DOI QR코드

DOI QR Code

3-D Sound Source Localization using Energy-Based Region Selection and TDOA

에너지 기반 영역 선택과 TDOA에 의한 3차원 음원 위치 추정

  • Yiwere, Mariam (Department of Computer Engineering, Hanbat National University) ;
  • Rhee, Eun Joo (Department of Computer Engineering, Hanbat National University)
  • Received : 2016.12.29
  • Accepted : 2017.01.10
  • Published : 2017.02.28

Abstract

This paper proposes a method for 3-D sound source localization (SSL) using region selection and TDOA. 3-D SSL involves the estimation of an azimuth angle and an elevation angle. With the aim of reducing the computation time, we compare signal energies to select one out of three regions. In the selected region, we compute only one TDOA value for the azimuth angle estimation. Also, to estimate the vertical angle, we choose the higher energy signal from the selected region and pair it up with the elevated microphone's signal for TDOA computation and elevation angle estimation. Our experimental results show that the proposed method achieves average error values of $0.778^{\circ}$ in azimuth and $1.296^{\circ}$ in elevation, which is similar to other methods. The method uses one energy comparison and two TDOA computations therefore, the total processing time is reduced.

본 논문에서는 에너지 기반 영역 선택과 TDOA에 의해 3차원에서 음원의 방위와 높이를 계산하여 음원 위치를 추정하는 방법을 제안한다. 본 연구의 목적은 음원 위치 추정에서 계산시간 감축으로, 수평면 3개 신호의 에너지 비교에 의한 영역 선택과 선택된 영역의 TDOA에 의해 방위각을 계산하고, 또 높이 계산을 위한 마이크로폰 신호와 가장 큰 에너지를 갖는 평면 신호와의 TDOA로 높이각을 추정하는 방법을 제안한다. 제안한 방법에 대한 음원 추정실험 결과 수평 방위각 추정에서 평균 $0.778^{\circ}$, 높이각 추정에서 $1.296^{\circ}$의 오류를 보여 기존의 방법과 정확도에서 유사하고, 추정은 1회 신호 에너지 비교와 2회의 TDOA계산으로 가능하여 처리 시간이 단축된다.

Keywords

References

  1. C.H. Knapp and G.C. Carter, "The generalized correlation method for estimation of time delay," IEEE Transactions on ASSP, vol. 24, no. 4, pp. 320-327, Aug. 1976. https://doi.org/10.1109/TASSP.1976.1162830
  2. M. Yiwere and E. J. Rhee, "Fast Time Difference of Arrival Estimation using Partial Cross Correlation," Journal of Information Technology Applications & Management, vol. 22, no. 3, pp.106-114, Sept. 2015.
  3. J. C. Murray, H. Erwin and S. Wermter, "Robotic Sound- Source Localization and Tracking using Interaural Time Difference and Cross-Correlation," in Proceedings of the AI workshop on NeuroBiotics, Germany, pp. 89-97, Sept. 2004.
  4. B. V. D. Broeck, A. Bertrand, P. Karsmakers, B. Vanrumste, H. Van hamme, and M. Moonen, "Time- Domain GCC-PHAT Sound Source Localization for Small Microphone Arrays," in Proceedings of the Education and Research Conference (EDERC), 2012 5th European DSP, Netherlands, pp. 76-80, Sept. 2012.
  5. I. J. Tashev, Sound Capture and Processing, West Sussex, John Wiley and Sons, 2009.
  6. B. G. Kwon, G. G. Kim and Y. J Park, "Sound Source Localization Methods with Considering Microphone Placement in Robot Platform," in Proceedings of the 16th IEEE International Symposium on Robots & Human Interactive Communication, South Korea, pp.127-130, Aug. 2007.
  7. N. Yousefian, M. Rahmani, and A. Akbari, "Sound Source Localization in 3-D Space by a Triple-Microphone Algorithm," in Proceedings of the 14th Asia-Pacific Conference on Communications, Japan, pp. 1-5, Oct. 2008.
  8. S. M. Lee, Y. J. Park and Y. S. Park, "Three-dimensional Sound Source Localization Using Inter-Channel Time Difference Trajectory," International Journal of Advanced Robotic Systems, vol.12, no. 12, pp. 1-15, Dec. 2015. https://doi.org/10.5772/59888
  9. Y. Tamai, Y. Sasaki, S. Kagami, and H. Mizoguchi, "Three Ring Microphone Array for 3D Sound Localization and Separation for Mobile Robot Audition," in Proceedings of the IEEE/RSJ International Conference on Intelligent Robots and Systems, Canada, pp. 4172-4177, Aug. 2005.
  10. J. Y. Lee, S. Y. Chi, J. Y. Lee, M. Hahn, and Y. J. Cho. (2005, July). Real-time sound localization using time difference for human-robot interaction. IFAC Proceedings Volumes [Online]. 16(1), pp. 54-57. Available: http://dx.doi.org/10.3182/20050703-6-CZ-1902.01411.
  11. A. Pourmohammad and S. M. Ahadi, "Real Time High Accuracy 3-D PHAT-Based Sound Source Localization Using a Simple 4-Microphone Arrangement," IEEE Systems Journal, vol. 6, no. 3, pp.455-468, Aug. 2012. https://doi.org/10.1109/JSYST.2011.2176766
  12. D. Hale, "An efficient method for computing local cross-correlations of multi-dimensional signals," Center for Wave Phenomena, Colorado School of Mines, Technical Report CWP-544, 2006.