牛海强  男  博导  中国科学院声学研究所
电子邮件: nhq@mail.ioa.ac.cn
通信地址: 北京市海淀区北四环西路21号中科院声学所重点室
邮政编码: 100190

研究领域

水声学

海洋声学

招生信息

欢迎水声物理及水声信号处理方向的研究生。近期具体研究方向为基于压缩感知的简正波模态分离、水平波数估计、目标方位估计和基于机器学习(深度学习)的水声被动定位及反演、目标方位估计等。

招生专业
070206-声学
招生方向
水声机器学习,水声物理, 水声信号处理

教育背景

2009-09--2014-07   中国科学院声学研究所   理学博士
2005-09--2009-07   中国海洋大学   理学学士

工作经历

   
工作简历
2021-12~现在, 中国科学院声学研究所, 研究员
2018-11~2021-12,中国科学院声学研究所, 副研究员
2015-10~2017-10,美国加州大学圣地亚哥分校Scripps海洋研究所, 博士后
2014-07~2018-11,中国科学院声学研究所, 助理研究员
社会兼职
2024-05-26-今,Chinese Physics Letters (CPL)、Chinese Physics B (CPB)、《物理学报》、《物理》, 四刊联合青年编委
2024-05-13-2024-05-17,186th Meeting of the Acoustical Society of America, Session Chair
2023-10-18-今,声学学报, 青年编委
2023-07-09-今,中国光学工程学会海洋信息网络专委会, 海洋人工智能组组长及委员
2022-11-24-2022-11-26,The 5th International Conference on Information Communication and Signal Processing, Technical Program Committee Member
2022-11-18-2022-11-19,International Conference on Ocean Detection and Environment Effect, Program Committee Member
2022-09-19-2022-09-21,International Conference on Information Processing in Ocean Science and Technology, Session Chair、Program Co-Chair、Member of Organizing Committee
2022-02-27-今,Journal of Marine Science and Engineering, Editor of Special Issue 'Application of Sensing and Machine Learning to Underwater Acoustic'
2021-07-30-今,Journal of the Acoustical Society of America, Associate Editor
2021-06-01-今,Journal of the Vibration and Acoustics, 审稿人
2020-04-30-今,IEEE Journal of Oceanic Engineering, 审稿人
2018-10-01-今,Applied Acoustics审稿人,
2018-03-01-今,声学学报审稿人,
2017-03-01-今,JASA审稿人,

专利与奖励

   
奖励信息
(1) 中国科学院院长优秀奖, 院级, 2014
(2) 第十届中国声学学会青年学术会议优秀论文, 其他, 2013
专利成果
[1] 明超, 牛海强. 一种基于压缩感知的水声被动合成孔径方法及系统. CN: CN116047489A, 2023-05-02.

[2] 牛海强, 李整林, 宫在晓, 王海斌. 一种基于压缩感知的单水听器简正波模态分离方法及系统. 202110082006.8, 2021-07-13.

[3] 一种差频相干的匹配自积处理声源定位方法及系统. 2022-11-09.

