105. (SCI, IF= 5.022)
J.-J. He, Y.-Q. Lin, M.-F. Ge*, C.-D. Liang, T.-F. Ding. Adaptive finite-time cluster synchronization of neutral-type coupled neural networks with mixed delays. Neurocomputing, 2020, 384: 11-20. (SCI, IF=5.719)
G. Ling, M.-F. Ge*, Y.-H. Tong, Q. Fan. Exponential synchronization of delayed switching genetic oscillator networks via mode-dependent partial impulsive control. Neural Processing Letters, 2021, 53: 1845-1863. (SCI, IF=2.908)
J.-J. He, H. Chen, M.-F. Ge*, T.-F. Ding, L. Wang, C.-D. Liang. Adaptive finite-time quantized synchronization of complex dynamical networks with quantized time-varying delayed couplings. Neurocomputing, 2021, 431: 90-99. (SCI, IF=5.719)
C.-D. Liang, M.-F. Ge*, Z.-W. Liu, G. Ling, X.-W. Zhao. A novel sliding surface design for predefined-time stabilization of Euler-Lagrange systems. Nonlinear Dynamics, 2021, 106: 445-458. (SCI, IF= 5.022)
K.-L. Huang, M.-F. Ge*, C.-D. Liang, J.-W. Dong, X.-W. Zhao. Hierarchical predefined-time control for time-varying formation tracking of multiple heterogeneous Euler-Lagrange agents. Nonlinear Dynamics, 2021, 105: 3255-3270. (SCI, IF= 5.022)