张森，男，副教授，硕士生导师，南京信息工程大学人工智能学院教师。主要从事硬件方向：忆阻神经元与神经网络，类脑仿生电路设计，神经网络与类脑计算，混沌电路与系统；软件方向：物联网安全应用(语音、图像和视频保密通信)，混沌理论与AI交叉应用(生成对抗模型、扩散模型)，智能优化算法(图像分类、图像识别、路径规划、微弱信号检测)研究。主持国家自然科学基金青年基金项目1项、江苏省自然科学基金青年基金项目1项、江苏省高等学校基础科学（自然科学）研究面上项目1项，参与国家自然科学基金重点项目1项、面上项目2项。在IEEE-TIE、IEEE-TCAS-I、IEEE-TSMC-S等期刊发表学术论文30余篇，其中以第一/通讯作者发表SCI论文22篇，IEEE汇刊论文13篇，Top 1% ESI数据库高被引论文8篇，Top 0.1% ESI数据库热点论文1篇；授权国家发明专利3项。入选2023年度和2024年度“全球前2%顶尖科学家榜单”(World's Top 2% Scientists 2023, 2024)。

个人ResearchGate主页: https://www.researchgate.net/profile/Sen-Zhang-33

       欢迎勤奋踏实、求知欲强、有自主学习，良好沟通表达和英语书写能力的研究生加入课题组（研究生名额若干）；课题组经费充足，对取得优秀成果的学生提供经费支持参加国内外相关学术会议并给与一定科研奖励；课题组氛围融洽，鼓励自主学习，自由探索；同时欢迎课余时间充足、动手能力强的本科生加入，一起开启科研学习之旅；通过系统的科研训练和论文写作，为未来求职和进一步深造打下坚实基础。感兴趣的同学请将个人简历发至邮箱：SenS_Zhang@163.com

 

 

学术论文及专利

2024-至今

1. S. Zhang, C. Chen, Y. Zhang, J. Cai, X. Wang and Z. Zeng, "Multidirectional Multidouble-Scroll Hopfield Neural Network With Application to Image Encryption," IEEE Transactions on Systems, Man, and Cybernetics: Systems, vol. 55, no. 1, pp. 735-746, Jan. 2025. (SCI，中科院一区，Top期刊)

2. S. Zhang, Y. Li, X. Wang and Z. Zeng, "Initial Offset-Boosted Coexisting Hidden Chaos and Firing Multistability in Memristive Ring Neural Network With Hardware Implementation," IEEE Transactions on Industrial Electronics, vol. 72, no. 2, pp. 2024-2033, Feb. 2025. (SCI，中科院一区,Top期刊)

3. S. Zhang, X. Peng, X. Wang, C. Chen, and Z. Zeng, “A novel memristive multiscroll multistable neural network with application to secure medical image communication,” IEEE Transactions on Circuits and Systems for Video Technology, vol. 35, no. 2, pp. 1774–1786, Feb. 2025. (SCI，中科院一区,Top期刊)

4. S. Zhang, Y. Li, D. Lu, X. Wang and Z. Zeng, "A Universal Discrete Memristor With Application to Multi-Attractor Generation," IEEE Transactions on Circuits and Systems I: Regular Papers, vol. 71, no. 8, pp. 3764-3774, Aug. 2024. (SCI,中科院二区)

5. S. Zhang, Y. Li, D. Lu, X. Gao, C. Li and G. Chen, "A Novel Memristor Regulation Method for Chaos Enhancement in Unidirectional Ring Neural Networks," IEEE Transactions on Circuits and Systems I: Regular Papers, 2025, doi: 10.1109/TCSI.2025.3536028. (SCI，中科院二区)

6. S. Zhang, Y. Li, D. Lu, C. Li, "A novel memristive synapse-coupled ring neural network with countless attractors and its application," Chaos, Solitons & Fractals, 184, 115056, Jul. 2024. (SCI，中科院一区，Top期刊，ESI 1% Highly Cited Paper)

7. J. Wang(本科生), S. Zhang*, C. Chen, Y. Wang, X. Gao and Z. Wang, "Fully Memristive Autapse-coupled Unidirectional Ring Neural Network with Abundant Hidden Firing Dynamics and Its Hardware Implementation," Nonlinear Dynamics, 2025. (Under Review)

8. Y. Wang(本科生), S. Zhang*, Z. Wang, J. Wang, X. Peng and G. Hua, "Robust Enhanced Chaos in Memristive Multi-attractor Rulkov Neuron Model with Application to Hardware Image Cryptosystem," IEEE Internet of Things Journal, 2025. (Revise)

专利

1. 王杰, 张森, 陈成杰, 王燚晨, 丁鑫. 生成多方向多双涡卷混沌吸引子的忆阻神经网络电路. 国家发明专利，实审，2025.

