师资队伍

黄 磊 教授

HUANG LEI
  • 办公室:N701
  • 导师类别:博士生导师
  • E-mail:lhuang@szu.edu.cn
  • 办公电话:0755-26533601
个人详情

个人简介

黄磊,深圳大学讲席教授,博士生导师,现任射频异质异构集成全国重点实验室常务副主任,电子与信息工程学院执行院长;国家杰出青年基金获得者,国家重点研发计划项目首席科学家,国家部委计划重点项目首席科学家,国家优秀青年基金获得者(首届),英国工程技术学会会士;已主持国家和省部级课题30余项,科研经费累计超过1.07亿元,发表学术论文260篇,其中SCI论文185篇(IEEE汇刊论文135篇),论文被引6400多次(Google),3次入选斯坦福全球前2%顶尖科学家榜单,拥有授权专利70项。获中国电子学会技术发明一等奖,教育部自然科学二等奖,深圳市自然科学二等奖,ICICSP国际会议最佳论文奖,IEEE DSP国际会议最佳论文奖,CIE国际雷达会议优秀论文奖,IET国际雷达会议优秀论文奖,深圳大学十大科技进展(首届),国家级一流本科课程负责人。担任IEEE Transactions on Signal Processing编委(2015-2019)和资深编委(2019-2023)。

研究兴趣

单比特雷达、雷达芯片、通感一体。

团队主页

教授课程

随机信号处理,阵列信号处理,高级语言程序设计

博士生招生信息

1) 平台:射频异质异构集成全国重点实验室

2) 方向:信息与通信工程学术博士(1/年),电子信息专业博士(1/年)

3) 待遇:博士生每年补助10万元以上(含学校补助)

4) 学术博士要求:数学好、英语好、编程好(三好学生)

5) 专业博士要求:系统开发能力强、学科竞赛动力强、团队协作意识强(三强学生)

获奖与荣誉

1) 国家杰出青年基金获得者

2) 国家重点研发计划项目首席科学家

3) 国家部委计划重点项目首席科学家

4) 教育部(联合基金)创新团队负责人

5) 英国工程技术学会会士

6) 中国电子学会技术发明一等奖

7) 深圳大学十大科技进展(首届)

8) 教育部自然科学二等奖

9) 深圳市自然科学二等奖

10) 国家优秀青年基金获得者(首届)

11) 教育部“新世纪优秀人才”

12) 广东省“特支计划”领军人才

13) 中国电子学会先进科技工作者

代表性项目

1) 国家部委计划重点项目: No. SZDX2021-027-ZM),2022.1-2025.122434万元,在研(主持)

2) 国家科技部重点研发计划项目:天基主动微波定标网关键技术,2023.11-2026.101565万元,在研(主持)

3) 深圳市孔雀团队项目:单比特雷达成像及芯片设计(No. KQTD20210811090051046),2022.1-2026.121500万元,在研(主持)

4) 国家杰出青年基金项目:鲁棒阵列信号处理(No. 61925108),2020.1-2024.12400万元,在研(主持)

5) 国家教育部(联合基金)创新团队项目:单比特雷达成像创新团队,2024.1-2026.10, 150万元,在研(主持)

6) 国家自然科学基金重点国际合作项目: 智能反射面辅助的通--算一体化方法 (No. 62220106009)2023.1-2027.12258万元,在研(主持)

7) 国家级重点项目,2023.1-2023.12300万元,在研(主持)

8) 国家优秀青年基金项目(首届):阵列信号处理,多维信号处理,信源数检测(No. 61222106),2013.1-2015.12100万元,结题(主持)

9) 国家自然科学基金重点项目: 复杂环境下服务机器人听觉系统与语音信号处理技术(No. U1713217)2018.1-2021.12360万元,结题(主持)

