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| 部门： | 信息与通信工程系 |
| 姓名： | 张海剑 |
| 邮箱： | haijian.zhang@whu.edu.cn |
| 性别： | 男 |
| 职称： | 副教授 |
| 学历学位： | 博士 |
| 导师类型： | 硕导 |
| 办公电话： | |
| 通信地址： | 武汉大学电子信息学院信号处理实验室 |
| 邮政编码： | 430072 |
| 主要经历： | |
| 学习经历： | 2002.09 - 2006.06 武汉大学电子信息学院，获工学学士; |
| 任职经历： | 2011.08 - 2014.09 新加坡南洋理工大学 博士后研究员 |
| 主讲课程： | |
| 本科生课程： | 1. 数字信号处理（主讲、获选国家级一流本科课程、武汉大学青教赛一等奖、全国青教赛一等奖） |
| 研究生课程： | 1. 专业英语 （主讲） |
| 科学研究： | |
| 主要研究方向： | “语音和图像的紧密结合将会成为人工智能(AI)听觉和视觉领域新的发展趋势，存在诸多的技术瓶颈等我们去突破。在人工智能的风口浪尖，谁能将语音信号处理（增强、理解、远场语音识别），阵列信号处理（定位、分离、分类），图像信号处理，身份识别（人脸识别、虹膜识别、声纹识别、指纹识别）等众多技术巧妙并有机的联合，实现将技术的本质和与人为本的宗旨完美的结合，让我们拭目以待。” 1. 信号处理算法、机器学习方法在不同领域（语音、图像、通信、雷达、声纳、生物医学）的应用与落地
（AI技术面临可解释性弱、依赖算力、易受干扰等问题，信号处理方法与深度学习模型相融合是未来趋势) 2. 深度神经网络语音信号处理：基于单通道数据的语音去噪、增强、声源定位、语音分离 3. 智能语音信号处理与取证：基于多通道数据的语音去噪、定位、分离、提取、识别、取证 4. 图像视觉信息分析与处理（图文识别OCR、人脸识别、疲劳驾驶、视频图像异常检测等） 5. 通信认知无线电系统及其在未来5G/6G网络中的应用研究（物理层、OFDM、FBMC） |
| 主要科研课题及项目： | 科研项目 |
| 主要论文及著作： | 期刊论文[2023] H. Zhang*, "Learning to Super-Resolve Blurry Images With Events," IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), vol. 45, no. 8, pp. 10027-10043, 2023.
[2023] H. Zhang*, " "Seeing" Electric Network Frequency From Events," IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2023.
[2023] H. Zhang*, "A Lightweight Fourier Convolutional Attention Encoder for Multi-Channel Speech Enhancement," IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2023.
[2023] H. Zhang*, "Factors affecting forensic electric network frequency matching – A comprehensive study," Digital Communications and Networks, 2023.
[2022] H. Zhang*, "Optical-Enhanced Oil Tank Detection in High-Resolution SAR Images," IEEE Transactions on Geoscience and Remote Sensing, vol. 60, pp. 1-12, 2022. [2022] H. Zhang*, "A Data-Driven High-Resolution Time-Frequency Distribution," IEEE SIGNAL PROCESSING LETTERS, vol. 29, pp. 1512-1516, 2022.
[2022] H. Zhang*, "Learning Structured Sparsity For Time-Frequency Reconstruction," IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2022, pp. 5398-5402.
[2021] H. Zhang*, "ENF Detection in Audio Recording via Multi-Harmonic Combining," IEEE SIGNAL PROCESSING LETTERS, vol. 28, pp. 1808-1812, 2021.
[2021] H. Zhang*,“Robust ENF estimation based on harmonic enhancement and maximum weight clique,”IEEE Transactions on Information Forensics and Security, vol. 16, pp. 3874-3887, 2021.
[2021] H. Zhang, "Enhanced Time-Frequency Representation and Mode Decomposition", IEEE Transactions on Signal Processing, vol. 69, pp. 4296-4311, 2021.
[2021] H. Zhang*, "Towards End-to-End Synthetic Speech Detection"，IEEE SIGNAL PROCESSING LETTERS, vol. 28, pp. 1265-1269, 2021.
