科研学术
Scientific Research
潘萍平


      研究领域:端对端无人车,雷达信号处理,深度学习,强化学习



      荣誉头衔:深圳市高层次技术人才


      联系邮箱:panpingping@gml.ac.cn



    工作经历及教育背景

    2008.09-2012.07 北京邮电大学 电信工程及管理 本科

    2014.09-2017.07 厦门大学 通信与信息系统 硕士

    2019.09-2023.07 中山大学 通信与信息系统 博士

    2023.07-至今 人工智能与数字经济广东省实验室(深圳) 特聘副研究员(智慧城市团队)





    代表性成果:

    [1] P. Pan, Y. Zhang, Z. Deng and G. Wu, “Complex-Valued Frequency Estimation Network and Its Applications to Superresolution of Radar Range Profiles,” in IEEE Transactions on Geoscience and Remote Sensing, vol. 60, 2021.中科院 1

    [2] P. Pan, Y. Zhang, Z. Deng and W. Qi, “Deep Learning-Based 2-D Frequency Estimation of Multiple Sinusoidals,” in IEEE Transactions on Neural Networks and Learning Systems, vol. 33, no. 10, pp. 5429–5440, 2022. (中科院 1

    [3] P. Pan, Y. Zhang, Z. Deng, S. Fan and X. Huang, “TFA-Net: A Deep LearningBased Time-Frequency Analysis Tool,” in IEEE Transactions on Neural Networks and Learning Systems, doi: 10.1109/TNNLS.2022.3157723. (中科院 1


    发表论文论著:

    [1] S. Fan, Z. Deng, Q. Du, P. Pan, S. Yuan, X. Huang, “Radiofrequency Doppler Echocardiography,” in Measurement, vol. 220, 2023.

    [2] Y. Ye, Z. Deng, P. Pan, W. Ma and X. Huang, “Doppler-Spread Targets Detection for FMCW Radar Using Concurrent RDMs,” in IEEE Transactions on Vehicular Technology, vol. 71, no. 11, pp. 11454–11464.

    [3] P. Pan, Y. Zhang, Z. Deng and G. Wu, “Complex-Valued Frequency Estimation Network and Its Applications to Superresolution of Radar Range Profiles,” in IEEE Transactions on Geoscience and Remote Sensing, vol. 60, 2021.

    [4] P. Pan, Y. Zhang, Z. Deng and W. Qi, “Deep Learning-Based 2-D Frequency Estimation of Multiple Sinusoidals,” in IEEE Transactions on Neural Networks and Learning Systems, vol. 33, no. 10, pp. 5429–5440.

    [5] P. Pan, Y. Zhang, Z. Deng, S. Fan and X. Huang, “TFA-Net: A Deep Learning-ased Time-Frequency Analysis Tool,” in IEEE Transactions on Neural Networks and Learning Systems, doi: 10.1109/TNNLS.2022.3157723.

    [6] P. Pan, H. Liu, Y. Zhang, “Range, radial velocity, and acceleration MLE using frequency modulation coded LFM pulse train,” in Digital Signal Processing, 2017, 60:252-261.

    [7] Y. Zhang, P. Pan, Z. Deng and G. Wu, “Range-spread target detector via coherent energy accumulation and block thresholding denoising,” in Journal of Systems Engineering and Electronics, vol. 32, no. 4, pp. 873–880, Aug. 2021.

    [8] Y. Zhang, P. Pan, M. Fu and Z. Deng, “Unambiguous Velocity Estimation Method Based on Intra-Pulse Cross-Correlation,” in IET Radar, Sonar and Navigation, 2020, 14(6).

    [9] Y. Zhang, R. Hong, P. Pan, Z. Deng and Q. Liu, "Frequency-Domain Range Sidelobe Correction in Stretch Processing for Wideband LFM Radars," in IEEE Transactions on Aerospace and Electronic Systems, vol. 53, no. 1, pp. 111-121, Feb. 2017.

    [10] Y. Zhang, Q. Liu, R. Hong, P. Pan, Z. Deng, “A novel monopulse angle estimation method for wideband LFM radars,” in Sensors, 2016, 16(6): 817.

    [11] Y. Zhang, J. Shi, Z. Deng. “Detection in sea clutter based on nonlinear ARCH model,” in Digital Signal Processing, 2016, 50:162-170.

    [12] Z. Deng, R. Xu, Y. Zhang, P. Pan and R. Hong, "Parameter estimation of polynomial phase signal based on low-complexity LSU-EKF algorithm in entire identifiable region," 2016 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), Shanghai, China, 2016, pp. 4786-4790.

    [13] 潘萍平, 张昀剑, 邓振淼, 基于深度学习的雷达距离超分辨方法(口头报告), 第十五届全国雷达学术年会, 2020.10.

    [14] 张昀剑, 潘萍平, 邓振淼, 一种远距离连续波雷达的无模糊测距方法(口头报告), 第十五届全国雷达学术年会, 2020.10.