Title | ||
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Speech enhancement using nonlinear microphone array under nonstationary noise conditions |
Abstract | ||
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This paper describes a spatial spectral subtraction method by using the complementary beamforming microphone array to en- hance noisy speech signals for speech recognition. The comple- mentary beamforming is based on two types of beamformers de- signed to obtain complementary directivity patterns with respect to each other. In this paper, it is shown that the nonlinear subtraction processing with complementary beamforming can result in a kind of the spectral subtraction without the need for speech pause de- tection. To evaluate the effectiveness, speech enhancement exper- iments and speech recognition experiments are performed based on computer simulations under both stationary and nonstationary noise conditions. In comparison with the optimized conventional delay-and-sum array, it is shown that: (1) the proposed array per- forms more than 20% better in word recognition rates under the conditions that the white Gaussian noise is used, (2) the proposed array improves the word recognition rate by about 5% when the interfering noise is a single speaker or the overlap of some speak- ers, (3) the proposed array improves the word recognition rate by more than 10% when the noise is a nonstationary bubble noise. |
Year | Venue | Keywords |
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1999 | EUROSPEECH | word recognition,computer simulation,speech recognition,white gaussian noise |
Field | DocType | Citations |
Speech enhancement,Speech processing,Nonlinear system,Computer science,Noise-canceling microphone,Speech recognition,Microphone array | Conference | 0 |
PageRank | References | Authors |
0.34 | 5 | 4 |
Name | Order | Citations | PageRank |
---|---|---|---|
Hiroshi Saruwatari | 1 | 0 | 0.34 |
Shoji Kajita | 2 | 147 | 21.92 |
Kazuya Takeda | 3 | 1301 | 195.60 |
Fumitada Itakura | 4 | 431 | 67.73 |