Classification of known and unknown environmental sounds based on self-organized space using a recurrent neural network

Advanced Robotics

Volumn 25, Issue 17, 2011, Pages 2127-2141

  Zhang, Yang ^a   Ogata, Tetsuya ^a   Nishide, Shun ^a   Takahashi, Toru ^a   Okuno, Hiroshi G ^a  

^a KYOTO UNIVERSITY   (Japan)

Author keywords

neuro dynamical systema; Recurrent neural network; sound recognition

Indexed keywords

CLASSIFICATION SYSTEM; ENVIRONMENTAL SOUNDS; HARDWARE RESTRICTIONS; LEARNING SAMPLES; NEURO-DYNAMICAL SYSTEMA; ROBOTS WORKING; SELF-ORGANIZE; SELF-ORGANIZED; SOUND CLASSIFICATION; SOUND GENERATION; SOUND RECOGNITION; UNKNOWN CLASS;

RECURRENT NEURAL NETWORKS;

EID: 80053959146     PISSN: 01691864     EISSN: 15685535     Source Type: Journal    
DOI: 10.1163/016918611X595017     Document Type: Article

References (14)

1. T. Ashiya and M. Nakagawa, A proposal of a recognition system for the species of birds receiving birdcalls: an application of recognition systems for environmental sound, IEICE Trans. Fundam. Electron. Commun. Comp. Sci. 76, 1858-1860 (1993).
2. V. Exadaktylos, M. Silva, J.-M. Aerts, C. Taylor and D. Berckmans, Real-time recognition of sick pig cough sounds, Comp. Electron. Agricult. 63, 207-214 (2008).
3. A. Suganuma and T. Ashikawa, Automatic camera control system with both image and sound processing, in: Proc. IASTED Int. Conf. Comput. Adv. Technol. Educ., Rhodes, pp. 722-727 (2003).
4. K. Ishihara, K. Komatani, T. Ogata and H. G. Okuno, Sound-imitation word recognition for environmental sounds, Trans. Jpn. Soc. Artif. Intell. 20, 229-236 (2005).
5. M. Cowling and R. Sitte, Comparison of techniques for environmental sound recognition, Pattern Recognit. Lett. 24, 2895-2907 (2003). (Pubitemid 37027809)
6. N. Yamakawa, T. Kitahara, T. Takahashi, K. Komatani, T. Ogata and H. G. Okuno, Effects of modelling within- and between-frame temporal variations in power spectra on non-verbal sound recognition, in: Proc. Int. Conf. on Spoken Language Processing (Interspeech), Makuhari, pp. 2342-2345 (2010).
7. S. Shimura, Y. Hirano, S. Kajita and K.Mase, Experience movie presentation method using action situation query, in: Proc. 68th National IPSJ Convention, Tokyo, pp. 481-482 (2006).
8. Y. Sasaki, M. Kaneyoshi, S. Kagami, H. Mizoguchi and T. Enomoto, Daily sound recognition using pitch-cluster-maps for mobile robot audition, in: Proc. IEEE/RSJ Int. Conf. on Intelligent Robots and Systems, Piscataway, NJ, pp. 2724-2729 (2009).
9. K. Miki, T. Nishimura, S. Nakamura and K. Shikano, Environmental sound discrimination based on hidden Markov model, Inform. Process. Soc. Japan SIG Notes 99, 79-84 (1999).
10. K. Nakamura, R. Nisimura, A. Lee, H. Saruwatari and K. Shikano, Identification of environmental noise and unnecessar utterance on a real information guidance system with spoken dialogue interface, Techn. Rep. Inst. Electr. Commun. Eng. 103, 13-18 (2004).
11. T. Ogata, S. Nishide, H. Kozima, K. Komatani and H. G. Okuno, Inter-modality mapping in robot with recurrent neural network, Pattern Recognit. Lett. 31, 1560-1569 (2010).
12. J. Tani and M. Ito, Self-organization of behavioral primitives as multiple attractor dynamics: a robot experiment, IEEE Trans. Syst. Man. Cybernet. A 33, 481-488 (2003).
13. T. Ogata, H. Ohba, K. Komatani, J. Tani and H. G. Okuno, Extracting multimodal dynamics of objects using RNNPB, J. Robotics Mechatron. (Special Issue on Human Modeling in Robotics) 17, 681-688 (2005). (Pubitemid 43216100)
14. Y. Yamashita and J. Tani, Emergence of functional hierarchy in a multiple timescale neural network model: A humanoid robot experiment, PLoS Comput. Biol. 4, e1000220 (2008).