2018-2023

1. Sen Zhang, Chunbiao Li, Jiahao Zheng, Xiaoping Wang, Zhigang Zeng, Xuenan Peng. Generating Any Number of Initial Offset-Boosted Coexisting Chua’s Double-Scroll Attractors via Piecewise-Nonlinear Memristor. IEEE Transactions on Industrial Electronics. 2022, 69(7): 7202-7212. (SCI，中科院一区，Top期刊，ESI 1% Highly Cited Paper)

2. Sen Zhang, Chunbiao Li, Jiahao Zheng, Xiaoping Wang, Zhigang Zeng, Guanrong Chen. Memristive Autapse-Coupled Neuron Model With External Electromagnetic Radiation Effects. IEEE Transactions on Industrial Electronics. 2023, 70(11): 11618-11627. (SCI，中科院一区， Top期刊，ESI 1% Highly Cited Paper)

3. Sen Zhang, Chunbiao Li, Jiahao Zheng, Xiaoping Wang, Zhigang Zeng, Guanrong Chen. Generating Any Number of Diversified Hidden Attractors via Memristor Coupling. IEEE Transactions on Circuits and Systems I: Regular Papers, 2021, 68(12): 4945-4956. (SCI，中科院二区)

4. Sen Zhang, Jiahao Zheng, Xiaoping Wang, Zhigang Zeng. A novel no-equilibrium HR neuron model with hidden homogeneous extreme multistability. Chaos, Solitons & Fractals, 2021, 145: 110761. (SCI，中科院一区，Top期刊，ESI 1% Highly Cited Paper)

5. Sen Zhang, Jiahao Zheng, Xiaoping Wang, Zhigang Zeng. Multi-scroll hidden attractor in memristive HR neuron model under electromagnetic radiation and its applications. Chaos: An Interdisciplinary Journal of Nonlinear Science, 2021, 31(1): 011101. (SCI，中科院二区，Top期刊，ESI 1% Highly Cited Paper)

6. Sen Zhang, Jiahao Zheng, Xiaoping Wang, Zhigang Zeng, Xuenan Peng. A novel nonideal flux-controlled memristor model for generating arbitrary multi-double-scroll and multi-double-wing attractors. International Journal of Bifurcation and Chaos, 2021, 31(06): 2150086. (SCI，中科院二区)

7. Sen Zhang, Xiaoping Wang, Zhigang Zeng. A simple no-equilibrium chaotic system with only one signum function for generating multidirectional variable hidden attractors and its hardware implementation. Chaos: An Interdisciplinary Journal of Nonlinear Science, 2020, 30(5): 053129. (SCI，中科院二区，Top期刊)

8. Sen Zhang, Jiahao Zheng, Xiaoping Wang, Zhigang Zeng, Shaobo He. Initial offset boosting coexisting attractors in memristive multi-double-scroll Hopfield neural network. Nonlinear Dynamics, 2020, 102(4): 2821-2841. (SCI，中科院二区，ESI 0.1% Highly Cited Paper)

9. Sen Zhang, Yicheng Zeng. A simple Jerk-like system without equilibrium: Asymmetric coexisting hidden attractors, bursting oscillation and double full Feigenbaum remerging trees. Chaos, Solitons & Fractals, 2019, 120: 25-40. (SCI，中科院一区，Top期刊)

10. Sen Zhang, Yicheng Zeng, Zhijun Li, Mengjiao Wang, Le Xiong. Generating one to four-wing hidden attractors in a novel 4D no-equilibrium chaotic system with extreme multistability. Chaos: An Interdisciplinary Journal of Nonlinear Science, 2018, 28(1): 013113. (SCI，中科院二区，Top期刊，ESI 1% Highly Cited Paper)

11. Sen Zhang, Yicheng Zeng, Zhijun Li, Chengyi Zhou. Hidden extreme multistability, antimonotonicity and offset boosting control in a novel fractional-order hyperchaotic system without equilibrium. International Journal of Bifurcation and Chaos, 2018, 28(13): 1850167. (SCI，中科院二区)

12. Sen Zhang, Yicheng Zeng, Zhijun Li. Chaos in a novel fractional order system without a linear term. International Journal of Non-Linear Mechanics, 2018, 106: 1-12. (SCI，中科院三区)

13. Sen Zhang, Yicheng Zeng, Zhijun Li. One to four-wing chaotic attractors coined from a novel 3D fractional-order chaotic system with complex dynamics. Chinese Journal of Physics, 2018, 56(3): 793-806. (SCI，中科院三区)

