基于麦克风阵列和神经网络的声源定位实验设计EXPERIMENTAL DESIGN OF SOUND SOURCE LOCALIZATION BASED ON MICRO PHONE ARRAYS AND NEURAL NETWORK
汤子涵,罗云荣,胡锦程,杨雨睿
摘要(Abstract):
本文基于神经网络和广义互相关时延方法,结合麦克风阵列技术搭建了一套声源定位实验装置。该装置首先利用卡尔曼滤波对原始声音信号进行预处理,然后通过广义互相关时延算法提取麦克风间的时间差,最后采用单隐藏层神经网络构建时间差与二维坐标之间的映射关系来确定声源的位置。通过利用神经网络替代传统数学模型,既有效减弱了环境噪声、声速变化及设备延迟等系统性误差,又大幅降低了计算复杂度和内存需求。实验结果表明,该装置具有测量精度高、成本低,并能实时显示与记录测量数据等优点。
关键词(KeyWords): 麦克风阵列;声源定位;神经网络;广义互相关时延
基金项目(Foundation): 国家自然科学基金项目(11747034);; 国家级大学生创新创业训练计划项目(S202410542012,202510542020);; 湖南师范大学教学改革研究项目(JG2025020)
作者(Author): 汤子涵,罗云荣,胡锦程,杨雨睿
参考文献(References):
- [1]NANDWANA M K, HASAN T. Towards smart-cars that can listen:Abnormal acoustic event detection on the road[C]. Interspeech, 2016:2968-2971.
- [2]CROCCO M, CRISTANI M, TRUCCO A, et al. Audio surveillance:A systematic review[J]. ACM Computing Surveys, 2016, 48(4):52.
- [3]刘涛.基于多径信号时延估计算法的TDOA室内定位系统[D].武汉:华中科技大学, 2016.LIU T. TDOA indoor localization system based on multipath time delay estimation[D]. Wuhan:Huazhong University of Science and Technology, 2016.(in Chinese)
- [4]SHI W L, LI Y S, ZHAO L Y, et al. Controllable sparse antenna array for adaptive beamforming[J]. IEEE Access,2019, 7:6412-6423.
- [5]ZHA X, SHAO Z, DAI Z, et al. Accurate frequency estimation for removal of orbital fringes in SAR interferograms[J]. International Journal of Remote Sensing, 2020, 41(14):5305-5320.
- [6]ANDERSON J A. An introduction to neural networks[M].MIT press, 1995.
- [7]薛为,栾小丽,赵顺毅,等.基于影响力函数的自适应鲁棒卡尔曼滤波[J].中国科学:信息科学, 2025, 55(3):601-618.XUE W, LUAN X L, ZHAO S Y, et al. An adaptive robust Kalman filter based on influence function[J]. SCIENTIA SINICA Informationis, 2025, 55(3):601-618.(in Chinese)
- [8]MAGNI L, RAIMONDO D M, ALLG??WER F. Nonlinear model predictive control[M]. Berlin:Springer, 2009, 384:305-313.
- [9]WELCH G, BISHOP G. An introduction to the Kalman filter[R]. Technical Report TR 95-041, Department of Computer Science, University of North Carolina at Chapel Hill,1995.
- [10]董晓红,康平.广义互相关时延估计法声源定位研究[J].无线互联科技, 2020, 17(22):5-6.DONG X H, KANG P. Research on the location of sound sources by generalized cross-correlation delay estimation method[J]. Wireless Internet Technology, 2020, 17(22):5-6.(in Chinese)
- [11]屈顺彪,俞华,芦竹茂,等.面向声源定位的改进广义互相关时延估计方法[J].导航定位与授时, 2021, 8(6):118-124.QU S B, YU H, LU Z M, et al. Improved generalized cross-correlation time delay estimation method for sound source localization[J]. Navigation Positioning&Timing,2021, 8(6):118-124.(in Chinese)
- [12]RAWAT W, WANG Z H. Deep convolutional neural networks for image classification:A comprehensive review[J]. Neural Computation, 2017, 29(9):2352-2449.
- [13]张帅,许家悦,李梦迪,等.基于皮层神经元模型的经颅磁声电刺激神经网络放电活动仿真分析[J].电工技术学报报, 2021, 36(18):3851-3859.ZHANG S, XU J Y, LI M D, et al. Simulation of the discharge activity of neural network under transcranial magneto-acousto-electrical stimulation based on cortical neuron model[J]. Transactions of China Electrotechnical Society,2021, 36(18):3851-3859.(in Chinese)
- [14]LECUN Y, BOTTOU L, ORR G B, et al. Efficient BackProp[M]. In:ORR G, MILLER K R,(eds). Neural Networks:Tricks of the Trade. Berlin:Springer, 2000.
- [15]刘念,左绪忠,何恩节,等. Origin软件在大学物理实验教学中的应用[J].科技风, 2024(26):124-126.LIU N, ZUO X Z, HE E J, et al. The application of Origin in college physical experiments[J]. Science and Technology Wind, 2024(26):124-126.(in Chinese)
- [16]杜功焕,朱哲民,龚秀芬.声学基础[M].南京:南京大学出版社, 2001.DU G H, ZHU Z M, GONG X F. Acoustics fundamentals[M]. Nanjing:Nanjing University Press, 2001.(in Chinese)
- [17]陶巍,刘建平,张一闻.基于麦克风阵列的声源定位系统[J].计算机应用,2012, 32(5):1457-1459.TAO W, LIU J P, ZHANG Y W. Sound source localization system based on microphone array[J]. Journal of Computer Applications, 2012, 32(5):1457-1459.(in Chinese)
- [18]陈星辉,杨媛,邓杰,等.基于物理原理的声源定位实验设计[J].大学物理, 2024, 43(3):20-24.CHEN X H, YANG Y, DENG J, et al. Experimental design of sound source localization based on physical principle[J]. College Physics, 2024, 43(3):20-24.(in Chinese)
- [19]张芳.基于STM32的麦克风阵列声源定位系统的研究[D].秦皇岛:燕山大学, 2014.ZHANG F. Research of microphone arrays sound source location system based on STM32[D]. Qinhuangdao:Yanshan University, 2014.(in Chinese)
- [20]陆灏铭,陈玮,刘寿宝.基于麦克风阵列的声源定位系统设计[J].自动化技术与应用,2012, 31(4):79-83.LU H M, CHEN W, LIU S B. Design of acoustic source localization system based on microphone array[J]. Automation Technology and Application, 2012, 31(4):79-83.(in Chinese)
- [21]李扬.基于小型麦克风阵列的声源定位系统设计与实现[D].哈尔滨:哈尔滨工业大学, 2014.LI Y. The design and implementation of sound source localization system based on small size microphone array[D]. Harbin:Harbin Institute of Technology, 2014.(in Chinese)
- [22]马亚南.基于小型阵列MIC的声源定位系统设计与实现[D].南京:东南大学, 2018.MA Y N. The design and implementation of sound source localization system based on small microphone array[D].Nanjing:Southeast University, 2018.(in Chinese)