1. 阵列/雷达信号处理：DOA估计、波束形成、多维参数估计

2. 无线通信：大规模MIMO、智能反射面、频谱感知

3. 大数据信号处理：压缩感知、矩阵/张量填充、机器学习

[1] Guiju Zhong, Zhen-Qing He^*, Zhi-Ping Shi, and Hongbin Li, “Robust spectrum sensing for unknown heteroscedastic noise via covariance-based convolutional neural network,” Signal Processing, vol. 239, pp. 110254, Feb. 2026.

[2] Zhen-Qing He and Xiaojun Yuan, “Cascaded channel estimation for large intelligent metasurface assisted massive MIMO,” IEEE Wireless Commutations Letters, vol. 9, no. 12, pp. 210–214, Feb. 2020. （2022 IEEE海因里希•赫兹最佳论文奖（IEEE Communications Society Heinrich Hertz Award），ESI热点论文/高被引论文）

[3]  Jingtao Zhang, Zhen-Qing He ^*, Hua Rui, and Xiaojing Xu, “Multiband joint spectrum sensing via covariance matrix-aware convolutional neural network”, IEEE Communications Letters, vol. 26, no. 7, pp. 1578–1582, Jul. 2022.

[4] Zhen-Qing He^*, Hang Liu, Xiaojun Yuan, Ying-Jun Angela Zhang, and Ying-Chang Liang, “Semi-blind channel estimation for RIS-aided massive MIMO: A trilinear AMP approach,” in Proceedings of IEEE International Symposium on Information Theory (ISIT), Melbourne, Victoria, Australia, 2021, pp. 2822–2827.

[5]  Mincheng Zhang, Xiaojun Yuan, and Zhen-Qing He, “Variance state propagation for structured sparse bayesian learning,” IEEE Transactions on Signal Processing, vol. 68, no. 1, pp. 2386–2400, Dec. 2020.

[6] Wenjing Yan, Xiaojun Yuan, Zhen-Qing He, and Xiaoyan Kuai, “Passive beamforming and information transfer design for large intelligent surface aided multiuser MIMO systems,” IEEE Journal on Selected Areas in Communications, vol. 68, no. 1, pp. 1793–1808, Aug. 2020.

[7] Zhen-Qing He, Xiaojun Yuan, and Lei Chen, “Super-resolution channel estimation for massive MIMO via clustered sparse Bayesian learning,” IEEE Transactions on Vehicular Technology, vol. 68, no. 6, pp. 6156–6160, Jun. 2019.

[8] Zhen-Qing He and Xiaojun Yuan, “Block iteratively reweighted algorithms for robust symmetric nonnegative matrix factorization,” IEEE Signal Processing Letters, vol. 25, no. 10, pp. 1510–1514, Oct. 2018.

[9] Zhen-Qing He ^*, Hongbin Li, Zhi-Ping Shi, Jun Fang, and Lei Huang, “A robust iteratively reweighted L₂ approach for spectral compressed sensing in impulsive noise,” IEEE Signal Processing Letters, vol. 24, no. 7, pp. 938–942, Jul. 2017.

[10] Zhen-Qing He^*, Zhi-Ping Shi, Lei Huang, and Hing Cheung So, “Underdetermined DOA estimation for wideband signals using robust sparse covariance fitting,” IEEE Signal Processing Letters, vol. 22, no. 4, pp. 435–439, Apr. 2015.

1. 本科生课程：《随机信号分析》、《信号与系统》

2. 研究生课程：《统计信号处理》、《随机过程及应用》

邮箱：zhenqinghe@scu.edu.cn

通信地址：成都市双流区川大路 四川大学空天科学与工程学院