14. Sen Zhang, Yicheng Zeng, Zhijun Li,Mengjiao Wang, Le Xiong. A novel grid multiwing chaotic system with only non-hyperbolic equilibria. Pramana-Journal of Physics, 2018, 90(5): 1-9. (SCI，中科院四区)

15. Sen Zhang, Yicheng Zeng, Zhijun Li. A novel four-dimensional no-equilibrium hyper-chaotic system with grid multiwing hyper-chaotic hidden attractors. Journal of Computational and Nonlinear Dynamics, 2018, 13(9): 090908. (SCI，中科院四区)

16. Sen Zhang, Yicheng Zeng, Zhijun Li,Mengjiao Wang, Xu Zhang, De Chang. A novel simple no-equilibrium chaotic system with complex hidden dynamics. International Journal of Dynamics and Control, 2018, 6(4): 1465-1476. (SCI，中科院四区)

17. Jiahao Zheng, Sen Zhang, Zilu Wang, Xiaoping Wang, Zhigang Zeng. Multi-channel Weight-sharing Autoencoder Based on Cascade Multi-head Attention for Multimodal Emotion Recognition. IEEE Transactions on Multimedia, 2022. DOI: 10.1109/TMM.2022.3144885. (SCI，中科院一区，Top期刊)

18. Yongxin Li, Chunbiao Li, Sen Zhang, Guanrong Chen, Zhigang Zeng. A Self-Reproduction Hyperchaotic Map With Compound Lattice Dynamics. IEEE Transactions on Industrial Electronics, 2022, DOI: 10.1109/TIE.2022.3144592. (SCI，中科院一区，Top期刊，ESI 1% Highly Cited Paper)

19. Chao Yang, Xiaoping Wang, Zhanfei Chen, Sen Zhang, Zhigang Zeng. Memristive Circuit Implementation of Operant Cascaded With Classical Conditioning. IEEE Transactions on Biomedical Circuits and Systems, 2022, DOI: 10.1109/TBCAS.2022.3204742. (SCI，中科院二区)

20. Le Xiong, Sen Zhang, Yicheng Zeng, Boquan Liu. Dynamics of a new composite four–Scroll chaotic system. Chinese Journal of Physics, 2018, 56(5): 2381-2394. (SCI，中科院三区)

21. Lu Wang, Sen Zhang, Yicheng Zeng, Zhijun Li. Generating hidden extreme multistability in memristive chaotic oscillator via micro-perturbation. Electronics Letters, 2018, 54(13): 808-810. (SCI，中科院四区)

22. 曾以成, 张森, 熊乐, 谭其威, 夏晓珠. 产生网格多翅膀超混沌隐藏吸引子的混沌电路及实现方法. 国家发明专利，授权号：ZL 2017 1 0552150. 7，2020.

23. 曾以成, 熊乐, 张森, 谭其威, 夏晓珠. 嵌套式多涡卷混沌电路. 国家发明专利，授权号：ZL 2017 1 0518642. 4，2020.

24. 曾以成, 夏晓珠, 谭其威, 张森, 熊乐. 能产生涡卷吸引子的忆阻型超混沌电路. 国家发明专利，授权号：ZL 2018 1 0276476. 6，2020.

学术兼职及荣誉

        （1）IEEE Member, 中国自动化学会会员；

        （2）担任 IEEE Transactions on Industrial Electronics、IEEE Transactions on Circuits and Systems I:  Regular Papers, IEEE Transactions on Circuits and Systems II: Express Briefs，IEEE Transactions on Biomedical Circuits and Systems, Chaos Solitons & Fractals，Nonlinear Dynamics，Chaos: An Interdisciplinary Journal of Nonlinear Science，《电子与信息学报》等十多种国内外期刊审稿人；

        （3）AEU - International Journal of Electronics and Communications, Physica A: Statistical Mechanics and its Applications等期刊优秀审稿人；

2019.9 -- 2022.6
华中科技大学       控制科学与工程       博士       工学博士

2016.9 -- 2019.6
湘潭大学       电子科学与技术       硕士       工学硕士

2011.9 -- 2015.7
郑州轻工业大学       电子科学与技术       本科       工学学士

2023.8 -- 至今

南京信息工程大学      人工智能学院

2022.8 -- 2023.7

南京师范大学      电气与自动化工程学院

硬件方向：忆阻神经元与神经网络，类脑仿生电路设计，神经网络与类脑计算，混沌电路与系统； 软件方向：物联网安全应用（语音、图像和视频保密通信），混沌理论与AI交叉应用（生成对抗模型、扩散模型），智能优化算法（图像分类、图像识别、路径规划、微弱信号检测）