膜计算、动力系统与控制、深度学习、图像处理

硕士研究招生方向:

(1) 深度学习（机器学习）与计算机视觉、图像处理（含医学图像处理、遥感图像处理等）；

(2) 深度学习（机器学习）与自然语言处理；

(3) 膜计算（脉冲神经P系统）模型、算法与应用;

(4) 脉冲神经网络、储层计算、神经形态计算与应用；

(5) 语言大模型、多模态大模型与应用。

对以上方向感兴趣同学，欢迎加入研究团队。

(团队成员：彭宏、罗晓晖、李兵、刘志才、郭承刚、杨妮晶、邓萍、何冠霖、夏梅宸。团队名额较多，欢迎联系)

一作论文：

[1] N. Yang, Y. Yu, S. Zhong, X. Wang, K. Shi and J. Cai, Exponential synchronization of stochastic delayed memristive neural networks via a novel impulsive control, Neural Networks, 131:242-250, 2020 (SCI 1区)

[2] N. Yang, Y. Yu, S. Zhong, X. Wang, K. Shi and J. Cai, Impulsive effects on weak projective synchronization of parameter mismatched stochastic memristive neural networks, Journal of the Franklin Institute, 358:5909-5930, 2021. (SCI 2区)

[3] N. Yang, Y. Yu, S. Zhong, X. Wang, K. Shi and J. Cai, Exponential Stability of Markovian Jumping Memristor-based Neural Networks via Event-triggered Impulsive Control Scheme, IEEE Access, 8:32564-32574, 2020 (SCI 2区) 

[4] Y. Yu, N. Yang, C, Yang and N. Tashi, Memristor bridge-based low pass filter for image processing, Journal of Systems Engineering and Electronics, 30: 448-455, 2019. (SCI 4区)

[5]  N. Yang, Y. Yu, X. Wang and J. Cai, Weighted sum synchronization of stochastic delayed memristive neural networks via a novel hybrid control, International Conference on Control, Automation and Robotics and Artificial Intelligence, Xiamen, 2020. (EI国际会议)

[6] N. Yang, C. Yang, Y. Yu, X. Lu, L. Wang and T. Nyima, Study on Active Filter Based on Memristor and Memcapacitor, 2018 Fifteenth International Conference on Wireless and Optical Communications Networks (WOCN), Kolkata, 2018. (EI国际会议)

合作论文：

[1] T. Ma, Z. Huang, N.Yang et al. Automatic label assignment object detection mehtod on only one feature map, Machine Vision and Applications, 35, 2024. doi: org/10.1007/s00138-023-01481-4. (SCI 2区)

[2] X. Wang, Y. Yu, J. Cai, N. Yang et al., Multiple Mismatched Synchronization for Coupled Memristive Neural Networks With Topology-Based Probability Impulsive Mechanism on Time Scales, in IEEE Transactions on Cybernetics, 53:1485-1498, 2023.  (SCI 1区)

[3]  Y. Yu, X. Wang, S. Zhong, N. Yang and N. Tashi, Extended Robust Exponential Stability of Fuzzy Switched Memristive Inertial Neural Networks With Time-Varying Delays on Mode-Dependent Destabilizing Impulsive Control Protocol, IEEE Transactions on Neural Networks and Learning Systems, 32: 308-321, 2021. (SCI 1区)

[4]  X. Wang, Y Yu, J Cai, S Zhong, N. Yang et al., Dynamic Pinning Synchronization of Fuzzy-Dependent-Switched Coupled Memristive Neural Networks With Mismatched Dimensions on Time Scales, IEEE Transactions on Fuzzy Systems, 30: 779-793, 2022. (SCI 1区)

[5]  X. Wang, Y Yu, J Cai, S Zhong, N. Yang et al., Novel Heterogeneous Mode-Dependent Impulsive Synchronization for Piecewise T-S Fuzzy Probabilistic Coupled Delayed Neural Networks, IEEE Transactions on Fuzzy Systems, 30: 2142-2156, 2022. (SCI 1区)

