DOI QR코드

DOI QR Code

딕셔너리 러닝을 이용한 음파 신호 분류기 설계

Acoustic Signal Classifier Design using Dictionary Learning

  • 박성민 (현대자동차, 벤처기술개발팀) ;
  • 사성진 (현대자동차, 벤처기술개발팀) ;
  • 오광명 (현대자동차, 벤처기술개발팀) ;
  • 이희승 (현대자동차, 벤처기술개발팀)
  • 투고 : 2015.10.07
  • 심사 : 2016.03.28
  • 발행 : 2016.03.31

초록

As new car technology is developing, temporal interaction is needed in automotive. Rhythmic pattern is one of the practical examples of temporal interaction in vehicle. To recognize rhythmic pattern and its input medium, dictionary learning is applicable algorithm. In this paper, performance and memory requirement of the learning algorithm is tested and is sufficiently good for use this acoustic sound.

키워드

참고문헌

  1. Shai Shalev-Shwartz and Shai Ben David, 2014, "Understanding Machine Learning from Theory to Algorithms", Cambridge University Press.
  2. M Janvier, X Alameda-Pineda, L Girin, and Radu Horaud, 2012, "Sound Event Recognition with a Companion Humanoid," IEEE International Conference on Humanoid Robotics.
  3. J.D. Krijnders, M.E. Niessen, and T.C. Andringa, 2010, "Sound Event Recognition through Expectancy-based Evaluation of Signal-driven Hypotheses," Pattern Recogntion Letters.
  4. R Mogi, and H Kasai, 2013, "Noise-Robust Environmental Sound Classification Method Based on Combination of ICA and MP features," Artificial Intelligence Research.
  5. E Tsau, S Chachada, and C. J. Kuo, 2012, "Content/Context-Adaptive Feature Selection for Environmental Sound Recognition," IEEE Signal&Information Processing Association Annual Summit&conference.
  6. A Rabaoui, H Kadri, Z Lachiri, and N Ellouze, 2008, "One-Class SVMs challenges in Audio Detection and Classification Applications," EURASIP Journal on Advances in Signal Processing.
  7. Christopher J.C. Burges, 1998, "A Tutorial on Support Vector Machines for Pattern Recognition", Microsoft Research.
  8. J Mairal, F Bach, J Ponce, G Sapiro, and A Zisserman, 2009, "Supervised Dictionary Learning," NIPS.
  9. Z Jiang, Z Lin, and L.S. Davis, 2011, "Learning a discriminative dictionary for sparse coding via label consistent K-SVD," CVPR.
  10. S. Jo and C. D. Yoo, 2010, "Psychoacoustically constrained and distortion minimized speech enhancement," IEEE Transactions on Audio, Speech, and Language Processing, vol. 18, no. 8, pp. 2099-2110. https://doi.org/10.1109/TASL.2010.2041119
  11. A. Dufaux, 2001, "Detection and recognition of Impulsive Sounds Signals," Ph.D. dissertation, Facult e des sciences de l'Universite deNeuchatel, Switzerland.