赵春娜

研究方向

神经网络，时序预测，图像处理，自然语言处理，分数阶系统，形式化验证，机器人视觉和控制等。

奖励荣誉

曾荣获云南省‘云岭青年人才’、北京市优秀青年知识分子等荣誉称号。

研究课题

主持国家自然科学基金项目和省部级项目十余项

近五年主要论著

1.Junjie Ye, Chengli Zhou, Xiaojun Zhou, Yaqun Huang, Chunna Zhao. CVACL-MA: Comprehensive variate analysis and collaborative learning with multi-adapter for multivariate time series forecasting, Pattern Recognition, 2026,169,111936.

2.Chengli Zhou, Yanhong Li, Junjie Ye, Yanli Zhou, Xiaojun Zhou, Yaqun Huang, Dapeng Tao,Chunna Zhao.Fractional Position with Predictive Attention for Multivariate Time Series Forecasting, IEEE Internet of Things Journal. Volume: 12 Issue: 14, P: 26430 – 26443, 15 July 2025.

3.Xiaojun Zhou, Chunna Zhao, Yaqun Huang, Chengli Zhou, Junjie Ye. Improved fractional-order gradient descent method based on multilayer perceptron, Neural Networks, 183 (2025) 106970.

4.Wuqi Chen, Junjie Ye, Chunna Zhao, Yaqun Huang. MFFCNN: multi‑scale fractional Fourier transform convolutional neural network for multivariate time series forecasting, Journal of Supercomputing, 2025, 81, 416. https://doi.org/10.1007/s11227-024-06888-y. 

5.Jinpeng Xu, Chunna Zhao, Jing Yang, Yaqun Huang, Y. Yang and P. L. Yee. FDDSGCN: Fractional Decoupling Dynamic Spatiotemporal Graph Convolutional Network for Traffic Forecasting, ICASSP 2025, Hyderabad, India, 2025.

6.Junjie Ye, Chengli Zhou, Yaqun Huang, Xiaojun Zhou, Chunna Zhao∗, Dual-Stream Interactive Networks with Pearson-Mask Awareness for Multivariate Time Series Forecasting, Neural Networks, 107588, 2025.

7.S. Liang, Z. Wang, C. Zhao, Y. Huang, J. Xu and Y. Yang. DCCMamba: A Dual-stream Cross-time and Cross-feature with Mamba for Multivariate Time Series Forecasting, ICASSP 2025 - 2025 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), Hyderabad, India, 4.6-11, 2025, pp. 1-5, doi: 10.1109/ICASSP49660.2025.10888787.

8.Junjie Ye, Jinhong Li, Rui Su, Sen Yang, Yaqun Huang and Chunna Zhao. DFGCN: Decoupled Dual-Flow Dynamic Graph Convolutional Network for Multivariate Time Series Forecasting, Knowledge-Based Systems, 2500717,2025.

9.Chunna Zhao, Junjie Ye, Zelong Zhu and Yaqun Huang. FLRNN-FGA: Fractional-order Lipschitz Recurrent Neural Network with Frequency-Domain Gated Attention Mechanism for Time Series Forecasting, Fractal Fract. 2024, 8, 433. https://doi.org/10.3390/fractalfract8070433

10.Chunna Zhao, Licai Dai and Yaqun Huang. Fractional Order Sequential Minimal Optimization Classification Method. Fractal and Fractional. Vol 7, 7080637, https://doi.org/10.3390/fractalfract7080637，2023. 

11.Xiaojun Zhou, Chunna Zhao, Yaqun Huang. A Deep Learning Optimizer Based on Grünwald–Letnikov Fractional Order Definition.  Mathematics.  Vol 11 (2): 2227-7390，math11020316, 2023. 

12.Hongwen Hu, Chunna Zhao, Jing Li and Yaqun Huang. Stock Prediction Model Based on Mixed Fractional Brownian Motion and Improved Fractional-Order Particle Swarm Optimization Algorithm. Fractal and Fractional.  Vol 6(10), 560; https://doi.org/10.3390/fractalfract6100560, 2022.  

13.Chunna Zhao, Murong Jiang and Yaqun Huang， Formal Verification of Fractional-Order PID Control Systems Using Higher-Order Logic， Fractal and Fractional, Vol 6, 485. https:// doi.org/10.3390/fractalfract6090485, 2022.

14.Yuntong Liu, Chunna Zhao, Yaqun Huang. A Combined Model for Multivariate Time Series Forecasting Based on MLP-Feedforward Attention-LSTM. IEEE ACCESS, Vol 10: 88644-88654, 2022.

15.Zichao he, Chunna Zhao, Yaqun Huang. Multivariate Time Series Deep Spatiotemporal Forecasting with Graph Neural Network. Applied Sciences-Basel, Vol.12, No.11, DOI: 10.3390/app12115731, 2022. 

16.Jing Li, Chunna Zhao. Improvement and Application of Fractional Particle Swarm Optimization Algorithm. Mathematical Problems in Engineering, Vol.2022, DOI: 10.1155/2022/5885235, 2022.

17.Dong Wenhua, Zhao Chunna. Stock price forecasting based on Hausdorff fractional grey model with convolution and neural network. Mathematical Biosciences and Engineering, Vol 18(4):3323-3347, 2021.

18.赵春娜, 赵刚. 函数极限的高阶逻辑形式化建模与验证，计算机学报， Vol.43(11): 2119-2133，2020. 

19.Chunna Zhao, Murong Jiang,Yaqun Huang, Dali Chen. Formalization of fractional calculus and fractional order PI controller. Journal of Computational Methods in Sciences and Engineering, Vol 20: 113–119. 2020.

20.2023年，分数阶系统高级逻辑形式化验证，赵春娜，蒋慕蓉著，科学出版社。