朱松，男，1982年生，江苏宿迁人，教授，博士(后)，博士生导师，2010年博士毕业于华中科技大学；获湖北省自然科学奖，江苏省高等学校科学技术研究成果奖，江苏省工业与应用数学学会科学技术奖；主持国家自然科学基金重点项目课题，面上项目等10余项；在IEEE汇刊，中国科学等国际著名期刊发表SCI学术论文100余篇，单篇影响因子大于10的30余篇；2017年,2021年,2022年借调于国家自然科学基金委员会信息科学部。研究方向：随机系统稳定性理论、神经网络动力学行为、忆阻器、流体网络。

研究生院系统主页：http://yjsxt.cumt.edu.cn/Gwork/Teacher/TeacherInfo.aspx?EID=LaosoqV95oYeiZLvFpgWfHEcsrnkiPnz

代表性论文如下：

[86]Han Yu, Song Zhu, Shiping Wen, Chaoxu Mu, Finite-time stability in probability of stochastic delay systems via generalized Halanay inequality, Systems & Control Letters, DOI:

[85]Zhenhua Wang, Youdao Ma, Song Zhu, Thach Ngoc Dinh,Yi Shen, Interval Analysis for Neural Networks with Application to Fault Detection, SCIENCE CHINA:Information Sciences, DOI:

[84] Yuchun Wang, Li Wang, Hu Shao, Song Zhu,  Trade off analysis between fixed time stabilization and energy consumption of nonlinear stochastic systems, International Journal of Robust and Nonlinear Control, DOI:10.1002/rnc.7717 

[83] Boqian Li, Yuting Cao, Yin Yang, Song Zhu, Zhenyuan Guo, Tingwen Huang, Shiping Wen, Quadratic Programming Consensus Tracking Control of Uncertain Multiagent Systems via Event-Triggered Mechanism, IEEE Transactions on Systems, Man, and Cybernetics: Systems DOI:10.1109/TSMC.2024.3459850 

[82] Kai Zhong, Jiefei Yu, Song Zhu, Xiaoming Zhang, A Unified Framework With Collaborative  Reasoning Capacity for Nonuniform Industrial Processes Root Cause Identification, IEEE Transactions on Instrumentation and Measurement, 73(2024)3540011 

[81] Boqian Li, Zhenyuan Guo, Cheng Hu, Song Zhu, Shiping Wen, Safe Formation Control  of Uncertain Multiagent Systems From a Bayesian Perspective, IEEE Transactions on Automatic  Control DOI:10.1109/TAC. 2024.3470928

[80] Boqian Li, Shengbo Wang, Zhenyuan Guo, Song Zhu, Junjian Huang, Junwei Sun, Guanghui Wen , Shiping Wen, Safe Control Framework of Multi-Agent Systems From a Performance Enhancement Perspective，IEEE Transactions on Automation Science and Engineering DOI:10.1109/TASE. 2024.3466791

[79] Mingxin Wang, Song Zhu, Weiwei Luo, Zhen Zhang, Finite-/Fixed-Time Synchronization of Coupled Memristive Neural Networks With Actuator Nonlinearity and Applications in Secure  Communication, IEEE Transactions on Circuits and Systems-I , DOI:10.1109/TCSI. 2024. 3486586 

[78] Qianyu Zhao, Song Zhu, Zhen Zhang. Weiwei Luo, Shiping Wen, Multistability of Almost Periodic Solutions for Fuzzy Competitive NNs With Time-Varying Delays, IEEE Transactions on Neural Networks and Learning Systems DOI:10.1109/TNNLS.2024.3474249 

[77] Mouquan Shen, Zihao Wang, Song Zhu, Xudong Zhao, Guangdeng Zong, Qingguo Wang, Neural Network Adaptive Iterative Learning Control forStrict-Feedback Unknown Delay Systems Against Input Saturation,  IEEE Transactions on Neural Networks and Learning Systems DOI:10.1109/TNNLS.2024.3452721 

[76] Jun Zhang, Song Zhu, Kaining Wu, Mouquan Shen, Shiping Wen, Finite-Time Stabilization of Semi-Markov Reaction-Diffusion Memristive NNs With Unbounded Time-Varying Delays, IEEE Transactions on Circuits and Systems-I , DOI:10.1109/TCSI.2024.3459913 

