CN110362837A - A kind of artificial intelligence translation integrated system - Google Patents

A kind of artificial intelligence translation integrated system Download PDF

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Publication number
CN110362837A
CN110362837A CN201910668494.3A CN201910668494A CN110362837A CN 110362837 A CN110362837 A CN 110362837A CN 201910668494 A CN201910668494 A CN 201910668494A CN 110362837 A CN110362837 A CN 110362837A
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data
module
translated
translation
neural network
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胡娜
徐星
徐亦然
徐奥
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Minnan Normal University
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Minnan Normal University
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    • G06COMPUTING; CALCULATING OR COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F18/00Pattern recognition
    • G06F18/20Analysing
    • G06F18/24Classification techniques
    • G06F18/241Classification techniques relating to the classification model, e.g. parametric or non-parametric approaches
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F40/00Handling natural language data
    • G06F40/40Processing or translation of natural language
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00Computing arrangements based on biological models
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    • G06N3/04Architecture, e.g. interconnection topology
    • G06N3/045Combinations of networks
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00Computing arrangements based on biological models
    • G06N3/02Neural networks
    • G06N3/08Learning methods
    • G06N3/084Backpropagation, e.g. using gradient descent

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Abstract

The invention discloses a kind of artificial intelligence to translate integrated system, comprising: acquisition module, data format conversion module, data characteristics extraction module, data categorization module, data segmentation orchestration module, data translation module and human translation module data to be translated.The present invention is based on neural network models to realize identification data to be translated, format analysis processing and automatic translation, and interpretative system is flexible, configures different translation models for different clause, can satisfy the different translation demand of user, and the accuracy translated is higher.

