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师资力量

黄公平

黄公平

电话:

邮箱:gongpinghuang@whu.edu.cn

办公地点:武汉大学电子信息学院

个人主页:http://jszy.whu.edu.cn/huanggong

研究方向:智能语音处理、信号与信息处理、声信号感知

导师类型:博导/硕导

个人简介

黄公平、武汉大学教授、博士生导师。主要从事面向语音通讯和人工智能的声信号感知理论与关键技术研究。曾获国家高层次青年人才、湖北省高层次人才、德国 “洪堡学者”、中国电子学会优博、以色列理工Andrew and Erna Finci Viterbi 奖、陕西省优博等荣誉。在国际权威期刊与会议上发表论文70余篇,在Springer出版语音领域学术专著1本,获授权国际发明专利7项。担任IEEE Signal Processing Letter 编委(Associate Editor),IEEE声学信号处理技术委员会(AASP)委员,国际会议 IEEE ICSPCC 2024共同技术主席、中国计算机学会语音听觉与对话专委、《电子学报(英文版)》青年编委、《信号处理》青年编委、《声学学报》青年编委、Circuits Systems and Signal Processing 编委 (Associate Editor)


主讲课程

本科生课程:《数字信号处理》

研究生课程:《论文写作指导》

主要科研课题及项目

面向人工智能和语音通讯应用,研究智能语音关键技术。


  • 语音增强:主要包括语音去噪、语音去混响、回声消除、语音频带扩展等。

  • 音频生成:主要包括高保真语音生成、音频生成、环境声生成、空间音频生成等。

  • 阵列信号处理:主要包括麦克风阵列设计及优化、波束形成、区域拾音等。

  • 声信号感知:主要包括声源定位、声学事件检测与定位、声音异常检测及故障诊断等。


尤其关注在多人视频会议、机器人听觉、智慧大屏、智能家居、智能车载、远程会议及协作、助听等系统中的应用。近3年主持多项国家级、省部级、和企业产学研合作项目,包括国家自然基金优秀青年基金(海外)、国家自然基金面上项目。相关研究成果发表领域权威期刊论文70多篇,其中语音领域顶级期刊ieee/acm transactions on audio, speech and language processing 论文20多篇。获授权国际发明专利7项,在麦克风阵列领域著有专著一本。


代表性论文论著

学术专著
[1] J. Benesty, G. Huang, J. Chen, and N. Pan, "Microphone Arrays," Springer, vol 22, 2024.

期刊论文

[35]  X. Luo, J. Jin, G. Huang, J. Chen, J. Benesty, “Design of fully steerable differential beamformers with linear superarrays,” IEEE/ACM Trans. Audio, Speech, Lang. Process., vol. 32, pp. 3076-3089, 2024.

[34] X. Luo, X. Zhao, G. Huang, J. Jin, J. Chen, J. Benesty, “Design of fully steerable broadband beamformers with concentric circular superarrays,” J. Acoust. Soc. Am., vol. 154, no. 4, pp. 1996-2009, 2023.

[33]  G. Huang, J. Benesty, and J. Chen, “Dimensionality reduction of room acoustic impulse responses and applications to system identification,” IEEE Signal Process. Lett., vol. 30, pp. 1107-1110, 2023.

[32] J. Jin, J. Benesty, J. Chen, G. Huang, “Differential beamforming from a geometric perspective,” IEEE/ACM Trans. Audio, Speech, Lang. Process., vol. 2, pp. 3042-3054, 2023.

[31]  X. Zhao, G. Huang, J. Chen, J. Benesty, “Design of 2D and 3D differential microphone arrays with a multistage framework,” IEEE/ACM Trans. Audio, Speech, Lang. Process., vol. 31, pp. 2016-2031, 2023.

[30] X. Luo, J. Jin, G. Huang, J. Chen, J. Benesty, “Design of steerable linear differential microphone arrays with omnidirectional and bidirectional sensors,” IEEE Signal Process. Lett., vol. 30, pp. 463-467, 2023.

[29] X. Luo, G. Huang, J. Jin, J. Chen, J. Benesty, W. Zhang, M. Zhu, and J. Li, Design of maximum directivity beamformers with linear acoustic vector sensor arrays,IEEE/ACM Trans. Audio, Speech, Lang. Process., vol. 31, pp. 1-15, Mar. 2023.