[6]  X. Wang, Y. Yu, J. Cai, S. Zhong, N. Yang et al., Relaxed Exponential Stabilization for Coupled Memristive Neural Networks With Connection Fault and Multiple Delays via Optimized Elastic Event-Triggered Mechanism, IEEE Transactions on Neural Networks and Learning Systems, 34:3501-3515,2023. (SCI 1区)

[7]  Y. Yu, J. Mo, Q. Deng, C. Zhou, B. Li, X. Wang, N. Yang et al., Memristor Parallel Computing for a Matrixfriendly Genetic Algorithm,IEEE Transactions on Evolutionary Computation, 26:901-910,2022. (SCI 1区)

[8]  Y. Yu, D. Yang, Q. Tang, X. Wang, N. Yang et al., Neural image caption generator based on crossbar array design of memristor module, Neurocomputing, 560:126766, 2023.(SCI 2区)

[9]  X. Wang, Y. Yu, N. Yang et al., Robust Exponential Synchronization of Inertial Memristor-based Recurrent Neural Networks with Time-varying Delays on Impulsive Effects,  2019 9th IEEE Annual International Conference on Cyber Technology in Automation, Control, and Intelligent Systems, suzhou, 922-927, 2019. (国际会议)

[10] Y. Yu, H. Ma, C. Yang, N. Yang et al., Chaotic Circuit based on Memristive Elements, 14th IEEE Conference on Industrial Electronics and Applications, Xian, 1112-1116, 2019. (国际会议)

[11] M. Wang, Y. Yu, N. Yang et al., New band-pass and band-stop filters with three memory devices, 14th IEEE Conference on Industrial Electronics and Applications, Xian, 1985-1989, 2019. (国际会议)

[12] H. Ma, Y. Yu, C. Yang, N. Yang et al.,  Dynamical Behaviors of A Modified Chua's Circuit, 11th International Symposium on Computational Intelligence and Design, Hangzhou, 29-32,2018. (国际会议)

[13] C. Yang, Y. Yu, N. Yang et al., New Memristive Band-Pass and Band-Stop Filter Circuits for Signal Division, 2018 IEEE 18th International Conference on Communication Technology (ICCT), Chongqing, 997-1001, 2018.  (国际会议)

[14] B. Dang, Y. Yu, H Ma, N. Yang et al.,  A Novel Charge-Controlled Memristor Model and Its Emulator Circuit, 2018 IEEE 18th International Conference on Communication Technology (ICCT), Chongqing, 586-590, 2018. (国际会议)

[15] C. Yang, N. Yang, Y. Yu, Y. Li and F. F. Diez, A new memristor and memcapacitor-based high pass filter, 2017 IEEE 17th International Conference on Communication Technology (ICCT), Chengdu, 1171-1174, 2017. (国际会议)

[16] X. Wang, Y. Yu, N. Yang et al., New synchronization criteria for memristor-based recurrent neural networks with mixed delays, 2017 International Workshop on Complex Systems and Networks (IWCSN), Doha, 210-217, 2017. (国际会议)

授权专利：

1.一种多功能爬壁机器人及其控制方法，于永斌;陈董;杨妮晶等，CN107264662B，2019-04-19。

2.一种火灾隔离带设置地的智能预判系统及方法，于永斌;杨辰宇;汪彦丞;杨妮晶等，CN107349538B，2019-12-27。

3.一种基于忆阻器的语音存储与分类系统，于永斌;雷飞;张欢;杨妮晶等，CN107424647B，2020-08-04。

项目经历：

1.国家自然科学基金青年科学基金项目，复杂Lurie混沌系统的非脆弱同步与可靠性控制设计

2.中央引导地方科技发展资金项目，基于脉冲神经模型的神经形态计算与视觉追踪算法研究

3.四川省重点研发项目，忆阻型多层神经网络动力学及其在色素性皮肤病中的应用研究

4.微福斯国际云软件生态平台总部项目可行性分析

5.751瞬时测频接收机检测仪

6.藏汉多源信息获取、融合和数据挖掘及其应用研究

7.面向新场景服务的共享型智慧路灯相关理论研究

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