Description

A kind of artificial intelligence translation integrated system
Technical field
The present invention relates to translating equipment fields, and in particular to a kind of artificial intelligence translation integrated system.
Background technique
With the development of science and technology and economic globalization, either in daily life or sphere of learning is linked up, International exchange communication has been the experience that almost everyone had, but across communication scene is to the multilingual of participant Level requirement is higher, and exchange participant would generally with the help of a dictionary or translation software even interpreter carries out across communication.In It is under such requirement background, portable machine interpreting equipment comes into being in recent years.
But existing traditional type portable machine interpreting equipment can't accomplish the translation of entirely accurate, therefore, need User is wanted to be modified for the text that translation software is translated, the clause especially used in the text that translation software is translated With required for user when clause difference, the change carried out needed for user is with regard to more.Meanwhile the mode of whole sentence translation, it is also possible to User can be lost and want the content expressed by object language, the accuracy of translation is not also high, therefore, translation in the prior art System, not only interpretative system is inflexible, and it is impossible to meet the translation demands of user, and the accuracy translated is not also high.
Summary of the invention
To solve the above problems, the present invention provides a kind of artificial intelligence to translate integrated system, it is based on neural network model Identification data to be translated, format analysis processing and automatic translation are realized, interpretative system is flexible, can satisfy that user is different to be turned over Demand is translated, and the accuracy translated is higher.
To achieve the above object, the technical scheme adopted by the invention is as follows:
A kind of artificial intelligence translation integrated system, comprising:
Acquisition module data to be translated, for carrying out acquisition data to be translated;
Data format conversion module, for completing standardization data to be translated;
Data characteristics extraction module, using MapReduce to the extraction data to be translated for carrying out characteristic;
Data categorization module, for realizing the classification of data by classifier based on characteristic;
Data divide orchestration module, will be to be translated for the corresponding neural network parted pattern of call by result according to data classification Data are divided into the several modules being made of word, phrase, and complete these words, phrase number based on neural network formatting model According to the layout of format;
Data translation module, for according to the data to be translated and target translation language information calling pair for completing data segmentation layout The neural network translation model answered exports corresponding translation result;
Human translation module starts when the translation result of data translation module is blank, and completing data format, treated Data to be translated to be sent to corresponding human translation terminal through server, human translation terminal receives data and uploads corresponding turn over Cypher text is sent corresponding account by translation sheet to server, server, while starting neural network model building module, New neural network translation model is constructed based on data to be translated and corresponding cypher text.
Further, the acquisition module data to be translated is based on text data input module, audio data input module It is inputted with image data input module.
Further, the classifier is to obtain after BP neural network carries out off-line training using Adaboost method.
Further, the neural network parted pattern, neural network formatting model, neural network translation model are stored in In server, it is equipped with independent logical number.
Further, the data format conversion module be used for by picture source it is data to be translated, data to be translated turn of audio It is data to be translated to be changed to text source.
Further, further includes:
Sound-recording function opens and closes module, for realizing the opening and closing of sound-recording function.
Further, further includes:
Target translates languages selecting module, for realizing the selection of target translation languages.
It further, further include cypher text outgoing route selecting module, for realizing the choosing of cypher text outgoing route It selects.
The invention has the following advantages:
1) identification data to be translated, format analysis processing and automatic translation, interpretative system spirit are realized based on neural network model It is living, configure different translation models for different clause, can satisfy the different translation demand of user, and the accuracy translated compared with It is high.
2) it carries human translation module and neural network translation model constructs module, it is real while reducing translation blind area The self promotion of system interpretative function is showed.
Detailed description of the invention
Fig. 1 is the system block diagram that a kind of artificial intelligence of the embodiment of the present invention translates integrated system.
Specific embodiment
The present invention is described in detail combined with specific embodiments below.Following embodiment will be helpful to the technology of this field Personnel further understand the present invention, but the invention is not limited in any way.It should be pointed out that the ordinary skill of this field For personnel, without departing from the inventive concept of the premise, various modifications and improvements can be made.These belong to the present invention Protection scope.
As shown in Figure 1, the embodiment of the invention provides a kind of artificial intelligence to translate integrated system, including pass through internet phase Server even and cell phone application are equipped in the cell phone application:
Acquisition module data to be translated, for carrying out acquisition data to be translated;
Target translates languages selecting module, for realizing the selection of target translation languages;
Data format conversion module, it is picture source is data to be translated, audio is to be translated for completing standardization data to be translated It is data to be translated that data are converted to text source;
Data characteristics extraction module, using MapReduce to the extraction data to be translated for carrying out characteristic;
Data categorization module, for realizing the classification of data by classifier based on characteristic;The classifier is BP nerve Network obtains after carrying out off-line training using Adaboost method;It realizes the identification of languages data to be translated first, based on knowledge Other result carries out the first subseries data to be translated, then in the identification for carrying out sentence format data to be translated, is based on format Recognition result carries out the second subseries data to be translated;
Data divide orchestration module, for the result (result including the first subseries and the second subseries) according to data classification It calls corresponding neural network parted pattern by the several modules data to be translated for being divided into and being made of word, phrase, and is based on Neural network formatting model completes the layout of these words, phrase data format;
Data translation module, for according to the data to be translated and target translation language information calling pair for completing data segmentation layout The neural network translation model answered exports corresponding translation result;
Sound-recording function opens and closes module, for realizing the opening and closing of sound-recording function;
Cypher text outgoing route selecting module, for realizing the selection of cypher text outgoing route;
Human translation module starts when the translation result of data translation module is blank, and completing data format, treated Data to be translated to be sent to corresponding human translation terminal through server, human translation terminal receives data and uploads corresponding turn over Cypher text is sent corresponding account by translation sheet to server, server, while starting neural network model building module, New neural network translation model is constructed based on data to be translated and corresponding cypher text.
In the present embodiment, the acquisition module data to be translated is based on text data input module, audio data inputs mould Block and the input of image data input module.
In the present embodiment, the neural network parted pattern, neural network formatting model, the storage of neural network translation model In server, it is equipped with independent logical number.
Specific embodiments of the present invention are described above.It is to be appreciated that the invention is not limited to above-mentioned Particular implementation, those skilled in the art can make a variety of changes or modify within the scope of the claims, this not shadow Ring substantive content of the invention.In the absence of conflict, the feature in embodiments herein and embodiment can any phase Mutually combination.