出版信息

   
发表期刊论文
(1) Source depth estimation with feature matching using convolutional neural networks in shallow water, JOURNAL OF THE ACOUSTICAL SOCIETY OF AMERICA, 2024, 通讯作者
(2) Passive synthetic aperture for direction-of-arrival estimation using sparse Bayesian learning, JOURNAL OF THE ACOUSTICAL SOCIETY OF AMERICA, 2023, 通讯作者
(3) Implementation of Bartlett matched-field processing using interpretable complex convolutional neural network, JASA Express Letters, 2023, 通讯作者
(4) Unsupervised Domain Adaptation for Source Localization Using Ships of Opportunity With a Deep Vertical Line Array, IEEE JOURNAL OF OCEANIC ENGINEERING, 2023, 通讯作者
(5) Difference frequency coherent matched autoproduct processing for source localization in deep ocean, JOURNAL OF THE ACOUSTICAL SOCIETY OF AMERICA, 2023, 通讯作者
(6) Source depth estimation based on Gaussian processes using a deep vertical line array, APPLIED ACOUSTICS, 2023, 第 2 作者
(7) A feature-compressed multi-task learning U-Net for shallow-water source localization in the presence of internal waves, APPLIED ACOUSTICS, 2023, 第 3 作者
(8) Advances and applications of machine learning in underwater acoustics, Intelligent Marine Technology and Systems, 2023, 第 1 作者
(9) Deep-learning geoacoustic inversion using multi-range vertical array data in shallow water, JOURNAL OF THE ACOUSTICAL SOCIETY OF AMERICA, 2022, 通讯作者
(10) Mode separation with one hydrophone in shallow water: A sparse Bayesian learning approach based on phase speed, JOURNAL OF THE ACOUSTICAL SOCIETY OF AMERICA, 2021, 第 1 作者
(11) Deep-learning source localization using autocorrelation functions from a single hydrophone in deep ocean, Journal of the Acoustical Society of America Express Letters, 2021, 通讯作者
(12) Multiple source localization using learning-based sparse estimation in deep ocean, JOURNAL OF THE ACOUSTICAL SOCIETY OF AMERICA, 2021, 通讯作者
(13) 使用稀疏贝叶斯学习的水声多途信道盲估计, 声学学报, 2021, 第 4 作者
(14) A multi-task learning convolutional neural network for source localization in deep ocean, JOURNAL OF THE ACOUSTICAL SOCIETY OF AMERICA, 2020, 通讯作者
(15) 水平阵信号压缩感知用于简正波分离, Normal mode separation based on compressive sensing with a horizontal array, 声学学报, 2020, 第 5 作者
(16) 一种基于序贯估计的直达声区水面舰船被动测距方法, Passive tracking of a surface ship in the direct zone using sequentialparameter estimation, 应用声学, 2020, 第 2 作者
(17) A feedforward neural network for direction-of-arrival estimation, JOURNAL OF THE ACOUSTICAL SOCIETY OF AMERICA, 2020, 第 3 作者
(18) Block sparse Bayesian learning for broadband mode extraction in shallow water from a vertical array, JOURNAL OF THE ACOUSTICAL SOCIETY OF AMERICA, 2020, 第 1 作者
(19) 斜坡海底波导中随机声源的信道盲解卷积, Blind deconvolution of sources of opportunity in a slope waveguide, 应用声学, 2020, 第 2 作者
(20) Geoacoustic inversion using ray-based blind deconvolution of shipping sources, JOURNAL OF THE ACOUSTICAL SOCIETY OF AMERICA, 2020, 第 3 作者
(21) Source Ranging Using Ensemble Convolutional Networks in the Direct Zone of Deep Water, CHINESE PHYSICS LETTERS, 2019, 第 2 作者
(22) 水声被动定位中的机器学习方法研究进展综述, Overview of Machine Learning Methods in Underwater Source Localization, 信号处理, 2019, 第 1 作者
(23) Deep-learning source localization using multi-frequency magnitude-only data, JOURNAL OF THE ACOUSTICAL SOCIETY OF AMERICA, 2019, 第 1 作者
(24) Sparse Bayesian Learning for Horizontal Wavenumber Retrieval in Underwater Acoustical Signal Processing, 2018 IEEE 23RD INTERNATIONAL CONFERENCE ON DIGITAL SIGNAL PROCESSING (DSP), 2018, 通讯作者
(25) Sequential Parameter Estimation Using Modal Dispersion Curves in Shallow Water, Sequential Parameter Estimation Using Modal Dispersion Curves in Shallow Water, CHINESE PHYSICS LETTERS, 2018, 第 3 作者
(26) Source localization in an ocean waveguide using supervised machine learning, JOURNAL OF THE ACOUSTICAL SOCIETY OF AMERICA, 2017, 第 1 作者
(27) Source localization in an ocean waveguide using supervised machine learning, JOURNAL OF THE ACOUSTICAL SOCIETY OF AMERICA, 2017, 第 1 作者
(28) Ship localization in Santa Barbara Channel using machine learning classifiers, JOURNAL OF THE ACOUSTICAL SOCIETY OF AMERICA, 2017, 第 1 作者
(29) Theoretical analysis of warping operators for non-ideal shallow water waveguides, JOURNAL OF THE ACOUSTICAL SOCIETY OF AMERICA, 2014, 第 1 作者
(30) A modified warping operator based on BDRM theory in homogeneous shallow water, SCIENCE CHINA-PHYSICS MECHANICS & ASTRONOMY, 2014, 第 1 作者
(31) 利用简正波频散特征映射方法进行海洋环境参数反演, Inversion for the environmental parameters in shallow water using warping transforms, 声学学报, 2014, 第 1 作者
(32) Bubble Pulse Cancelation in the Time-Frequency Domain Using Warping Operators, CHINESE PHYSICS LETTERS, 2013, 第 1 作者
(33) 典型浅海波导中的warping变换, 声学技术, 2013, 第 1 作者