10) 国家自然科学基金重点项目: 大范围复杂动态场景安保机器人自主导航方法研究(No. U1913203)2020.1-2023.12275万元,在研(排名2

11) 国家级重点项目,2022.1-2024.12200万元,在研(排名2

12) 国家自然科学基金重点项目:面向智慧城市的水资源多元数据融合与建模方法研究(No.U1501253)2016.1-2019.12271万元,结题(排名2

13) 国家自然科学(香港)联合基金项目:多输入多输出雷达目标个数检测与定位的先进信号处理(NSFC-RGC联合基金)(No. 61161160564),2012.1-2014.1246万元(港方100万港元),结题(主持)

14) 国家自然科学面上基金项目:适用于非均匀噪声的宽带欠定阵列信号处理(No. 61171187),2012.1-2015.1260万元,结题(主持)

15) 国家自然科学青年基金项目:快时变信道中快速信源数检测及DOA估计方法研究,(No. 60702068),2008. 1-2010. 1222万元,结题(主持)

16) 教育部“新世纪优秀人才”计划项目:未知噪声场中快速精确鲁棒的信号源检测与定位方法研究(No. NCET-09-0039),2010.1-2012.1250万元,结题(主持)

17) 广东省“特支计划”领军人才项目:基于张量结构的阵列信号处理方法研究(No. 20171035),2018.1-2020.1280万元,结题(主持)


人才培养

1) 博士后/副研究员(约30名):黄敏(深圳市高等职业技术学校,助理教授),赵博(深圳大学,研究员),周汉飞(深圳大学,副研究员),董郑(山东大学,教授),张亮(哈工程,副教授),李强(深圳大学,助理教授),田茂新(TCL深圳研究院,研究员),何鑫(汕头大学,副教授),Mohamed Rihan (Bremen University, Germany, Research Fellow),冯永攀(深圳市信息技术学院,助理教授),杨爱萍(深圳大学,副研究员),陈龙(西北工业大学,副教授),陈新竹(深圳大学,助理教授),赵源(深圳市人工智能与机器人研究院,助理研究员),刘仕奇(深圳大学,副研究员),王悦(深圳市人工智能与机器人研究院,助理研究员),冯力方(深圳大学,助理教授),司璀琪,刘秋晨,赖思佳,聂国篱等。

2) 博士(12名):钱诚,曹明阳,肖宇航,石运梅,蒋争明,金胜杰,陈明阳,陈少武,陈贵童,叶俊杰,龙天尧,王伟,马伟等。

3) 硕士(60+名):北理工培养4名,哈工大(深圳)培养23名,深圳大学培养36名。

代表性论文

1) X.-P. Li, Z.-L. Shi, L. Huang, A. M.-C. So and H. C. So, “ROCS: Robust One-bit Compressed Sensing and its Application to Direction-of-Arrival Estimation,” IEEE Transactions on Signal Processing, DOI: 10.1109/TSP.2024.3387346, 2024.

2) P. Wu, L. Huang*, Y.H. Xiao, D. Ramírez and H.C. So, “One-Bit Spectrum Sensing for Cognitive Radio,” IEEE Transactions on Signal Processing, vol. 72, pp. 549-564, Feb. 2024

3) Y.H. Xiao, L. Huang, D. Ramírez, C. Qian, H.C. So, “One-Bit Covariance Reconstruction with Non-zero Thresholds: Algorithm and Performance Analysis,” IEEE Transactions on Signal Processing, vol. 71, pp. 4060-4076, Nov. 2023.

4) C. Si, B. Zhao, L. Huang, S. Liu, “A Convolutional De-quantization Network for Harmonics Suppression in One-bit SAR Imaging,” IEEE Transactions on Geoscience and Remote Sensing, vol. 61, pp. 1-16, Nov. 2023.

5) X. Chen, L. Huang, F. Zhou, Q. Li and K.-B. Yu, “Performance Analysis of One-Bit Digital Beamforming,” IEEE Transactions on Aerospace Electronics and Systems, vol. 59, no. 6, pp. 8235-8245, Dec. 2023.

6) M. Chen, Q. Li, L. Huang and M. Rihan, “One-Bit Cramér–Rao Bound of Direction of Arrival Estimation for Deterministic Signals,” IEEE Transactions on Circuits and Systems II: Express Briefs, vol. 71, no.2, pp. 957-961, Feb. 2024.

