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A Speech Synthesis Method Based on Voice Vector Text Features

A speech synthesis and vector technology, applied in speech synthesis, speech analysis, instruments, etc., can solve the problems of inaccurate description of text features, too smooth spectrum parameter trajectory and fundamental frequency trajectory, flat listening of synthesized speech, etc., to reduce complexity The degree of human involvement, the description is simple and direct, and the effect of improving accuracy

Active Publication Date: 2019-09-13
中科极限元(杭州)智能科技股份有限公司
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Problems solved by technology

[0003] 1. The description of text features is not precise enough, requiring a lot of manpower and material resources to label the text, and a large part of the labeling results depends on the experience and background knowledge of the labelers, which requires professionals to complete, which greatly affects the construction of the system speed;
[0004] 2. There is still a big gap between the sound quality of synthetic speech and real people, especially the speech analysis and synthesis model that uses parametric description of speech and statistical modeling is not ideal, and the modeling of speech is not accurate enough; in addition, the use of statistical parameter modeling , the generated spectral parameter trajectory and fundamental frequency trajectory are too smooth, and the synthetic speech is too flat in the sense of hearing

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  • A Speech Synthesis Method Based on Voice Vector Text Features
  • A Speech Synthesis Method Based on Voice Vector Text Features
  • A Speech Synthesis Method Based on Voice Vector Text Features

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Embodiment Construction

[0030] The present invention will be further described in detail below with reference to the drawings and specific embodiments.

[0031] Such as figure 1 As shown, the speech synthesis method includes the following modules:

[0032] Text analysis module 1, text parameterization module 2, tone vector training module 3, voice parameter training module 4, tone vector generation module 5, voice parameter prediction module 6, speech synthesizer module 7;

[0033] The speech synthesis method includes the following steps:

[0034] Step 1: Receive the input text to be analyzed through the text analysis module 1, regularize the text features, remove redundant symbols in the text, mark out the initials and tones of each syllable, correct the pronunciation errors of polyphonic characters, and obtain the input text The corresponding pronunciation unit sequence;

[0035] Step 2: Receive the pronunciation unit sequence corresponding to the input text through the text parameterization module 2, and u...

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Abstract

The invention discloses a voice synthesis method based on voice vector textual characteristics. The voice synthesis method comprises the following steps: receiving an input text by a text analyzing module; carrying out regular processing on the textual characteristics and transmitting obtained text data to a text parameterization module; obtaining a parameterized text by adopting a single-bit heat code encoding method; receiving the parameterized text by a voice vector training module, and training a linguistic model based on voice vectors; then transmitting to a linguistic parameter training model to train a mapping model from the text to voice parameters; receiving the output text of the text parameterization module and the voice vector training module through a voice vector generation module, so as to generate the voice vectors of the text data; and transmitting the voice vectors of the text data and the mapping model from the text to the voice parameters to a linguistic parameter predication module to obtain the voice parameters corresponding to the voice vectors; and finally, synthesizing voices by a voice synthesis module. According to the voice synthesis method based on the voice vector textual characteristics, the accuracy of modeling of a voice synthesis system is improved; and the complexity and the manual participation degree of system realization are greatly reduced.

Description

Technical field [0001] The invention relates to a method for speech synthesis, in particular to a method for speech synthesis based on the characteristics of voice vector text. Background technique [0002] Speech synthesis technology allows computers to produce high-definition, high-naturalness continuous speech, making human-computer communication more harmonious and natural. In the development of speech synthesis technology, early research mainly adopted a speech synthesis method based on unit waveform splicing, but this method will cause speech distortion and sudden changes at the splicing point. In recent years, the method of speech synthesis based on statistical parameters has been developed rapidly due to the faster construction of the synthesis system, the small corpus size, and the smooth and smooth synthesized speech. However, the method still has the following two shortcomings: [0003] 1. The description of the text features is not accurate enough, a lot of manpower an...

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Application Information

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Patent Type & Authority Patents(China)
IPC IPC(8): G10L13/02G10L13/08G10L17/04G10L17/02
Inventor 徐明星车浩
Owner 中科极限元(杭州)智能科技股份有限公司