[28] J. Jin, J. Benesty, G. Huang, and J. Chen, “On differential beamforming with non-uniform linear microphone arrays,” IEEE/ACM Trans. Audio, Speech, Lang. Process., vol. 30, pp.1840-1852, 2022. 
[27] G. Huang, J. Benesty, and J. Chen, “Fundamental approaches to robust differential beamforming with high directivity factors,”IEEE/ACM Trans. Audio, Speech, Lang. Process., vol. 30, pp. 1277-1289, Sep. 2022
[26] G. Huang, J. Benesty, and J. Chen, “Kronecker product multichannel linear filtering for adaptive weighted prediction error-based speech dereverberation,”IEEE/ACM Trans. Audio, Speech, Lang. Process., vol. 30, pp. 1277-1289, 2022.
[25] X. Zhao, G. Huang, J. Chen, and J. Benesty, “On the design of 3D steerable beamformers with uniform concentric circular microphone arrays,” IEEE/ACM Trans. Audio, Speech, Lang. Process., vol. 29, pp. 2764-2778, Aug. 2021.
[24] X. Wang, J. Benesty, J. Chen, G. Huang, and I. Cohen, “Beamforming for cube microphone arrays via Kronecker product decompositions,”IEEE/ACM Trans. Audio, Speech, Lang. Process., vol. 29. pp. 1774-1784, May 2021. 
[23] X. Chen, J. Benesty, G. Huang, and J. Chen, “On the robustness of the superdirective beamformer,” IEEE/ACM Trans. Audio, Speech, Lang. Process., vol. 29, pp. 838-849, Jan. 2021. 
[22] G. Huang, J. Benesty, I. Cohen, and J. Chen, “A simple theory and new method of differential beamforming with uniform linear microphone arrays,” IEEE/ACM Trans. Audio, Speech, Lang. Process., vol. 28, pp. 1079-1093, Mar. 2020. 
[21] G. Huang, J. Benesty, I. Cohen, and J. Chen, “Differential beamforming on graphs,” IEEE/ACM Trans. Audio, Speech, Lang. Process., vol. 28, pp. 901-913, Feb. 2020. 
[20] X. Zhao, J. Benesty, G. Huang, and J. Chen, “On a particular family of differential beamformers with cardioid-like and no-null patterns,” IEEE Signal Processing Letters, vol. 28, pp. 140-144, Dec. 2020.
[19] X. Zhao, J. Benesty, G. Huang, and J. Chen, “Differential beamforming from the beampattern factorization perspective,”IEEE/ACM Trans. Audio, Speech, Lang. Process., vol. 29, pp. 632-643, Dec. 2020. 
[18] X. Wang, G. Huang, J. Chen, J. Benesty, and I. Cohen, “Time difference of arrival estimation based on a Kronecker product decomposition,”IEEE Signal Processing Letters, vol. 28, pp. 51-55, Dec. 2020.
[17] W. Yang, J. Benesty, G. Huang, and J. Chen, “A new class of differential beamformers,” IEEE/ACM Trans. Audio, Speech, Lang. Process., vol. 29, pp. 594-606, Dec. 2020. 
[16] W. Yang, G. Huang, J. Chen, J. Benesty, I. Cohen, and W. Kellermann, “Robust dereverberation with Kronecker product based multichannel linear prediction,” IEEE Signal Processing Letters, vol. 28, pp. 101-105, Dec. 2020.
[15] J. Jin, G. Huang, X. Wang, J. Chen, J. Benesty, and I. Cohen, “Steering study of linear differential microphone arrays,” IEEE/ACM Trans. Audio, Speech, Lang. Process., vol. 29, pp. 158-170, Nov. 2020. 
[14] J. Jin, J. Chen, J. Benesty, Y. Wang, and G. Huang, “Heterophasic binaural differential beamforming for speech intelligibility improvement,” IEEE Transactions on Vehicular Technology, vol. 69, no. 11, pp. 13497-13509, Nov. 2020.
[13] G. Huang, J. Chen, J. Benesty, I. Cohen, and X. Zhao, “Steerable differential beamformers with planar microphone arrays,” EURASIP Journal on Audio, Speech, and Music Processing, vol. 2020, no. 1, pp.1-18, Nov. 2020. (邀请论文)
[12] G. Huang, I. Cohen, J. Benesty, and J. Chen, “Continuously steerable differential beamformers with null constraints for circular microphone arrays,” J. Acoust. Soc. Am., vol. 148, no. 3, pp. 1248-1258, Sep. 2020.
[11] 潘超, 黄公平, 陈景东, “面向语音通信与交互的麦克风阵列波束形成方法”, 信号处理, 36(6): 804-815, 03. 2020. (邀请论文)
[10] G. Huang, J. Chen, and J. Benesty, “Design of planar differential microphone arrays with fractional orders,”IEEE/ACM Trans. Audio, Speech, Lang. Process., vol. 28, pp. 116-130, Oct. 2019. 
[9] T.  Long, J. Chen, G. Huang, J. Benesty, and I. Cohen, “Acoustic source localization based on geometric projection in reverberant and noisy environments,” IEEE J. Selected Topics Signal Process., vol. 13, no. 1, pp. 143-155, Mar. 2019.
[8] G. Huang, J. Chen, and J. Benesty, “Insights into the frequency-invariant beamforming with concentric circular microphone arrays,” IEEE/ACM Trans. Audio, Speech, Lang. Process., vol. 26, no. 12, pp. 2305-2318, Dec. 2018. 
[7]  G. Huang, J. Chen, and J. Benesty, “On the design of differential beamformers with arbitrary microphone array geometry,” J. Acoust. Soc. Am., vol. 144, no. 1, pp. EL66-EL70, May 2018.
[6] G. Huang, J. Chen, and J. Benesty, “A flexible high directivity beamformer with spherical microphone arrays,” J. Acoust. Soc. Am., vol. 143, no. 5, pp. 3024-3035, May 2018.
[5] G. Huang, J. Benesty, and J. Chen, “On the design of frequency-invariant beampatterns with uniform circular microphone arrays,”IEEE/ACM Trans. Audio, Speech, Lang. Process., vol. 25, no. 5, pp. 1140-1153, May 2017.
[4] G. Huang, J. Benesty, and J. Chen, “Design of robust concentric circular differential microphone arrays,” J. Acoust. Soc. Am., vol. 141, no. 5, pp. 3236-3249, May 2017.
[3] G. Huang, J. Benesty, and J. Chen,  “Superdirective beamforming based on the Krylov matrix,” IEEE/ACM Trans. Audio, Speech, Lang. Process., vol. 22, no. 12, pp. 2034-2047, Dec. 2016. 
[2] G. Huang, J. Chen, and J. Benesty, “Direction-of-arrival estimation of passive acoustic sources in reverberant environments based on the Householder transformation,” J. Acoust. Soc. Am., vol. 138, no. 5, pp. 3053-3060, Nov. 2015.
[1] G. Huang, J. Benesty, T. Long, and J. Chen, “A family of maximum SNR filters for noise reduction,” IEEE/ACM Trans. Audio, Speech, Lang. Process., vol. 22, no. 12, pp. 2034-2047, Dec. 2014. 


