梁军利


的个人主页 http://teacher.nwpu.edu.cn/33993801532E44C7B41CD2439EEF93E0

基本信息 The basic information

梁军利

电子信息学院

博士研究生毕业

工学博士

教授

电子科学与技术

工作经历 Work Experience

2012.7-2013.7  美国佛罗里达大学,博士后,合作导师: Jian Li, Petre Stoica教授 (均为IEEE  Fellow); 

2014.7-2014.8  香港城市大学,高级访问学者,合作导师: Hing Cheung So (IEEE Fellow), Chi Sing Leung 教授;

2019.7-2019.8  香港城市大学,高级访问学者,合作导师: Hing Cheung So (IEEE Fellow) 教授。

教育教学 Education And Teaching

本科生课程:《信号与系统I》

研究生课程:《信号与图像处理建模、求解及应用》(张双喜副教授辅讲)。 

招生信息 Admission Information

欢迎有志于雷达信号处理、机器学习与图像处理、6G,热爱创新、热爱科研的学生加盟。

博士生招生专业:电子科学与技术--电路与系统、航空电子综合技术;

硕士生招生专业:电子科学与技术--电路与系统、航空电子综合技术(学硕;);  电子信息(专硕)。

联系Email:liangjunli@nwpu.edu.cn


所指导的学生就业及获奖情况

毕业生的就业单位为北京23所、北京25所、上海802所、洛阳612所、华为、石家庄54所、厦门航空等科研院所;

4名博士生在博士期间获得国家留学基金委资助(并获得华为资助)在国际名校交流1年(英国、澳大利亚、意大利、芬兰等);

1名博士生获得学院资助出国交流半年;

2名硕士毕业生全额奖学金在澳大利亚、德国攻读博士学位;

1名硕士毕业生在北航攻读博士学位;

1名本科毕业生(大二开始指导的学生)在香港城市大学攻读博士学位;

4人次获得国家奖学金;

2人次获得“优秀研究生标兵”、优秀研究生毕业生 称号;

“三航杯”、“挑战杯”、研电赛、互联网+获奖如下:
第十七届“三航杯” 特等奖、
第十二届“挑战杯” 一等奖、
第十四届、十五届研电赛西北赛区一等奖、
企业命题全国三等奖、
总决赛全国三等奖、
第六届“互联网+”省赛银奖、

第七届“互联网+”省赛铜奖、
睿创大赛西部总决赛二等奖。



 


荣誉获奖 Awards Information

陕西省青年科技新星;

西北工业大学翱翔青年学者;

陕西省高等学校科学技术奖二等奖:用于传感器阵列目标定位的先进理论与方法研究。

ICIRA2012国际会议最佳论文奖;

西北工业大学吴亚军青年教师奖;

中科院声学所07年度论文发表1等奖。



科学研究 Scientific Research

研究方向:

[1]非凸优化、雷达信号处理、阵列信号处理等,包括毫米波雷达、MIMO/认知雷达、汽车雷达领域的波形设计/目标检测/定位/跟踪/成像/识别等方面及其在工业(室内生命感知)、国防中的应用;

[2]6G、sub-6G、雷达通信一体化等;

[3]机器学习与红外/无人机视频/激光图像处理及其应用;

[4]分布式、多智能体协同信息处理、多模信息融合、智能信息处理等。


主持国家自然科学基金(3项)、深圳自然科学基金、军委科技委项目、教育部霍英东教育基金会青年基金、陕西省青年科技新星配套项目、西工大翱翔青年学者配套项目、陕西省重点项目、空装预研项目、航空基金以及与北京35所和23所、上海8院、无锡607、沈阳所扬州院、华为等科研院所、公司合作的工程项目、横向课题等。


至今作为第1/通信作者在IEEE Trans. Signal Processing、IEEE Trans. Image Processing、IEEE Trans. Neural Network and Learning Systems、IEEE Trans. Antennas and Propagation、IEEE Journal of Selected Topics in Signal Processing、IEEE Trans. Aerospace and Electronic Systems等IEEE Trans 期刊发表学术论文21篇,其中SCI 1-2区18篇。

 

学术成果 Academic Achievements

公开或授权代表性发明专利:

[1] 多普勒信息不敏感的低旁瓣波形设计方法。

[2]一种MIMO雷达恒模波形和接收机的联合设计方法。

[3]超低旁瓣恒模波形设计方法。

[4]基于凸优化的低旁瓣波束图综合设计方法。

[5]稀疏波束图综合设计方法。

[6]无需拟合协方差矩阵的低旁瓣发射波束图设计方法。

[7]一种精确控制相关性旁瓣的序列集设计方法。

[8]一种基于二维耦合卷积的多聚焦图像融合方法。

[9]高采样1比特量化情况下的信号到达角高精度估计方法。

[10]自适应频谱模板约束的波形实现方法。

 