[2021] H. Zhang*, "Learning Center Probability Map for Detecting Objects in Aerial Images," IEEE Transactions on Geoscience and Remote Sensing, vol. 59, no. 5, pp. 4307-4323, 2021. [2021] H. Zhang*, Blind separation of coherent multipath signals with impulsive interference and Gaussian noise in time-frequency domain, Signal Processing, Vol. 178, 2021. [2021] H. Zhang*, "Detection of Electric Network Frequency in Audio Recordings–From Theory to Practical Detectors," IEEE Transactions on Information Forensics and Security, vol. 16, pp. 236-248, 2021. [2020] H. Zhang*, "ENF Signal Enhancement in Audio Recordings," IEEE Transactions on Information Forensics and Security, vol. 15, pp. 1868-1878, 2020. [2020] H. Zhang, "Distributed Compressive Sensing via LSTM-Aided Sparse Bayesian Learning," Signal Processing, vol. 176, 2020. [2020] H. Zhang*, "An Overview of FIR Filter Design in Future Multicarrier Communication Systems", Electronics, 2020, 9(4), 599. [2019] H. Zhang*, "Random Matching Pursuit for Image Watermarking," IEEE Transactions on Circuits and Systems for Video Technology, vol. 29, no. 3, pp. 625-639, March 2019. [2019] H. Zhang*, Detecting Power Lines in UAV Images with Convolutional Features and Structured Constraints. Remote Sens. 2019, 11, 1342. [2018] H. Zhang*, "Improved bare PCB defect detection approach based on deep feature learning," The Journal of Engineering, vol. 2018, no. 16, pp. 1415-1420, Nov. 2018. （指导本科生一作论文） [2018] H. Zhang*, "Fingerprint-Based Device-Free Localization in Changing Environments Using Enhanced Channel Selection and Logistic Regression," IEEE Access, vol. 6, pp. 2569-2577, 2018. [2018] H. Zhang*, Geospatial Object Detection in High Resolution Satellite Images Based on Multi-Scale Convolutional Neural Network. Remote Sens. 2018, 10, 131. [2018] H. Zhang*, “Line Spectral Estimation Based on Compressed Sensing with Deterministic Sub-Nyquist Sampling,” Circuits, Systems, and Signal Processing, vol. 37, no. 4, pp. 1777–1788, Apr. 2018. [2017] H. Zhang*, “Frequency estimation of multiple sinusoids with three sub-Nyquist channels,” Signal Processing, vol. 139, pp. 96-101, 2017. [2017] H. Zhang*, “Frequency estimation with atomic norms using coprime sampling,” ICIC Express Letters, vol. 11. no. 2, pp. 483-489, Feb. 2017. [2017] H. Zhang, “Underdetermined Blind Separation of Overlapped Speech Mixtures in Time-Frequency Domain with Estimated Number of Sources,” Speech Communication, vol. 89, pp. 1-16, 2017. [2017] H. Zhang*, “Dynamic recovery for block sparse signals,” Signal Processing, vol. 130, pp. 197-203, Jan. 2017. [2016] H. Zhang,“Spectral Efficiency Analysis of Filter Bank Multi-Carrier (FBMC)-Based 5G Networks with Estimated Channel State Information (CSI),” in the book of Towards 5G Wireless Networks - A Physical Layer Perspective, Publisher: InTech, DOI: 10.5772/66057 [2016] H. Zhang*, “Power Transmission Tower Series Extraction in PolSAR Image Based on Time-Frequency Analysis and A-Contrario Theory,” Sensors, 2016, 16(11), 1862; doi: 10.3390/s16111862 [2016] H. Zhang*, “A New Elliptical Model for Device-Free Localization,” Sensors, 16(4), 577, 2016. doi:10.3390/s16040577 [2016] H. Zhang, “Iterative Time-Frequency Filtering of Sinusoidal Signals With Updated Frequency Estimation,” IEEE Signal Processing Letters, vol. 23, no. 1, pp. 139-143, Jan. 2016. [2016] H. Zhang, "DOA Estimation of Closely-Spaced and Spectrally-overlapped Sources Using A STFT-Based MUSIC Algorithm," Digital Signal Processing, vol. 52, pp 25-34, May 2016. [2016] H. Zhang, “Polyphase filter bank based multi-band spectrum sensing in cognitive radio systems,” International Journal of Communication Systems, vol. 29, no. 12, Aug. 2016, pp.1844-1862. [2016] H. Zhang*, "Structured Sparsity-Driven Autofocus Algorithm for High-Resolution Radar Imagery," Signal Processing, vol. 125, pp. 376-388, Aug. 2016. [2016] H. Zhang*, "A Class of Deterministic Sensing Matrices and Their Application in Harmonic Detection," Circuits Systems and Signal Processing, pp 1-12, Feb. 2016. [2016] H. Zhang*, "Novel