[75] Chaoxu Mu , Ke Wang , Song Zhu , Guangbin Cai, Decentralized Triggering and Event-Based Integral Reinforcement Learning for Multiplayer Differential Game Systems，IEEE Transactions on Emerging Topics in Computational Intelligence DOI:10.1109/TETCI. 2024.3372389

[74] Chenyi Si, Chaoxu Mu, Ke Wang, Song Zhu, Jinpeng Yu, Fuzzy-Based Optimal Control for Stochastic Nonlinear Systems With Constrained Inputs via Dynamic Event-Triggering, IEEE Transactions on Fuzzy Systems  32,8(2024)4522-4533 

[73] Yuxin Jiang, Song Zhu, Xiaoyang Liu, Shiping Wen, Chaoxu Mu, Input-to-state stability of delayed memristor-based inertial neural networks via nonreduced order method, Neural Networks, 178 (2024) 106545 

[72] Jiarui Wang, Song Zhu, Chaoxu Mu, Xiaoyang Liu, Shiping Wen, Unified analysis on multistablity of fraction-order multidimensional-valued memristive neural networks, Neural Networks, 179 (2024) 106498

[71] Jing Ping, Song Zhu, Weiwei Luo, Zhen Zhang, Hyper-Exponential Stabilization of Neural Networks by Event-Triggered Impulsive Control With Actuation Delay, IEEE Transactions on Neural Networks and Learning Systems, DOI:10.1109/TNNLS.2024.3402311

[70] Song Zhu, Moxuan Guo, Chaoxu Mu, Xiaoyang Liu, Shiping Wen, Reachable Set Estimation for Delayed Memristive Neural Networks With Bounded Disturbances, IEEE Transactions on Systems, Man, and Cybernetics: Systems,54,9(2024)5523-5528

[69] Jun Zhang, Song Zhu, Xiaoyang Liu, Shiping Wen, Chaoxu Mu, Finite-Time Stabilization of Inertial Memristive Neural Networks via Non-Reduced Order Method, IEEE Transactions on Neural Networks and Learning Systems, DOI:10.1109/TNNLS.2024.3422655

[68] Qianyu Zhao, Song Zhu, Chaoxu Mu, Xiaoyang Liu, Shiping Wen, Multistability of Complex-Valued NNs with General Periodic-Type Activation Functions and Its Application to Associative Memories, IEEE Transactions on Systems Man and Cybernetics: Systems,   54, 6 (2024) 3749-3761

[67] Mouquan Shen, Wuxing Zheng, Song Zhu, Huaicheng Yan, Tingwen Huang, Intermittent Iterative Learning Control for Robot Manipulators Under Packet Dropouts, IEEE Transactions on Automation Science and Engineering,  DOI：10.1109/TASE.2024.3365813

[66] Chongyang Chen, Yiyan Han, Song Zhu, Zhigang Zeng, Neural Network-Based Fixed-time Tracking and Containment Control of Second-order Heterogeneous Nonlinear Multiagent Systems, IEEE Transactions on Neural Networks and Learning Systems  DOI: 10.1109/TNNLS.2023.3262925

[65] Song Zhu, Yuanchu Shen, Chaoxu Mu, Xiaoyang Liu, Shiping Wen, Generalized Type Multistability of Almost Periodic Solutions for Memristive Cohen-Grossberg Neural Networks, IEEE Transactions on Neural Networks and Learning Systems  35,7(2024)9483-949

[64] Mingxin Wang, Song Zhu, Mouquan Shen, Xiaoyang Liu, and Shiping Wen, Fault-Tolerant Synchronization for Memristive Neural Networks with Multiple Actuator Failures, IEEE Transactions on Cybernetics  54,9(2024)5092-5101 

[63] Yu Gao, Kaining Wu, Song Zhu, Interval Estimation for Delayed Reaction-Diffusion Systems, IEEE Transactions on Automation Science and Engineering,  DOI：10.1109/TASE. 2024.3360247

[62] Zhenyu Xu, Song Zhu, Weiwei Luo, Xiaoyang Liu，Shiping Wen，Fixed‐time synchronization and energy cost estimation of delayed coupled neural networks，International Journal of Robust and Nonlinear Control，34 (2024) 4064-4078