科学出版社专著《图像曲线拟合理论及其应用》。

 


作为第1/通信作者发表论文( 其中指导博士发表IEEE  TSP 4篇,IEEE TAP 3篇, IEEE TAES  2篇,Elsevier: SP 6篇,IEEE SPL 1篇):

[1] W. Fan, J. Liang, G. Yu, etc. MIMO Radar waveform design for quasi-equiripple transmit beampattern synthesis via weighted lp-minimization, IEEE Transactions on Signal Processing, 2019, 67(13):  3397-3411.
[2] W. Fan, J. Liang, and J. Li, Constant modulus MIMO radar waveform design with minimum peak sidelobe transmit beampattern, IEEE Transactions on Signal Processing, 2018, 66(16): 4207-4222 .
[3] W. Fan, J. Liang, H. C. So, etc. Min-max metric for spectrally compatible waveform design via log-exponential smoothing, IEEE Transactions on Signal Processing, 2020, 68(1):1075-1090. 

[4]W. Fan, J. Liang, H. C. So, etc. Spectrally-Agile Waveform Design for Wideband MIMO Radar Transmit Beampattern Synthesis via Majorization-ADMM.IEEE Transactions on Signal Processing, 2020, 69. 

[5] J. Liang, H. C. So, J. Li and A. Farina, Unimodular sequence design based on alternating direction method of multipliers, IEEE Transactions on Signal Processing, 2016, 64(20): 5367-5381
[6] J. Liang, C. S. Leung, H. C. So, Lagrange programming neural network approach for target localization in distributed MIMO Radar, IEEE Transactions on Signal Processing, 2016, 64(6):1574-1585.
[7] J. Liang, D. Liu. Passive localization of mixed near-field and far-field sources using two-stage MUSIC algorithm, IEEE Transactions on Signal Processing, 2010, 58(1):108-120.
[8] J. Liang, H. C. So, C. S. Leung, J .Li and A. Farina, Waveform design with unit modulus and spectral shape constraints via Lagrange programming neural network, IEEE Journal of Selected Topics in Signal Processing, 2015, 9(8): 1377-1386
[9]J. Liang, G. Yu. Decentralized dimensionality reduction for distributed tensor data across sensor network. IEEE Transactions on Neural Networks and Learning Systems. 2016,27(11):2174-2186.
[10]J. Liang, Y. Wang. Robust ellipse fitting via half-quadratic and semidefinite relaxation optimization. IEEE Transactions on Image Processing.  2015,24(11):4276-4286.
[11]J. Liang, Y. He, Image fusion using higher order singular value decomposition. IEEE Transactions on Image Processing. 2012, 21(5):2898-2909.
[12]J. Liang, M. Zhang. Distributed dictionary learning for sparse representation in sensor networks IEEE Transactions on Image Processing. 2014,23(6):2528-2541.
[13]J. Liang, M. Zhang.Robust ellipse fitting based on sparse combination of data points. IEEE Transactions on Image Processing. 2013, 22(6): 2207-2218.
[14]X. Fan, J. Liang, Y. Zhang, H. C. So, X. Zhao, Shaped power pattern synthesis with minimization of dynamic range ratio, IEEE Transactions on Antennas and Propagation, 2019, 67(5):3067-3078
[15]J. Liang, X. Zhang, H. C. So, etc. Sparse array beampattern synthesis via alternating direction method of multipliers.IEEE Transactions on Antennas and Propagation, 2018, 66(5): 2333-2345.
[16]J. Liang, D. Liu. Joint elevation and azimuth direction finding using L-shaped array.  IEEE Transactions on Antennas and Propagation, 2010, 58(6):2136-2141.
[17]X.Zhang, J.Liang, X.Fan, G.Yu and H.C.So, Reconfigurable array beampattern synthesis via conceptual sensor network modelling and computation, IEEE Transactions on Antennas and Propagation.Accepted. Early Access.
[18]X. Fan, J.Liang, X.Zhao, Y.Zhang and H.C.So, Optimal synthesis of sum and difference beam patterns with a common weight vector for symmetric and asymmetric antenna arrays, IEEE Transactions on Antennas and Propagation.Accepted. Early Access.
[19]J. Liang, X.Fan, H.C.So and D.Zhou, Array beampattern synthesis without specifying lobe level masks, IEEE Transactions on Antennas and Propagation.Accepted. Early Access.
[20]Y. Jing, J. Liang, B. Tang, J. Li. Designing unimodular sequence with low peak of sidelobe level of local ambiguity function. IEEE Transactions on Aerospace and Electronic Systems. 2019, 55(3):1393-1406.
[21]G. Yu, J. Liang, J. Li, Sequence set design with accurately controlled correlation properties. IEEE Transactions on Aerospace and Electronic Systems. 2018, 54(6):3032-3046.
[22]J. Liang, L. Xu, J. Li, P. Stoica, On designing the transmission and reception of multistatic continuous active systems. IEEE Transactions on Aerospace and Electronic Systems. 2014, 50(1):285-299.
[23]J. Liang, M. Zhang, D. Liu, W. Wang. Shape fitting for the shape control system of silicon single crystal growth. IEEE Transactions on Industrial Informatics. 2015, 11(2):
[24]J. Liang, P. Li, D. Zhou, etc. Robust ellipse fitting via alternating direction method of multipliers. Elsevier: Signal Processing, 2019, 164:30-40.
[25]X. Fan, J. Liang, H. C. So. Beampattern synthesis with minimal dynamic range ratio. Elsevier: Signal Processing, 2018, 152:411-416.
[26]J. Liang, Y. Chen, H. C. So, etc. Circular/hyperbolic/elliptic localization via Euclidean norm elimination. Elsevier: Signal Processing, 2018,148:102-113.
[27]J. Liang, H. C. So, J. Li, etc. On optimizations with magnitude constraints on frequency or angular responses. Elsevier: Signal Processing, 2018, 145:214-224.
[28]J. Liang, D. Wang, L. Su, etc. Robust MIMO radar target localization via nonconvex optimization. Elsevier: Signal Processing, 2016, 122: 33-38.
[29]J. Liang, X. Zeng, W. Wang, etc. L-shaped array-based elevation and azimuth direction finding in the presence of mutual coupling. Elsevier: Signal Processing, 2011, 91:1319-1328.
[30]W. Fan, J. Liang, G. Yu, H. C. SO, G. Lu. Minimum local peak sidelobe level waveform design with correlation and/or spectral constraints. Elsevier: Signal Processing. 2020, 171, Accepted.