Wideband DOA Estimation Based on Sparse Bayesian Learning With Dirichlet Process Priors," IEEE Transactions on Signal Processing, vol. 64, no. 2, pp. 275-289, Jan. 2016. [2016] H. Zhang*, "An Improved Adaptive Constrained Constant Modulus Reduced-Rank Algorithm with Sparse Updates for Beamforming," Multidimensional Systems and Signal Processing, vol. 27, issue 2, pp. 321-340, Apr. 2016. [2015] H. Zhang*, "Automatic Ship Detection in SAR Images Using Multi-Scale Heterogeneities and an A Contrario Decision," Remote Sensing, pp. 7695-7711, 7, 2015. [2015] H. Zhang*, "Robust Frequency-Hopping Spread Spectrum Estimation based on Sparse Bayesian Method," IEEE Transactions on Wireless Communications, vol. 14, no. 2, pp. 781-793, Feb. 2015. [2015] H. Zhang, "IF Estimation of FM Signals based on Time-Frequency Image," IEEE Transactions on Aerospace and Electronic Systems, vol. 51, no. 1, Jan. 2015. [2015] H. Zhang, "Robust Time-Varying Filtering and Separation of Some Nonstationary Signals in Low SNR Environments," Signal Processing, vol. 106, pp. 141-158, Jan. 2015. [2014] H. Zhang*, "Speech Signal Recovery Based on Source Separation and Noise Suppression," Journal of Computer and Communications, vol. 2, pp. 112-120, 2014. [2013] H. Zhang*, "An Improved Auto-Calibration Algorithm Based on Sparse Bayesian Learning Framework," IEEE Signal Processing Letters, vol. 20, no. 9, pp. 889-892, Sep. 2013. [2012] H. Zhang, "Noncooperative Multicell Resource Allocation of FBMC-Based Cognitive Radio Systems," IEEE Transactions on Vehicular Technology, vol. 61, no. 2, pp. 799-811, Feb. 2012. [2010] H. Zhang, "Spectral Efficiency Comparison of OFDM / FBMC for Uplink Cognitive Radio Networks," EURASIP Journal on Advances in Signal Processing, vol. 2010, Article ID 621808, 14 pages, 2010. [2010] H. Zhang, "Spectral Correlation of Multicarrier Modulated Signals and Its Application for Signal Detection," EURASIP Journal on Advances in Signal Processing, vol. 2010, Article ID 794246, 14 pages, 2010. [2009] H. Zhang, "Spectral Efficiency Comparison between OFDM / OQAM and OFDM based CR Networks," Wireless Communications and Mobile Computing, vol. 9, pp. 1487-1501, Nov. 2009. [2009] H. Zhang, "Classification of Polarimetric SAR Image Based on Four-component Scattering Model," Geomatics and Information Science of Wuhan University, vol. 34, no. 1, pp. 122-125, 2009. [2007] H. Zhang*, "Study on Extracting Information from Spaceborne Polarimetric Synthetic Aperture Radar Data," SPACE ELECTRONIC TECHNOLOGY, vol. 4, no. 2, pp. 1-6, 2007. 部分学术会议 [2020] H. Zhang*, "EFFICIENT ESTIMATION OF MIXING MATRIX USING A TWO-SENSOR ARRAY," in Proc. of International Conference on Acoustics, Speech, and Signal Processing (ICASSP), May 2020. [2020] H. Zhang*, "FACIAL FEATURE EMBEDDED CYCLEGAN FOR VIS-NIR TRANSLATION," in Proc. of International Conference on Acoustics, Speech, and Signal Processing (ICASSP), May 2020. [2016] H. Zhang*, "DOA Estimation of Closely-Spaced and Spectrally-Overlapped Sources Based on Time-Frequency Sparse Representation," in Proc. of International Conference on Acoustics, Speech, and Signal Processing (ICASSP), Shanghai, China, 20-25 March 2016. [2016] H. Zhang*, "A sparsity-driven auto-focus technique for radar imaging," IEEE 11th Conference on Industrial Electronics and Applications (ICIEA), Hefei, China, 2016, pp. 2381-2385. [2016] H. Zhang*, "Resource Allocation in FBMC-based Two-Cell Cognitive Radio Systems with Estimated CSI", The 13th IEEE International Conference on Signal Processing, Chengdu, China, 4-9 November, 2016. [2016] H. Zhang*, "Logistic Regression-Based Device-Free Localization in Changeable Environments", The 13th IEEE International Conference on Signal Processing, Chengdu, China, 4-9 November, 2016. [2016] H. Zhang*, "Automatic Modulation Classification using Stacked Sparse Auto-Encoders", The 13th IEEE International Conference on Signal Processing, Chengdu, China, 4-9 November, 2016. [2015] H. Zhang*, "Hierarchical Sparsity-Regularized Framework Based Frequency Hopping Spectrum