[61] Chaoxu Mu,Wei Su,Ke Wang,Song Zhu,Zhijia Zhao, Resilience-based Output Formation-Containment Control of Nonlinear MASs against DOS Attacks, IEEE Transactions on Circuits and Systems--I: Regular Papers DOI: 10.1109/TCSI.2024.3349553

[60] Xianming Wang, Mouquan Shen, Song Zhu, Huaicheng Yan, Data-Driven Finite-Time Control for Nonlinear Systems With Event-Triggered Output, IEEE Transactions on Circuits and Systems--II: Express Briefs 71,10(2024)4496-4500

[59] Jing Ping, Song Zhu, Mouquan Shen, Xiaoyang Liu, Shiping Wen, Generalized Halanay-Type Inequalities for Finite-Time Stabilization of Delayed Systems, IEEE Transactions on Circuits and Systems II: Express Briefs  71, 4 (2024) 2194-2198

[58] Mouquan Shen, Xianming Wang, Song Zhu, Zhengguang Wu, Tingwen Huang, Data-driven event-triggered adaptive dynamic programming control for nonlinear systems with input saturation, IEEE Transactions on Cybernetics  54,2 (2024)1178-1188

[57] Minghao Hui, Xiaoyang Liu, Song Zhu, Jinde Cao, Event-triggered impulsive cluster synchronization of coupledreaction–diffusion neural networks and its application to image encryption, Neural Networks 170 (2024) 46-54

[56] Yue Chen, Song Zhu, Huaicheng Yan, Mouquan Shen, Xiaoyang Liu, Shiping Wen, Event-Based Global Exponential Synchronization for Quaternion-Valued Fuzzy Memristor Neural Networks with Time-Varying Delays, IEEE Transactions on Fuzzy Systems  32, 3 (2024) 989-999

[55] Mouquan Shen, Yang Gu, Song Zhu, Guangdeng Zong, Xudong Zhao, Mismatched Quantized H∞Output-Feedback Control of Fuzzy Markov Jump Systems with a Dynamic Guaranteed Cost Triggering Scheme, IEEE Transactions on Fuzzy Systems  32,4 (2024) 1681-1692

[54] Chuntao Pang, Song Zhu, Mouquan Shen, Xiaoyang Liu, Shiping Wen, Novel Exponential Stability Criteria for Swithched Neutral-Type Neural Networks with Mixed Delays, IEEE Transactions on Circuits and Systems II: Express Briefs   71,3(2024) 1306-1310

[53] Song Zhu, Jiahui Zhang, Xiaoyang Liu, Mouquan Shen, Shiping Wen, Chaoxu Mu, Multistability and Robustness of Competitive NNs With Time-Varying Delays, IEEE Transactions on Neural Networks and Learning Systems  DOI: 10.1109/ TNNLS.2023.3321434

[52] Yue Chen, Song Zhu, Mouquan Shen, Xiaoyang Liu, Shiping Wen, Event-Based Output Quantized Synchronization Control for Multiple Delayed Neural Networks, IEEE Transactions on Neural Networks and Learning Systems   35,1(2024)428-438

[51] Xiaofang Hu, Leiming Wang, Guici Chen, Song Zhu, Shiping Wen, Intermittent boundary control for robust fixed-time stabilization of uncertain reaction-diffusion systems, International Journal of Robust and Nonlinear Control  34,4(2024) 2457-2471

[50] Chongyang Chen, Yiyan Han, Song Zhu, Zhigang Zeng, Prescribed-Time Cooperative Output Regulation of Heterogeneous Multi-Agent Systems,  IEEE Transactions on Industrial Informatics  20,2(2024)2432-2443

[49] Yao Xu, Chunyu Yang, Linna Zhou, Lei Ma, Song Zhu, Adaptive event-triggered synchronization of neural networks under stochastic cyber-attacks with application to Chua’s circuit, Neural Networks 166(2023)11-21

[48] Jinrong Yang, Guici Chen, Song Zhu, Shiping Wen, Junhao Hu, Fixed/prescribed-time synchronization of BAM memrisitive neural networks with time-varying delays via convex analysis,  Neural Networks  163 (2023) 53-63