会议论文

[34]J. Jin, X. Luo, G. Huang, J. Chen, and J. Benesty, “Beamforming through online convex combination of differential beamformers”, in Proc. IEEE ICASSP, 2024.

[33] X. Luo, J. Jin, G. Huang, Y. Zhao, J. Chen, and J. Benesty, “On the design of planar differential microphone arrays with specified beamwidth or sidelobe level”, in Proc. IEEE ICASSP, 2024.

[33] X. Zhao, X. Luo, G. Huang, J. Chen, and J. Benesty, “Differential beamforming with null constraints for spherical microphone arrays”, in Proc. IEEE ICASSP, 2024

[31] X. Luo, G. Huang, J. Chen, J. Benesty, "On the Design of Robust Differential Beamformers with Uniform Circular Microphone Arrays," in Proc. EUSIPCO, 2023.

[30] G. Huang, J. Benesty, I. Cohen, E. Winebrand, J. Chen, and W. Kellermann, “Switching Kronecker product linear filtering for multi-speaker adaptive speech dereverberation,” in Proc. IEEE ICASSP, 2023.
[29] X. Wang, B. Andreas, G. Huang, Y. Yang, W. Kellermann, and J. Chen, “Spatially informed independent vector analysis for source extraction based on the convolutive transfer function model,” in Proc. IEEE ICASSP, 2023.
[28] G. Huang, J. Benesty, J. Chen, C. Paleologu, S. Ciochina, W. Kellermann, and I. Cohen, “Acoustic system identification with partially time-varying models based on tensor decompositions,” in Proc. IEEE IWAENC, 2022.
[27] W. Yang, G. Huang, A. Brendel, J. Chen, J. Benesty, W. Kellermann, and I. Cohen, “A bilinear framework for adaptive speech dereverberation combining beamforming and linear prediction,” in Proc. IEEE IWAENC, 2022.
[26] 
X. Wang, J. Benesty, G. Huang, and J. Chen,“A minimum-variance-distortionless-response spectral estimator with Kronecker product filters,” in Proc. EUSIPCO,2022.
[25] Huang, Y. Wang, J. Benesty, I. Cohen, and J. Chen, “Combined differential beamforming with uniform linear microphone arrays,” in Proc. IEEE ICASSP, 2021, pp. 781-785. 
[24] X. Wang, G. Huang, I. Cohen, J. Benesty, and J. Chen, “Kronecker product adaptive beamforming for microphone arrays,” in Proc. APSIPA ASC, 2021. 
[23] 
X. Luo, J. Jin, G. Huang, J. Chen, J. Benesty, I. Cohen, W. Zhang, M. Zhu, and C. Li, “Constrained maximum directivity beamformers based on uniform linear acoustic-vector-sensor arrays,” in Proc. APSIPA ASC, 2021. (邀请论文)
[22] X. Zhao, G. Huang, J. Benesty, J. Chen, and I. Cohen, “On the design of square differential microphone arrays with a multistage structure,” in Proc. IEEE ICASSP, 2021, pp. 746-750. 
[21] X. Wang, G. Huang, I. Cohen, J. Benesty, and J. Chen, “Robust steerable differential beamformers with null constraints for concentric circular microphone arrays,” in Proc. IEEE ICASSP, 2021, pp. 4465-4469. 
[20] G. Huang, I. Cohen, J. Benesty, and J. Chen, “Kronecker product beamforming with multiple differential microphone arrays,” in Proc. IEEE SAM, 2020, pp. 1-5.
[19] G. Huang, J. Chen, J. Benesty, and I. Cohen, “Robust and steerable Kronecker product differential beamforming with rectangular microphone arrays,” in Proc. IEEE ICASSP, 2020, pp. 211-215. 
[18] D. Li, G. Huang, Y. Lei, J. Chen, and J. Benesty, “Robust source separation with differential microphone arrays and independent low-rank matrix analysis,” in Proc. EUSIPCO, 2020, pp. 291-295.
