学院概况

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,创新技术研究院院长;国家杰出青年基金获得者,国家重点研发计划/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1亿元,发表学术论文260篇,其中SCI论文180篇(IEEE期刊论文130篇),论文被引6000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60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/国家部委计划首席科学家

3) 教育部(联合基金)创新团队负责人

4) 英国工程技术学会会士

5) 中国电子学会技术发明一等奖

6) 深圳大学十大科技进展(首届)

7) 教育部自然科学二等奖

8) 深圳市自然科学二等奖

9) 国家优秀青年基金获得者(首届)

10) 教育部“新世纪优秀人才”

11) 广东省“特支计划”领军人才

12) 中国电子学会先进科技工作者

代表性项目

[1]. 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)

[2]. 国家部委计划重点项目: No. SZDX2021-027-ZM),2022.1-2025.12934万元(已到账)+1500万元,在研(主持)

[3]. 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)

[4]. 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)

[5]. 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)

[6]. 国家级重点项目,2023.1-2023.12300万元,在研(主持)

[7]. 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)

[8]. 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)

[9]. 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

[10]. 国家级重点项目,2022.1-2024.12200万元,在研(排名2

[11]. 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

[12]. 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)

[13]. 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)

[14]. 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)

[15]. 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)

[16]. 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)

[17]. 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)

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] Y.H. Xiao, L. Huang, D. Ramírez, C. Qian, H.C. So, “One-Bit Covariance Reconstruction with Non-zero Thresholds: Algorithm and Performance Analysis,” to appear in IEEE Transactions on Signal Processing (arXiv preprint arXiv:2303.16455)

[2] C. Si, B. Zhao, L. Huang, S. Liu, “A Convolutional De-quantization Network for Harmonics Suppression in One-bit SAR Imaging,” to appear in IEEE Transactions on Geoscience and Remote Sensing, 2023.

[3] X. Chen, L. Huang, F. Zhou, Q. Li and K.-B. Yu, “Performance Analysis of One-Bit Digital Beamforming,” to appear in IEEE Transactions on Aerospace Electronics and Systems, 2023

[4] M. Chen, Q. Li, L. Huang and M. Rihan, “One-Bit Cramér–Rao Bound of Direction of Arrival Estimation for Deterministic Signals,” to appear in IEEE Transactions on Circuits and Systems II: Express Briefs.

[5] G. Chen, L. Chen, W. Sun, Q. Li and L. Huang, “Deep Learning Aided Sound Source Localization: A Non-synchronous Measurement Approach,” IEEE Transactions on Instrumentation and Measurement, May 2023

[6] 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.

[7] X. Dong, G. Wang, K.C. Ho and L. Huang, “Rigid Body Localization in Unsynchronized Sensor Networks: Analysis and Solution,” to appear in IEEE Transactions on Wireless Communications.

[8] 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, DOI: 10.1109/TVT.2023.3284454, pp. 1-6, 2023.

[9] L. Feng, L. Huang, Q. Li and M. Chen, “Deterministic beamforming for unmanned aerial vehicle array,” to appear in IEEE Transactions on Vehicular Technology.

[10] 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.

[11] L. Feng, L. Huang*, Q. Li, Z. He, M. Chen, “An off-grid iterative reweighted approach to one-bit direction of arrival estimation,” IEEE Transactions on Vehicular Technology, DOI: 10.1109/TVT.2023.3239003, 2023

[12] 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, DOI:10.1109/TAES.2022.3181257, 2023.

[13] 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.

[14] 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.

[15] 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.

[16] 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.

[17] 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.

[18] 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.

[19] 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.

[20] 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.

[21] 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.

[22] 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

[23] 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.

[24] 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.

[25] 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

[26] 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.

[27] 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.

[28] 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.

[29] 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.

[30] 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.

[31] 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.

[32] 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.

[33] 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

[34] 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.

[35] 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.

[36] 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.

[37] 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.

[38] 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.

[39] 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.

[40] 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.

[41] 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.

[42] 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.

[43] 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.

[44] 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.

[45] 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.

[46] L.T. Huang, Y. Wu, H.C. So, Y. Zhang and L. Huang, “Multidimensional sinusoidal frequency estimation using subspace and projection separation approaches,” IEEE Transactions on Signal Processing, vol. 60, no. 10, pp. 5536-5543, Oct. 2012.

[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