[47] Mouquan Shen, Tu Zhang, Zhengguang Wu, Qingguo Wang, Song Zhu, Interarive Interval Estimation Based Fault Detection for Discrete Time Fuzzy Systems,  IEEE Transactions on Systems Man and Cybernetics: Systems   53,11 (2023)6966-6974 

[46] Junlan Wang, Xin Wang, Xian Zhang, Song Zhu, Global h-Synchronization for High-Order Delayed Inertial Neural Networks via Direct SORS Strategy, IEEE Transactions on Systems Man and Cybernetics:Systems 53,11(2023)6693-6704 

[45] Zheng You, Huaicheng Yan, Hao Zhang, Yunsong Hu, Song Zhu, Aperiodic Sampled-Data-Based Control for T-S Fuzzy Systems: An Improved Fuzzy-Dependent Adaptive Event-Triggered Mechanism, IEEE Transactions on Fuzzy Systems   31,11(2023)4085-4096

[44] Fei Wei, Guici Chen, Song Zhu, Multi-cases  finite-time stabilization of stochastic memristor neural network with PI adaptive control, SCIENCE CHINA: Information Sciences 66(2023):222207

[43] Jing Ping, Song Zhu, Mingxiao Shi, Siman Wu, Mouquan Shen, Xiaoyang Liu, Shiping Wen, Event-Triggered Finite-Time Synchronization Control for Quaternion-Valued Memristive Neural Networks by An Non-Decomposition Method，IEEE Transactions on Network Science and Engineering  10,6(2023)3609-3619

[42] Jiaqi Chang, Hongjun Shi, Song Zhu, Donghua Zhao,  Yongzheng Sun, Time Cost for Consensus of Stochastic Multi-agent Systems with Pinning Control, IEEE Transactions on Systems Man and Cybernetics: Systems   53,1 (2023) 2168-2216

[41] Yue Chen, Song Zhu, Chaoxu Mu, Xiaoyang Liu, Shiping Wen, Improved Criteria for Stability of a Class of Recurrent Neural Networks With Generalized Piecewise Constant Argument, IEEE Transactions on Systems Man and Cybernetics: Systems 53,11(2023)7246-7255

[40] Linhao Zhao, Shiping Wen, Zhenyuan Guo, Kaibo Shi, Jianying Xiao, Song Zhu, Tingwen Huang,  Finite-time Nonchattering Synchronization of  Coupled Neural Networks with Multi-weights, IEEE Transactions on Network Science and Engineering  10,4(2023)2212-2225 

[39] Zhenyu Xu, Song Zhu, Xiaoyang Liu, Shiping Wen, Finite/fixed-time synchronization of nonidentical chaotic delayed neural networks with Markovian jump and uncertainties via sliding mode control, International Journal of Robust and Nonlinear Control  33(2023)10064-10082 

[38] Dandan Zhang, Song Zhu, Heng Zhang, Weisheng Si, Wei Xing Zheng, Fixed-Time Consensus for Multiple Mechanical Systems With Input Dead-Zone and Quantization Under Directed Graphs, IEEE Transactions on Network Science and Engineering  10,3 (2023)1525-1536  

[37] Linhao Zhao, Shiping Wen, Song Zhu, Zhenyuan Guo, Tingwen Huang,  Robust H_{\infty} Pinning Sychronization for Multiweighted Coupled Reaction-Diffusion Neural Networks, IEEE Transactions on Cybernetics   53,10(2023)6549-6561 

[36] Chongyang Chen, Yiyan Han, Song Zhu, Zhigang Zeng, Distributed Fixed Time Tracking and Containment Control for Second-Order Multiagent Systems: A Nonsingular Sliding-mode Control Approach, IEEE Transactions on Network Science and Engineering   10,2(2023)687-697  

[35]  Xiangjuan Yao, Qian  Zhao, Dunwei Gong,  Song Zhu, Solution of Large-scale Many-objective Optimization Problems Based on Dimension Reduction and Solving Knowledge Guided Evolutionary Algorithm, IEEE Transactions on Evolutionary Computation  27,3(2023)416-429  