[17] X. Zhao, G. Huang, J. Chen, and J. Benesty, “An improved solution to the frequency-invariant beamforming with concentric circular microphone arrays,” in Proc. IEEE ICASSP, 2020, pp. 556-560.
[16] G. Huang, X. Zhao, J. Chen, and J. Benesty, “Properties and limits of the minimum-norm differential beamformers with circular microphone arrays,” in Proc. IEEE ICASSP, 2019, pp. 426-430. (IEEE SPS Travel Grant)
[15] X. Chen, G. Huang, J. Chen, and J. Benesty, “A maximum-achievable-directivity beamformer with white-noise-gain constraint for spherical microphone arrays,” in Proc. ICA, 2019, pp. 2752-2759. (邀请论文)
[14] X. Wang, J. Benesty, G. Huang, J. Chen, and I. Cohen, “Design of Kronecker product beamformers with cuboid microphone arrays,” in Proc. ICA, 2019, pp. 2660-2667. (邀请论文)
[13] X. Zhao, G. Huang, J. Benesty, and J. Chen, “Optimal design of symmetric and asymmetric beampatterns with circular arrays,” in Proc. ICA, 2019, pp. 2909-2916.
[12] W. Yang, G. Huang, J. Benesty, I. Cohen, and J. Chen, “On the design of flexible Kronecker product beamformers with linear microphone arrays,” in Proc. IEEE ICASSP, 2019, pp. 441-445. 
[11] J. Jin, G. Huang, J. Chen, and J. Benesty, “Design of optimal linear differential microphone arrays based array geometry optimization,” in Proc. IEEE ICASSP, 2019, pp. 5741-5745. 
[10] G. Huang, J. Chen, and J. Benesty, “On the design of robust steerable frequency-invariant beampatterns with concentric circular microphone arrays,” in Proc. IEEE ICASSP, 2018, pp. 506-510. 
[9] W. Yang, G. Huang, W. Zhang, J. Chen, and J. Benesty, “Dereverberation with differential microphone arrays and the weighted-prediction-error method,” in Proc. IEEE IWAENC, 2018, pp. 376-380.
[8] G. Huang, J. Benesty, and J. Chen, “Study of the frequency-domain multichannel noise reduction problem with the Householder transformation,” in Proc. IEEE ICASSP, 2017, pp. 486-490. 
[7] G. Huang, J. Benesty, and J. Chen, “Subspace superdirective beamforming with uniform circular microphone arrays,” in Proc. IEEE IWAENC, 2016, pp. 1-5.
[6] G. Huang, J. Benesty, and J. Chen, “A parametric superdirective beamformer with uniform linear microphone arrays,” in Proc. ICA, 2016. (邀请论文)
[5] C. Li, J. Benesty, G. Huang, and J. Chen, “Subspace superdirective beamformers based on joint diagonalization,” in Proc. IEEE ICASSP, 2016, pp. 400-405. 
[4] G. Huang, J. Benesty, and J. Chen, “On a multichannel maximum SNR filter for noise reduction in the STFT domain,” in Proc. IEEE ChinaSIP, 2015, pp. 697-700. (邀请论文)
[3] J. Yu, J. Benesty, G. Huang, and J. Chen, “Optimal single-channel noise reduction filtering matrices from the Pearson correlation coefficient perspective,” in Proc. IEEE ICASSP, 2015, pp. 201-205. 
[2] G. Huang, J. Chen, and J. Benesty, “Investigation of a parametric gain approach to single-channel speech enhancement,” in Proc. IEEE ICASSP, 2015, pp. 206-210. (IEEE SPS Travel Grant) 
[1] J. Yu, J. Benesty, G. Huang, and J. Chen, “Examples of optimal noise reduction filters derived from the squared Pearson correlation coefficient,” in Proc. IEEE ICASSP, 2014, pp. 1571-1575.

