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Audio noise reduction system and method based on structure of GRU network

An audio noise reduction and network technology, applied in speech analysis, instruments, etc., can solve problems such as restricting the development of Internet telephony, affecting communication experience, and excessive noise, achieving accurate noise reduction results, filtering out other noises, and improving noise reduction performance Effect

Inactive Publication Date: 2019-08-13
XIDIAN UNIV
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Problems solved by technology

[0003] To sum up, the problems existing in the existing technology are: the existing audio noise reduction technology has a lot of noise in the communication quality of Internet telephony, which affects the communication experience and limits the development of Internet telephony to a certain extent.

Method used

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  • Audio noise reduction system and method based on structure of GRU network
  • Audio noise reduction system and method based on structure of GRU network
  • Audio noise reduction system and method based on structure of GRU network

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Embodiment Construction

[0053] In order to make the object, technical solution and advantages of the present invention more clear, the present invention will be further described in detail below in conjunction with the examples. It should be understood that the specific embodiments described here are only used to explain the present invention, not to limit the present invention.

[0054] In view of the problem that the existing audio noise reduction technology often has a lot of noise in the communication quality, which affects the communication experience and limits the development of Internet telephony to a certain extent; the present invention provides a deep learning audio noise reduction scheme based on the GRU principle. To a certain extent, it achieves better performance than traditional audio noise reduction solutions, such as Speex.

[0055] The application principle of the present invention will be described in detail below in conjunction with the accompanying drawings.

[0056] Such as ...

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Abstract

The invention belongs to the technical field of Internet audio processing, and discloses an audio noise reduction system and method based on a structure of a GRU network. The noise reduction method based on the structure of the GRU network comprises the following steps: enabling input signals to pass through an overlapping window at first, wherein the overlapping window is a Vorbis window, and meets the standard of Princen-Bradley; fundamental tone analysis: removing harmonic noises by using a fundamental tone filter; carrying out feature extraction on audio after fundamental tone analysis; after the feature extraction step is carried out, converting the input signals into data containing N* 42 feature values after feature extraction, wherein N is a sequence length; when RNN noise reduction is carried out, after three layers of GRU processing are carried out on the data, estimating a noise frequency spectrum, and calculating to obtain 22 frequency band gains through spectral subtraction; carrying out gain processing on the original audio signals divided into 22 frequency bands so as to fulfill a noise reduction function. Compared with a traditional audio noise reduction scheme suchas Speex, the audio noise reduction system and method realize better properties to a certain extent.

Description

technical field [0001] The invention belongs to the technical field of Internet audio processing, and in particular relates to an audio noise reduction system and method based on a GRU network structure. Background technique [0002] At present, the closest existing technology: At present, mobile Internet technology has begun to be applied to all aspects of life, and mobile Internet communication technology has replaced mobile phone functions to a certain extent. Using VoIP in the mobile Internet environment can achieve the same functions as traditional telephony, but the charges are cheaper. However, due to the difficulty of guaranteeing network quality in the mobile Internet environment, the communication quality of VoIP is often low, and there are often various interference factors in the communication process. Traditional audio noise reduction solutions often use spectral subtraction to denoise network audio signals. But its effect is not ideal to a certain extent. [...

Claims

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Application Information

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Patent Type & Authority Applications(China)
IPC IPC(8): G10L21/0208G10L21/0216G10L21/0232G10L25/18G10L25/24G10L25/45G10L25/84
CPCG10L21/0208G10L21/0216G10L21/0232G10L25/18G10L25/24G10L25/45G10L25/84G10L2021/02087
Inventor 尚磊胡家靖张恒伟黄伟于天尧韩兴忠
Owner XIDIAN UNIV
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