[31] W. Fan, J. Liang, H. C. So. A unified sparse array design framework for beampattern synthesis. Elsevier: Signal Processing, 2021.

[32]W. Fan, J. Liang, H. C. So,  Spectrally compatible aperiodic sequence set design with low cross- and auto-correlation PSL.  Elsevier: Signal Processing, 2021.

[33]. J. Liang, M. Huang,X. Deng, Optimal transmitter and receiver placement for localizing 2D interested-region target with constrained sensor regions.Elsevier: Signal Processing, 2021.

[34] J. Liang, Passive localization of near-field source using cumulant. IEEE Sensors Journal. 2009, 9(8):953-960.

[35] J. Liang. Joint azimuth and elevation direction finding using cumulant. IEEE Sensors Journal. 2009, 9(4):390-398.

[36] J. Liang, X. Fan, W. Fan, D. Zhou, Phase-only pattern synthesis for linear antenna arrays. IEEE Antennas and Wireless Propagation Letters.2017, 16

[37] Y. Jing, J. Liang, D. Zhou. Spectrally constrained unimodular sequence design without spectral level mask. IEEE Signal Processing Letters. 2018, 25(7).

[38] J. Liang, P. Stoica, Y. Jing, Phase retrieval via the alternating direction method of multipliers. IEEE Signal Processing Letters. 2018, 25(1).

[39] J. Liang, A computationally efficient algorithm for joint range-DOA-frequency estimation of near-field sources. Elsevier: Digital Signal Processing. 2009, 19(4):596-611.

[40] J. Liang, Recursive least squares-like algorithms for the adaptive second-roder lattice notch filter. Elsevier: Digital Signal Processing. 2008, 18(3):291-306.

[41] J. Liang, Joint estimation of source number and DOA using simulated annealing algorithms. Elsevier: Digital Signal Processing. 2010, 20(3):887-899.

[42]Y. Jing, J. Liang, Efficient joint transmit waveform and receive filter design based on a general Lp-norm metric for sidelobe level of pulse compression.Elsevier: Signal Processing, 2021.

[43]P. Li, J. Liang, A degradation model for simultaneous brightness and sharpness enhancement of low-light image.Elsevier: Signal processing, 2021.