[34] Shengbo Wang, Bo Lyu, Shiping Wen, Kaibo Shi, Song Zhu, Tingwen Huang,  Robust Adaptive Safety-Critical Control for Unknown Systems With Finite-Time Elementwise Parameter Estimation, IEEE Transactions on Systems Man and Cybernetics: Systems   53,3 (2023) 1607-1617 

[33] Song Zhu, Chongyang Chen, Shiping Wen, Controller design for finite-time attractive and energy consumption of stochastic nonlinear systems, International Journal of Control  96, 1 (2023)74-81 

[32] Yuanchu Shen, Song Zhu, Xiaoyang Liu, Shiping Wen,  Multiple Mittag-Leffler Stability of Fractional-Order Complex-Valued Memristive Neural Networks with Delays，IEEE Transactions on Cybernetics   53,9(2023)5815-5825 

[31] Chongyang Chen, Song Zhu, Zhigang Zeng, Trade off Analysis Between Control Time and Energy Consumption for Delayed Neural Networks With Discontinuous Activation Functions, IEEE Transactions on Neural Networks and Learning Systems  34,8(2023)5012-5023 

[30] Jingjing Wang, Song Zhu, Xiaoyang Liu, Shiping Wen,  Mittag-Leffler stability of fractional-order quaternion-valued memristive neural networks with generalized piecewise, Neural Networks 162 (2023) 175-185 

[29] Song Zhu, Yu Gao, Yuxin Hou, Chunyu Yang，Reachable Set Estimation for Memristive Complex-Valued Neural Networks with Disturbances，IEEE Transactions on Neural Networks and Learning Systems 34,12(2023)11029-11034 

[28] Kun Deng, Song Zhu, Gang Bao, Jun Fu, Zhigang Zeng, Multistability of Dynamic Memristor  Delayed Cellular Neural Networks With Application to Associative Memories, IEEE Transactions on Neural Networks and Learning Systems  34,2(2023)690-702   

[27] Zhen Zhang, Yinan Guo, Dunwei Gong, Song Zhu,  Hybrid extended state observer-based integral sliding mode control of the propulsion for a hydraulic roofbolter. Control Engineering Practice  126(2022)105260 

[26] Yuchun Wang, Song Zhu, Hu Shao, Yu Feng, Li Wang, Shiping Wen, Comprehensive analysis of fixed-time stability and energy cost for delayed  neural networks，Neural Networks  155(2022) 413-421 

[25] Xiaofang Hu, Leiming Wang,  Zhigang Zeng, Song Zhu, Junhao Hu, Settling-Time Estimation for Finite-Time Stabilization of Fractional-Order Quaternion-Valued Fuzzy NNs，IEEE Transactions on Fuzzy Systems  30,12 (2022) 5460-5472 

[24] Jiahui Zhang, Song Zhu, Gang Bao, Xiaoyang Liu, Shiping Wen,  Analysis and Design of Multi-Valued High-Capacity Associative Memories Based on Delayed Recurrent Neural Networks,  IEEE Transactions on Cybernetics    52(2022) 12989-13000 

[23] Linhao Zhao,  Shiping Wen, Min Xu, Kaibo Shi, Song Zhu,  Tingwen Huang, PID Control for Output Synchronization of Multiple Output Coupled Complex Networks, IEEE Transactions on Network Science and Engineering  9,3 (2022), 1553-1566 

[22] Shiping Wen, Xiaoze Ni,  Huamin Wang, Kaibo Shi, Song Zhu, Tingwen Huang,  Observer-Based Adapative  Synchronization of  Multiagent Systems With Unknown Parameters Under Attacks,  IEEE Transactions on Neural Networks and Learning Systems  33,7(2022)3109-3119 

[21] Kun Deng, Song Zhu, Wei Dai, Chunyu Yang, Shiping Wen, New Criteria on Stability of Dynamic Memristor  Delayed Cellular Neural Networks, IEEE Transactions on Cybernetics, 52,6(2022)5367-5379 

[20] Yuchun Wang, Song Zhu, Hu Shao, Li Wang, Shiping Wen, Trade off analysis between fixed-time stabilization and energy consumption of nonlinear neural networks，Neural Networks  148(2022) 66-73  

[19] Song Zhu, Chongyang Chen, Chunyu Yang, Jun Fu, Zhigang Zeng, Finite-Time Stabilization and Energy Consumption Estimation for Delayed Nonlinear Systems, IEEE Transactions on Systems Man and Cybernetics: Systems   52,3(2022) 1891-1900 

