• Laser & Optoelectronics Progress
  • Vol. 57, Issue 8, 081021 (2020)
Chen Jiao*, Tao Zhang, and Jianhong Sun
Author Affiliations
  • School of Electrical and Information Engineering, Tianjin University, Tianjin 300072, China
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    DOI: 10.3788/LOP57.081021 Cite this Article Set citation alerts
    Chen Jiao, Tao Zhang, Jianhong Sun. Convolutional Neural Network Based Indoor Microphone Array Sound Source Localization[J]. Laser & Optoelectronics Progress, 2020, 57(8): 081021 Copy Citation Text show less
    References

    [1] Zhao Z, Chen W H, Semprun K A et al. Design and evaluation of a prototype system for real-time monitoring of vehicle honking[J]. IEEE Transactions on Vehicular Technology, 68, 3257-3267(2019).

    [2] Shivappa S, Trivedi M, Rao B. Audiovisual information fusion in human-computer interfaces and intelligent environments: a survey[J]. Proceedings of the IEEE, 98, 1692-1715(2010).

    [3] Popper A N, Fay R R. Sound source localization[M]. New York: Springer-Verlag(2005).

    [4] Li X, Deng Z D, Rauchenstein L T et al. Contributed review: source-localization algorithms and applications using time of arrival and time difference of arrival measurements[J]. Review of Scientific Instruments, 87, 041502(2016).

    [5] Alameda-Pineda X, Horaud R. A geometric approach to sound source localization from time-delay estimates[J]. ACM Transactions on Audio, Speech, and Language Processing, 22, 1082-1095(2014).

    [6] Yook D, Lee T, Cho Y. Fast sound source localization using two-level search space clustering[J]. IEEE Transactions on Cybernetics, 46, 20-26(2016).

    [7] Chen H W, Ser W. Acoustic source localization using LS-SVMs without calibration of microphone arrays. [C]∥2009 IEEE International Symposium on Circuits and Systems, May 24-27, 2009, Taipei, Taiwan, China. New York: IEEE, 1863-1866(2009).

    [8] Xiao X, Zhao S, Zhong X et al. A learning-based approach to direction of arrival estimation in noisy and reverberant environments. [C]∥2015 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), April 19-24, 2015, Brisbane, QLD, Australia. New York: IEEE, 2814-2818(2015).

    [9] Sun Y X, Chen J J, Yuen C et al. Indoor sound source localization with probabilistic neural network[J]. IEEE Transactions on Industrial Electronics, 65, 6403-6413(2018).

    [10] Hurst P J, Norrell A. DAC quantization-noise cancellation in an echo-canceling transceiver[J]. IEEE Transactions on Circuits and Systems II: Express Briefs, 55, 111-115(2008).

    [11] Prodeus A M. Performance measures of noise reduction algorithms in voice control channels of UAVs. [C]∥2015 IEEE International Conference Actual Problems of Unmanned Aerial Vehicles Developments (APUAVD), October 13-15, 2015, Kiev, Ukraine. New York: IEEE, 189-192(2015).

    [12] Zhang Y S, Yang G W, Wang Q Q et al. Weld feature extraction based on fully convolutional networks[J]. Chinese Journal of Lasers, 46, 0302002(2019).

    [13] Wang W X, Fu Y T, Dong F et al. Infrared ship target detection method based on deep convolution neural network[J]. Acta Optica Sinica, 38, 0712006(2018).

    [14] Wang S Y, Tao S X, Yang F et al. Laser range-gated imaging target recognition based on convolutional neural network[J]. Laser & Optoelectronics Progress, 56, 021001(2019).

    [15] Patil U G, Shirbahadurkar S D. Performance analysis of SS based speech enhancement algorithms for ASR with non-stationary noisy database-NOIZEUS. I-SMAC) I-SMAC (IoT in Social, Mobile, Analytics and Cloud, 636-641(2018).

    [16] Alien J B, Berkley D A. Image method for efficiently simulating small‐room acoustics[J]. The Journal of the Acoustical Society of America, 60, S9(1976).

    [17] Yang X, Xing H Y, Zhang J et al. Performance analysis of sound source localization algorithm based on seven-element microphone array[J]. Chinese Journal of Sensors and Actuators, 32, 1034-1039(2019).

    [18] Knapp C, Carter G. The generalized correlation method for estimation of time delay[J]. IEEE transactions on acoustics, speech, and signal processing, 24, 320-327(1976).

    Chen Jiao, Tao Zhang, Jianhong Sun. Convolutional Neural Network Based Indoor Microphone Array Sound Source Localization[J]. Laser & Optoelectronics Progress, 2020, 57(8): 081021
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