职称:副教授、博士生导师 | |||||||
办公室:九龙湖校区电子信息大楼A318 | |||||||
Email:Linzhou@seu.edu.cn | |||||||
学习经历: | |||||||
2013/7-2013/8 美国里海大学 访学 2000/9-2005/7 东南大学 硕博连读 1996/9-2000/6 东南大学 本科 | |||||||
工作经历: | |||||||
2021/7- 至今 东南大学 副教授、博导 2009/4-2021/7 东南大学 副教授、硕导 2005/7-2009/4 东南大学 讲师 | |||||||
教授课程: | |||||||
人工智能与深度学习—本科三年级(春季),必修课,48学时 语音信号处理—本科三年级(秋季),限选课,48学时 MATLAB实践—本科三年级(暑期),必修课,32学时 | |||||||
研究方向: | |||||||
1、深度学习、模式识别与机器学习 2、语音信号处理,包括语音识别、语音增强、语音编码 3、声学信号处理,包括声源定位、声源分离
主持省重点研发课题、国家重点研发计划子课题以及国家自然科学基金面上项目等项目。以第一作者和通讯作者发表论文50余篇,SCI收录30余篇,授权和公开发明专利20余项。
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获奖情况: | |||||||
1、2008年 东南大学青年授课竞赛 2、2014年 东南大学奖教金 | |||||||
论文著作: | |||||||
[1] Lin ZHOU, Yanxiang CAO, Qirui WANG, Yunling CHENG, Chenghao ZHUANG, and Yuxi DENG. Monaural Speech Enhancement with Full-Convolution Attention Module and Post-Processing Strategy. IEICE Transactions on Fundamentals of Electronics, Communications and Computer Sciences.2025, Vol.E108-A, No.8. [2] Lin Zhou, Qirui Wang, Haochen Bao, Yonghong Peng, and Xu Cheng. Distortion Discriminator Helps Improve Speech Restoration. IEEE Signal Processing Letters. 2025. [3] Cheng, Jiaming; Liang, Ruiyu; Zhou, Lin; Zhao, Li; Huang, Chengwei; Schuller, Bjorn W. Residual Fusion Probabilistic Knowledge Distillation for Speech Enhancement. IEEE/ACM Transactions on Audio Speech and Language Processing, 2024, 32, pp:2680-2691. [4] Cong PANG, Ye NI, Jia Ming CHENG, Lin ZHOU, and Li ZHAO. BP-CRN: A Lightweight Two-Stage Convolutional Recurrent Network for Multi-channel Speech Enhancement. IEICE Transactions on Information and Systems. 2024. [5] Cong Pang, Feifei Xiong, Ye Ni, Lin Zhou, Jinwei Feng. The SEUEE System for the CHiME-8 MMCSG Challenge. Pang C, Xiong F, Ni Y, et al. The SEUEE System for the CHiME-8 MMCSG Challenge. 2024. [6] Wang, Qirui, Zhou, Lin; Cao, Yanxiang; Zhuang, Chenghao; Cheng, Yunling; Deng, Yux. I. A Low Computation Cost Model for Real-Time Speech Enhancement. 2024 IEEE 13th International Conference on Communications, Circuits, and Systems, 2024, pp:267-271. [7] Zhuang, Chenghao, Zhou, Lin; Cao, Yanxiang; Wang, Qirui; Cheng, Yunling. DCE-CDPPTnet: Dense Connected Encoder Cross Dual-Path Parrel Transformer Network for Multi-Channel Speech Separation. 2024 IEEE 13th International Conference on Communications, Circuits, and Systems, 2024, pp:303-308. [8] Cheng Yunling, Zhou Lin, Wang qirui, Cao Yanxiang, Zhang Chenghao. A speech enhancement method based on dual-path phase-aware GAN networks. 2024 IEEE 13th International Conference on Communications, Circuits, and Systems, 2024, pp:315-320, 2024. [9] Wang, Jie; Ju, Mengjie; Zhou, Lin. Self-Fitting Hearing Aid Algorithm Based on Improved Interactive Genetic Algorithm. Mechanisms and Machine Science, Advances in Automation, Mechanical and Design Engineering – 2023,138:277-289. [10] Wang, Jie, Ju, Mengjie; Zhou, Lin. Research on Intelligent Fitting Algorithm for OTC Hearing Aids. ACM International Conference Proceeding Series, p 220-224, 2023. [11] Lin Zhou, Xijin Chen, Chaoyan Wu, Qiuyue Zhong, Xu Cheng, Yibin Tang.Speech Enhancement via Mask-Mapping Based Residual Dense Network. Computers, Materials & Continua .2023, 74(1), 1259-1277. [12] Zhou L, Zhong Q, Wang T, et al. Speech Enhancement via Residual Dense Generative Adversarial Network. Computer Systems Science and Engineering, 2021, 38(3):279-289. [13] Zhou L, Xu Y, Wang TY, Feng K, et al. Microphone Array Speech Separation Algorithm based on TC-ResNet. CMC-Computers, Materials & Continua.2021, 69(2):2705-2716. [14] Zhou L, Feng K, Wang TY, Xu Y, et al. Binaural Speech Separation Algorithm Based on Deep Clustering. Intelligent Automation & Soft Computing. 