科研活动

   
科研项目
( 1 ) 单水听器声源定位, 负责人, 中国科学院计划, 2019-01--2022-12
( 2 ) 深度学习数据增强方法, 负责人, 国家任务, 2019-01--2020-05
( 3 ) 基于大数据和深度学习的远程水下声源被动定位, 负责人, 研究所自主部署, 2018-01--2020-12
( 4 ) 大孔径阵列空间相关及高增益高分辨率目标探测方法研究, 负责人, 国家任务, 2022-01--2025-12
( 5 ) 基于深度学习的稳健水声被动定位研究, 负责人, 中国科学院计划, 2022-01--2024-12
( 6 ) 起伏海底条件下的目标定位研究, 负责人, 研究所自主部署, 2022-01--2024-12
( 7 ) 基于噪声场精细化特征的噪声抑制机理研究, 负责人, 中国科学院计划, 2023-12--2028-11
会议论文及报告
(1)Evaluation of data-driven neural operators in ocean acoustic propagation modeling (特邀)   第186届美国声学学会年会   2024-05-13
(2)水声机器学习研究进展及思考   第二届海洋信息网络大会   2023-07-12
(3)Normal mode extraction using sparse Bayesian learning in shallow water (特邀)   第183届美国声学学会年会   2022-12-09
(4)Normal Mode Estimation Based on Sparse Bayesian Learning in Shallow Water (特邀)   The 5th International Conference on Information Communication and Signal Processing   2022-11-27
(5)Machine learning in underwater acoustic source localization and geoacoustic inversion (Plenary speech)   International Conference on Ocean Detection and Environment Effect   Haiqiang Niu   2022-11-20
(6)Machine leaning in ocean acoustics: a review and perspective (特邀)   International Conference on Information Processing in Ocean Science and Technology   2022-09-25
(7)Direction-of-Arrival Estimation Using Learned Iterative Shrinkage and Thresholding Algorithm (特邀)   IEEE ICICSP   2021-09-24
(8)Source Localization Using Gradient Boosting Decision Tree with a Single Hydrophone in Deep Ocean   IEEE Global Oceans 2020   2020-10-01
(9)Broadband horizontal wavenumber estimation using block sparse Bayesian learning   第178届美国声学学会年会   Haiqiang Niu   2019-12-02
(10)Ocean source localization with multi-frequency deep learning in uncertain environments   第178届美国声学学会年会   2019-12-02
(11)Source Localization in Uncertain Environments Using Deep Learning with One Sensor   第14届理论与计算声学国际会议   2019-07-28
(12)Big data based ocean acoustic source localization via deep learning(特邀)   第176届美国声学学会年会   2018-11-22
(13)Sparse Bayesian Learning for Horizontal Wavenumber Retrieval in Underwater Acoustical Signal Processing(特邀)   IEEE第23届数字信号处理国际会议   2018-11-20
(14)Statistical inference for source localization using multi-frequency machine learning(特邀)   第173届美国声学学会年会   2017-05-25
(15)Source localization in underwater waveguides using machine learning   第172届美国声学学会年会   2016-11-26

指导学生

已指导学生

刘一宁  博士研究生  070206-声学  

现指导学生

刘明达  博士研究生  070206-声学  

明超  博士研究生  070206-声学  

林珊如  博士研究生  070206-声学  

袁泽  博士研究生  070206-声学  

刘晓燕  硕士研究生  085400-电子信息  

汤俊聪  硕士研究生  070206-声学