7) Y. Zhou, Y. Chen, X. Zhang, P. Lai, L. Huang and J. Jiang, “A Lightweight Recurrent Learning Network for Sustainable Compressed Sensing,” IEEE Transactions on Emerging Topics in Computational Intelligence, May 2023.

8) X. Dong, G. Wang, K.C. Ho and L. Huang, “Rigid Body Localization in Unsynchronized Sensor Networks: Analysis and Solution,” IEEE Transactions on Wireless Communications., vol. 23, no. 4, pp. 2901-2916, Apr. 2024.

9) Z. Chen, J. Tang, L. Huang, Z.-Q. He, K.-K. Wong and J. Wang, “Robust Target Positioning for Reconfigurable Intelligent Surface Assisted MIMO Radar Systems,” IEEE Transactions on Vehicular Technology, vol. 71, no. 11, pp. 15098 - 15102, Nov. 2023.

10) L. Feng, L. Huang, Q. Li and M. Chen, “Deterministic beamforming for unmanned aerial vehicle array,” IEEE Transactions on Vehicular Technology., vol. 72, no. 5, pp. 6783-6788, May 2023.

11) Q. Li, L. Huang, W. Liu, X. Chen and L. Feng, “Cold-Start Satellite Signal Acquisition Aided by an Antenna Array in the Presence of Outliers,” IEEE Transactions on Vehicular Technology, vol. 72, no. 5, pp. 5847-5861, May 2023.

12) L. Feng, Q. Li, L. Huang, Z. He, M. Chen, “An off-grid iterative reweighted approach to one-bit direction of arrival estimation,” IEEE Transactions on Vehicular Technology, vol. 72, no. 6, pp. 8134-8139, June 2023.

13) X. Chen, L. Huang*, Q. Li, H. Zhou, K.-B. Yu, and W. Yu, “One-Bit Digital Beamforming,” IEEE Transactions on Aerospace Electronics and Systems, vol. 59, no. 1, pp. 555-567, Feb. 2023.

14) Y.H. Xiao, D. Ram´ırez, P. J. Schreier, C. Qian, and L. Huang*, “One-Bit Target Detection in Collocated MIMO Radar and Performance Degradation Analysis,” IEEE Transactions on Vehicular Technology, vol. 71, no. 9, pp. 9363-9374, May 2022.

15) Z.H. Zhou, L. Huang*, M.G. Christensen, S.L. Zhang, “Robust spectral analysis of multi-channel sinusoidal signals in impulsive noise environments,” IEEE Transactions on Signal Processing, vol. 70, pp. 919-935, Aug. 2021.

16) Z.-M. Jiang, M. Rihan, P. Zhang, L. Huang*, Q. Deng, J. Zhang and E. M. Mohamed, “Intelligent reflecting surface aided dual-function radar and communication system,” IEEE Systems Journal, vol. 16, no. 1, pp. 475-486, Feb. 2021.

17) X. Ke, Y. Zhao and L. Huang*, “On accurate source enumeration: A new Bayesian information criterion,” IEEE Transactions on Signal Processing, vol. 69, pp. 1012-1027, Jan. 2021.

18) B. Zhao, L. Huang*, and B. Jin, “Strategy for SAR imaging quality improvement with low-precision sampled data,” IEEE Transactions on Geoscience and Remote Sensing, vol. 59, no. 4, pp. 3150-3160, April 2021.

19) Y. Wang, G. Wang, S. Chen, K. C. Ho, and L. Huang*, “Rigid body localization using angle measurements,” IEEE Transactions on Signal Processing, vol. 68, pp. 5457-5472, 2020.

20) B. Zhao, L. Huang* and W. Bao, “One-bit SAR imaging based on single-frequency thresholds,” IEEE Transactions on Geoscience and Remote Sensing, vol. 57, no.9, pp. 7017-7032, Sep. 2019.