[18] Wei Dai, Xinyu Zhou, Depeng Li, Song Zhu, Xuesong Wang, Hybrid Parallel Stochastic Configuration Networks for Industrial Data Analytics, IEEE Transactions on Industrial Informatics  18(2022)2331-2341 

[17] Ailong Wu, Yue  Chen,   Song Zhu, Shiping Wen, Positivity and Stability of Cohen-Grossberg-Type Memristor Neural Networks With Unbounded Delays, IEEE Transactions on Circuits and Systems--I: Regular Papers  68,11,(2021) 4508-4519 

[16] Xiaoze Ni, Shiping Wen, Huamin Wang, Zhenyuan Guo, Song Zhu, Tingwen Huang,  Observer-Based Quasi-Synchronization of Delayed Dynamical Networks with Parameter Mismatch under Impulsive Effect, IEEE Transactions on Neural Networks and Learning Systems 32,7(2021)3046-3055 

[15] Yuanchu Shen, Song Zhu, Xiaoyang Liu, Shiping Wen, Multistability and associative memory of  neural networks with Morita-like activation functions, Neural Networks 142(2021)162-170 

[14] Yu Gao, Song Zhu, Chunyu Yang, Shiping Wen, State bounding for fuzzy memristive neural networks with bounded input disturbances, Neural Networks  134(2021)163-172 

[13] Chongyang Chen, Song Zhu, Min Wang, Chunyu Yang, Zhigang Zeng, Finite-time stabilization and energy consumption estimation for delayed neural networks with bounded activation function, Neural Networks 131 (2020) 163–171 

[12] Song Zhu, Dan Liu, Chunyu Yang, Jun Fu, Synchronization of Memristive Complex-Valued Neural Networks with Time Delays via Pinning Control Method. IEEE Transactions on Cybernetics 50(2020)3806-3815 

[11] Ruihan Chen, Song Zhu, Yongqiang Qi,  Yuxin Hou, Reachable set bounding for neural networks with mixed delays：Reciprocally convex approach. Neural Networks 125 (2020) 165–173 

[10] Chongyang Chen, Song Zhu, Yongchang Wei, Chunyu Yang, Finite-time Stability of Delayed Memristor-Based Fractional-Order Neural Networks. IEEE Transactions on Cybernetics  50,4(2020)1607-1616 

[9] Chongyang Chen, Song Zhu, Yongchang Wei, Closed-loop control of nonlinear neural networks: The estimate of Control time and energy cost. Neural Networks 117(2019)145-151 

[8] Dan Liu, Song Zhu, Kaili Sun, Global anti-synchronization of complex-valued memristive neural networks with time delays. IEEE Transactions on Cybernetics  49,5(2019)1735-1747 

[7] Dan Liu, Song Zhu, Kaili Sun, Anti-synchronization of complex-valued memristor-based delayed neural networks. Neural Networks 105 (2018)1-13 

[6] Song Zhu, Peng Shi, Cheng-Chew Lim, New criteria for stochastic suppression and stabilization of hybrid functional differential systems. International Journal of Robust and Nonlinear Control 28(13)(2018)3946-3958 

[5] Song Zhu, Wenting Chang, Dan Liu. Almost sure exponential stability of stochastic fluid networks with nonlinear control. International Journal of Control  91,(2)(2018)400-410 

[4] Dan Liu, Song Zhu, Er Ye, Synchronization stability of memristor-based complex-valued neural networks with time delays. Neural Networks  96(2017)115-127 

[3] Song Zhu, Qiqi Yang, Yi Shen. Noise further expresses exponential decay for globally exponentially stable time-varying delayed neural networks. Neural Networks 77 (2016) 7–13 

[2] Weiwei Luo, Kai Zhong，Song Zhu, Yi Shen. Further results on robustness analysis of global exponential stability of recurrent neural networks with time delays and random disturbances. Neural Networks 53 (2014) 127–133 

[1] Song Zhu, Yi Shen. Robustness analysis for connection weight matrices of global exponential stability of stochastic recurrent neural networks. Neural Networks 38 (2013) 17-22