主要学术组织任职

担任IEEE Signal Processing Letter 编委(Associate Editor)

担任 IEEE 声学信号处理技术委员会(AASP)委员

担任《信号处理》青年编委 

担任《声学学报》青年编委 

担任《电子学报(英文版)》青年编委

担任中国计算机学会语音听觉与对话专业委员会委员;

担任国际会议 IEEE ICSPCC 2024技术委员会共同主席(Technical Program Chairs);

担任SCI期刊 Circuits Systems and Signal Processing 编委 (Associate Editor);
担任期刊 IEEE Open Journal of  Signal Processing 顾问编委(Consulting Associate Editor);
担任 ICASSP、Interspeech、IWAENC、 EUSIPCO  等语音领域知名国际会议的技术委员会成员; 

担任IEEE/ACM Transactions on Audio, Speech, and Language Processing, IEEE Transactions on Signal ProcessingIEEE Signal Processing Letters, Journal of the Acoustical Society of America, Signal Processing, IEEE Transactions on Industrial Electronics, IEEE Transactions on MultimediaIEEE Transactions on Vehicular Technology, IEEE Transactions on Aerospace and Electronic Systems, IEEE Transactions on Circuits and Systems, IEEE ASME Transactions on Mechatronics, IEEE Communications LettersSpeech Communication 20多个SCI国际期刊的审稿人。

荣誉获奖

德国“洪堡学者”
中国电子学会优秀博士学位论文
以色列理工学院“Andrew and Erna Finci Viterbi Fellowship”
陕西省优秀博士学位论文

指导学生情况

欢迎报考2025级、2026级硕士或博士研究生。欢迎本科生参与科研。


欢迎有意攻读智能语音方向的硕士或博士研究生的同学与我联系,欢迎对智能语音感兴趣的本科同学参与科研。

课题组与西北工业大学的陈景东教授(IEEE Fellow,语音信号处理领域权威学者 )、加拿大魁北克国立科学研究院的Jacob Benesty教授(语音信号处理领域权威学者 )、以色列理工的Israel Cohen教授(IEEE Fellow,语音信号处理领域权威学者 ),德国埃尔朗根-纽伦堡大学的Walter Kellermann教授(IEEE Fellow,语音信号处理领域权威学者 )等国际知名学者保持长期密切合作。欢迎对国际合作和交流感兴趣的同学加入。

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