21) C. Qian, Y. Shi, L. Huang* and H.C. So, “Majorization minimization for robust harmonic retrieval,” IEEE Transactions on Signal Processing, vol. 66, no. 23, pp. 6310-6324, Dec. 2018.

22) M. Rihan and L. Huang*, “Optimum co-design of spectrum sharing between MIMO radar and MIMO communication systems: An interference alignment approach,” IEEE Transactions on Vehicular Technology, vol. 62, no. 12, pp. 11667-11680, Dec. 2018.

23) B. Zhao, L. Huang*, J. Li, P. Zhang and C. He, “Deceptive SAR jamming based on one-bit sampling and time-varying thresholds,” IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, vol. 11, no. 1, pp. 939-950, Mar. 2018

24) B. Zhao, L. Huang*, J. Li and P. Zhang, “Target reconstruction from deceptively jammed single-channel SAR,” IEEE Transactions on Geoscience and Remote Sensing, vol. 56, no. 1, pp. 152-167, Jan. 2018.

25) Y.H. Xiao, L. Huang*, J. Xie and H.C. So, “Accurate distribution of locally most powerful invariant test for independence: Complex case,” IEEE Transactions on Information Theory, vol. 63, no. 3, pp. 1784-1799, Mar. 2018.

26) C. Qian, N.D. Sidiropoulos, X. Fu, L. Huang and J. Xie, “Inexact alternating optimization for phase retrieval in the presence of outliers,” IEEE Transactions on Signal Processing, vol. 65, no. 22, pp. 6069-6082, Nov. 2017

27) Z. Dong, H. Chen, J.-K. Zhang and L. Huang*, “On non-orthogonal multiple access with finite-alphabet inputs in z-channels,” IEEE Journal of Selected Area in Communications, vol. 35, no. 12, pp. 2829-2845, Dec. 2017.

28) C. Qian, L. Huang*, H.C. So and J. Xie, “PUMA: An improved realization of MODE for DOA estimation,” IEEE Transactions on Aerospace and Electronic Systems, vol.53, no. 5, pp. 2128-2139, Oct. 2017.

29) J. Xu, G. Liao, L. Huang and H.C. So, “Robust adaptive beamforming for fast moving target detection with FDA-STAP radar,” IEEE Transactions on Signal Processing, vol.65, no.4, pp.973-984, Feb. 2017.

30) C. Qian, N.D. Sidiropoulos, K. Huang, L. Huang* and H.C. So, “Phase retrieval using feasible point pursuit: Algorithms and Cramér-Rao bound,” IEEE Transactions on Signal Processing, vol.64, no.20, pp.5282-5296, Oct. 2016.

31) B. Liao, S.C. Chan, L. Huang*, and C. Guo, “Iterative methods for subspace and DOA estimation in nonuniform noise,” IEEE Transactions on Signal Processing, vol. 64, no. 12, pp. 3008-3020, Jun. 2016.

32) C. Qian, L. Huang*, H.C. So and N.D. Sidiropoulos, “Enhanced PUMA for direction-of-arrival estimation and its performance analysis,” IEEE Transactions on Signal Processing, vol. 64, no. 16, pp. 4127-4137, Oct. 2016.

33) L. Huang*, Y. Xiao, K. Liu, H.C. So and J.-K. Zhang, “Bayesian information criterion for source enumeration in large-scale adaptive antenna array” IEEE Transactions on Vehicular Technology, vol.65, no. 5, pp. 3018-3032, May 2016.

34) J. Xu, S. Zhu, G. Liao, and L. Huang*, “Response vector constrained robust LCMV beamforming based on semidefinite programming,” IEEE Transactions on Signal Processing. vol. 63, no. 21, pp. 5720-5732, Nov. 2015

35) L. Huang*, C. Qian, H.C. So and J. Fang, “Source enumeration for large array using shrinkage-based detectors with small samples” IEEE Transactions on Aerospace and Electronic Systems, vol. 51, no. 1, pp.334-357, Jan. 2015.