2021, 30(2):527-537. [15] Wu C, Zhou L, Chen X, et al. Microphone Array Speech Separation Algorithm based on DNN[C]//2021 Asia-Pacific Signal and Information Processing Association Annual Summit and Conference. IEEE, 2021: 1305-1310. [16] Cheng, X;Zhang, YF;Zhou, L;Lu, GJ. Online dual dictionary learning for visual object tracking. Journal of Ambient Intelligence and Humanized Computing.2021, 10881–10896. [17] Tang, YB;Sun, J;Jiang, AM;Chen, Y;Zhou, L. Adaptive Graph Filtering with Intra-Patch Pixel Smoothing for Image Denoising. Circuits Systems and Signal Processing. 2021, 40(11):5381-5400 [18] Lin Zhou, Siyuan Lu, Qiuyue Zhong, Ying Chen, Yibin Tang, Yan Zhou. Binaural Speech Separation Algorithm Based on Long and Short Time Memory Networks. CMC, vol.63, no.3, pp.1373-1386, 2020. [19] Cheng, X; Zhang, YF; Zhou, L; Zheng, YH. Visual Tracking via Auto-Encoder Pair Correlation Filter. IEEE Transactions on Industrial Electronics. 2020, 67(4):3288-3297. [20] Lin Zhou, Kangyu Ma, Lijie Wang, Ying Chen and Yibin Tang. Binaural Sound Source Localization Based on Convolutional Neural Network. Computers, Materials & Continua. 2019,60(2):545-557. [21] Wang, K , Zhou, M, Zhou, L, Tu, JY. Two novel autocorrelation-based methods for frequency estimation of real sinusoid signal. IEICE Transactions on Fundamentals of Electronics, Communications and Computer Sciences, 2019, E102A (4):616-623. [22] Wang, K, Gao, YT, Zhou, L. A Novel Three-Point Windowed Interpolation DFT Method for Frequency Measurement of Real Sinusoid Signal. IEICE transactions On Fundamentals of Electronics Communications and Computer Sciences. 2019, E102A (12):1940-1945. [23] Zhang, Suofei; Kang, Bin; Zhou, Lin. Object tracking by Unified Semantic Knowledge and Instance Features. IEICE Transactions on Information and Systems.2019, E102D (3):680-683. [24] Yibin Tang, Yimei Xue, Ying Chen, Lin Zhou. Blind deblurring with sparse representation via external patch priors. Digital Signal Processing, 2018(78), 322-331. [25] Cheng, X., Zhang, Y., Cui, J., & Zhou, L. Xu Cheng, Yifeng Zhang, Jinshi Cui, et al. Object Tracking via Temporal Consistency Dictionary Learning[J]. IEEE Transactions on Systems, Man, and Cybernetics: Systems, 2017, 47(4): 628-638 | |||||||
科研项目: | |||||||
项目名称 | 项目类别 | 项目时间 | 项目金额 | 承担情况 | |||
远场环境下的语音检测和增强关键技术研发 | 江苏省重点研发课题 | 2022.6-2026.6 | 300万 | 主持 | |||
技术类 | 国家级课题 | 2022.12-2025.12 | 200万 | 参与 | |||
助听器免验配关键技术研究/助听器交互式智能验配方法研究及实现 | 国家重点研发子课题 | 2020.7-2023.6 | 20万 | 主持 | |||
科技类 | 横向课题 | 2021.12-2023.12 | 49 | 参与 | |||
安全监控网络系统 | 企业合作 | 2020.12-2023.12 | 78万 | 主持 | |||
基于空间听觉感知的双耳语音分离和识别关键问题研究 | 国家自然科学基金 | 2016.01-2019.12 | 68万 | 主持 | |||
双耳交互计算模型与空间听觉研究 | 国家自然科学基金 | 2013.01-2015.12 | 25万 | 主持 | |||
**** | 总装预研项目 | 2012.01-2015.12 | 60万 | 主持 | |||
基于矢量泰勒级数的语音识别算法研究与优化 | 重点实验室开放课题 | 2013.01-2014.12 | 2.5万 | 主持 | |||
基于小型麦克风阵列的声源定位方法研究 | 国家自然科学基金 | 2010.01-2012.12 | 30万 | 参与 | |||
专利: | |||||||
专利号 | 专利名称 | 专利类型 | |||||
一种基于FirePS卷积神经网络的语音增强方法 | 授权专利 | ||||||
202111192259.7 | 一种基于掩膜映射和混合空洞卷积网络的语音增强方法 | 授权专利 | |||||
202011285987.8 | 基于对数幅度谱和耳间相位差的深度聚类语音分离方法 | 授权专利 | |||||
202011251485.3 | 基于TC-ResNet网络的麦克风阵列语音分离方法 | 授权专利 | |||||
202010872003.X | 基于Soft-argmax回归器的双耳声源定位方法 | 授权专利 | |||||
202010835547.9. | 一种基于密集卷积网络的双耳声源定位方法 | 授权专利 | |||||
201910896903.5 | 一种基于二维语谱图和条件生成对抗网络的语音增强方法 | 授权专利 | |||||
201910930176.X | 一种基于长短时记忆网络LSTM的双耳语音分离方法 | 授权专利 | |||||
202211515165.3 | 基于简化注意力编解码网络的滤波求和多通道语音分离方法 | 受理专利 | |||||
202211155820.9 | 一种基于FirePS卷积神经网络的语音增强方法 | 受理专利 | |||||
202211294392.8 | 一种基于卷积自注意力编码结构的语音增强方法 | 受理专利 |