Estimation With Antenna Array System," International Conference on Information Technology, May 2015. [2015] H. Zhang*, "Extending Access Point Coverage Area through Opportunistic Routing for Multi-Hop WLAN Accesses," ICPADS 2014. [2014] H. Zhang*, "Blind Frequency Hopping Spectrum Estimation: A Bayesian Approach," SustainCom 2014. [2014] H. Zhang*, "Pedestrian detection in highly crowded scenes using "online" dictionary learning for occlusion handling," in Proc. of IEEE ICIP, 2014. [2014] H. Zhang*, "Automatic Multi-Speaker Speech Recognition System Based on Time-Frequency Blind Source Separation under Ubiquitous Environment," in Proc. of IEEE Conference on Industrial Electronics and Applications (ICIEA), Hangzhou, China, Jun. 2014, pp. 101-106. [2014] H. Zhang, "Supervised Modulation Classi cation Based on Ambiguity Function Image and Invariant Moments," in Proc. of IEEE Conference on Industrial Electronics and Applications (ICIEA), Hangzhou, China, Jun. 2014, pp. 1461-1465. [2014] H. Zhang, "IF Extraction of Multicomponent Radar Signals based on Time-Frequency Gradient Image," in Proc. of IEEE Radar Conference, Cincinnati, OH, May 19-23, 2014, pp. 0344-0349. [2014] H. Zhang, "Time-Varying Filtering and Separation of Nonstationary FM Signals in Strong Noise Environments," in Proc. of International Conference on Acoustics, Speech, and Signal Processing (ICASSP), Florence, Italy, 4-9 May 2014, pp. 4171-4175. [2013] H. Zhang, "Estimation Of Underdetermined Mixing Matrix With Unknown Number Of Overlapped Sources In Short-Time Fourier Transform Domain," in Proc. of International Conference on Acoustics, Speech,and Signal Processing (ICASSP), May 2013, pp. 6486-6490. [2012] H. Zhang, "Time-Frequency Peak Filtering for the Recognition of Communication Signals," in Proc. of International Symposium on Instrumentation & Measurement, Sensor Network and Automation (IMSNA), Aug. 2012, pp.19-23. [2010] H. Zhang, "Uplink Capacity Comparison of OFDM / FBMC based Cognitive Radio Networks," in Proc. of IEEE International Conference on Communications (ICC), Cape Town, South Africa, May. 2010, pp. 1-5. [2010] H. Zhang, "Capacity analysis of OFDM / FBMC based cognitive radio networks with estimated CSI," in Proc. of IEEE CrownCom, Cannes, France, Jun. 2010, pp. 1-5. [2009] H. Zhang, "Resource Allocation of Noncooperative Multi-cell for Cognitive Radio Networks," in Proc. of IEEE ISWCS, Sep. 2009, pp. 101-105. [2009] H. Zhang, "Spectral Efficiency Analysis in OFDM and OFDM/OQAM Based Cognitive Radio Networks," in Proc. of IEEE Vehicular Technology Conference (VTC), Apr. 2009, pp. 1-5. [2008] H. Zhang, "Signal Detection for OFDM/OQAM System Using Cyclostationary Signatures," in Proc. of IEEE International Symposium on Personal Indoor and Mobile Radio Communications (PIMRC), Sep. 2008, pp. 1-5. [2007] H. Zhang, "Automatic Extraction of Power Transmission Tower Series from PolSAR Imagery Based on MRF Model," in Proc. of Asian and Pacific Conference on Synthetic Aperture Radar, Nov. 2007, pp. 788-792. [2007] H. Zhang*, "Automatic Detection of Power Transmission Series in Full Polarimetric SAR Imagery," in Proc. of IEEE Radar Conference, Boston, USA, Apr. 2007, pp. 789-793. [2006] H. Zhang, "Improved Classification of Polarimetric SAR Data Based on Four-component Scattering Model," in Proc. of CIE International Conference on Radar, Oct. 2006, pp. 555-558. [2006] H. Zhang*, "Classification of Polarimetric SAR Data Based on Multidimensional Watershed Clustering," in Proc. of Lecture Notes in Artificial Intelligence, ADMA, 2006, pp. 157-164. |
| 其它： | |
| 获奖情况： | 2022-2023 全国高等学校电子信息类专业青年教师授课竞赛一等奖 |
| 主要社会及学术兼职： | 长期担任包括IEEE Trans. on Information Forensics & Security (TIFS), IEEE Trans. on Signal Processing (TSP), IEEE Trans. on Wireless Communications (TWC), IEEE Trans. on Vehicular Technology (TVT)，IEEE SPL，Elsevier Signal Processing 等国际期刊论文审稿人。 |
| 所带研究生情况： | 指导博士和硕士情况
1. 已毕业并获得博士学位的研究生2名：
欢迎具有电子、计算机、自动化、数学、物理等相关背景的同学保送或报考研究生，学习期间导师在能力范围内提供一切帮助。若有意进行大学生科研、提前进入信号处理实验室学习专业相关知识的本科生，可邮件联系。（haijian.zhang@whu.edu.cn） |