36) C. Qian, L. Huang*, H.C. So, N.D. Sidiropoulos and J. Xie, “Unitary PUMA algorithm for estimating the frequency of a complex sinusoid” IEEE Transactions on Signal Processing, vol. 63, no. 20, pp. 5358-5368, Oct. 2015.

37) J. Xu, S. Zhu, G. Liao, L. Huang*, and H.C. So, “Joint range and angle estimation using MIMO radar with frequency diverse array,” IEEE Transactions on Signal Processing, vol. 63, no. 13 pp. 3396-3410, Jul. 2015.

38) L. Huang*, J. Fang, K. Liu, H.C. So and H. Li, “An eigenvalue-moment-ratio approach to blind spectrum sensing for cognitive radio under sample-starving environment” IEEE Transactions on Vehicular Technology, vol. 64, no. 8, pp. 3465-3480, Aug. 2015.

39) L. Huang*, Y. Xiao and Q.T. Zhang, “Robust spectrum sensing for noncircular signal in multiantenna cognitive receivers,” IEEE Transactions on Signal Processing. vol. 63, no. 2, pp. 498-511, Jan. 2015.

40) L. Huang*, Y. Xiao, H.C. So and J. Fang, “Accurate performance analysis of Hadamard ratio test for robust spectrum sensing,” IEEE Transactions on Wireless Communications, vol. 14, no. 2, pp.750-758, Feb. 2015.

41) Y. Shi, L. Huang*, C. Qian, and H.C. So, “Shrinkage linear and widely-linear complex-valued least mean squares algorithms for adaptive beamforming” IEEE Transactions on Signal Processing. vol. 61, no. 1, pp. 119-131, Jan. 2015.

42) L. Huang*, C. Qian, Y. Xiao and Q.T. Zhang, “Performance analysis of volume-based spectrum sensing for cognitive radio,” IEEE Transactions on Wireless Communications, vol. 14, no. 1, pp. 317-330, Jan. 2015.

43) W. Sun, H.C. So, F.K.W. Chan, L.T. Huang and L. Huang*, “Approximate subspace- based iterative adaptive approach for fast two-dimensional spectral estimation,” IEEE Transactions on Signal Processing, vol.62, no.12, pp.3220-3231, Jun. 2014.

44) L. Huang* and H.C. So, “Source enumeration via MDL criterion based on linear shrinkage estimation of noise subspace covariance matrix,” IEEE Transactions on Signal Processing, vol. 61, no. 19, pp.4806-4821, Oct. 2013.

45) W.J. Zeng, H.C. So and L. Huang*, “lp-MUSIC: Robust direction-of-arrival estimator for impulsive noise environments,” IEEE Transactions on Signal Processing, vol.61, no.17, pp.4296-4308, Sep. 2013.

46) W. Sun, H.C. So, F.K.W. Chan and L. Huang*, “Tensor approach for eigenvector-based multi-dimensional harmonic retrieval,” IEEE Transactions on Signal Processing, vol.61, no. 13, pp. 3378-3388, Apr. 2013.

47) L. Huang*, Q.T. Zhang and L.L. Cheng, “Information theoretic criterion for stopping turbo iteration,” IEEE Transactions on Signal Processing, vol. 59, no. 2, pp. 848-853, Feb. 2011.

48) L. Huang*, T. Long, E. Mao and H.C. So, “MMSE-based MDL method for robust estimation of number of sources without eigendecomposition,” IEEE Transactions on Signal Processing, vol. 57, no. 10, pp. 4135-4142, Oct. 2009.

49) L. Huang*, T. Long and S. Wu, “Source enumeration for high-resolution array processing using improved Gerschgorin radii without eigendecomposition,” IEEE Transactions on Signal Processing, vol. 56, no. 12, pp. 5916-5925, Dec. 2008.

50) L. Huang*, S. Wu and X. Li, “Reduced-rank MDL method for source enumeration in high-resolution array processing,” IEEE Transactions on Signal Processing, vol. 55, no. 12, pp. 5658-5667, Dec. 2007.


联系方式

办公室:深圳大学沧海校区致信楼N701

办公电话:0755-26533601

E-maillhuang@szu.edu.cn