Claims (8)

1. a kind of artificial intelligence translates integrated system, it is characterised in that: include:
Acquisition module data to be translated, for carrying out acquisition data to be translated;
Data format conversion module, for completing standardization data to be translated;
Data characteristics extraction module, using MapReduce to the extraction data to be translated for carrying out characteristic;
Data categorization module, for realizing the classification of data by classifier based on characteristic;
Data divide orchestration module, will be to be translated for the corresponding neural network parted pattern of call by result according to data classification Data are divided into the several modules being made of word, phrase, and complete these words, phrase number based on neural network formatting model According to the layout of format;
Data translation module, for according to the data to be translated and target translation language information calling pair for completing data segmentation layout The neural network translation model answered exports corresponding translation result;
Human translation module starts when the translation result of data translation module is blank, and completing data format, treated Data to be translated to be sent to corresponding human translation terminal through server, human translation terminal receives data and uploads corresponding turn over Cypher text is sent corresponding account by translation sheet to server, server, while starting neural network model building module, New neural network translation model is constructed based on data to be translated and corresponding cypher text.
2. a kind of artificial intelligence as described in claim 1 translates integrated system, it is characterised in that: the acquisition data to be translated Module is based on text data input module, audio data input module and the input of image data input module.
3. a kind of artificial intelligence as described in claim 1 translates integrated system, it is characterised in that: the classifier is BP nerve Network obtains after carrying out off-line training using Adaboost method.
4. a kind of artificial intelligence as described in claim 1 translates integrated system, it is characterised in that: the neural network divides mould Type, neural network formatting model, neural network translation model are stored in server, are equipped with independent logical number.
5. a kind of artificial intelligence as described in claim 1 translates integrated system, it is characterised in that: the Data Format Transform mould Block is used for the data to be translated, audio by picture source, and data to be translated to be converted to text source data to be translated.
6. a kind of artificial intelligence as described in claim 1 translates integrated system, it is characterised in that: further include:
Sound-recording function opens and closes module, for realizing the opening and closing of sound-recording function.
7. a kind of artificial intelligence as described in claim 1 translates integrated system, it is characterised in that: further include:
Target translates languages selecting module, for realizing the selection of target translation languages.
8. a kind of artificial intelligence as described in claim 1 translates integrated system, it is characterised in that: further include: cypher text is defeated Outbound path selecting module, for realizing the selection of cypher text outgoing route.
CN201910668494.3A 2019-07-23 2019-07-23 A kind of artificial intelligence translation integrated system Pending CN110362837A (en)

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Cited By (1)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN112905189A (en) * 2021-02-24 2021-06-04 嘉楠明芯(北京)科技有限公司 Model translation method, device and computer readable storage medium

Citations (4)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
WO2018010455A1 (en) * 2016-07-12 2018-01-18 华为技术有限公司 Neural network-based translation method and apparatus
CN108563644A (en) * 2018-03-29 2018-09-21 河南工学院 A kind of English Translation electronic system
CN108628836A (en) * 2017-03-22 2018-10-09 湖南本来文化发展有限公司 The robot of voiced translation is carried out using artificial intelligence BP neural network algorithm
CN109299481A (en) * 2018-11-15 2019-02-01 语联网(武汉)信息技术有限公司 MT engine recommended method, device and electronic equipment

Patent Citations (4)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
WO2018010455A1 (en) * 2016-07-12 2018-01-18 华为技术有限公司 Neural network-based translation method and apparatus
CN108628836A (en) * 2017-03-22 2018-10-09 湖南本来文化发展有限公司 The robot of voiced translation is carried out using artificial intelligence BP neural network algorithm
CN108563644A (en) * 2018-03-29 2018-09-21 河南工学院 A kind of English Translation electronic system
CN109299481A (en) * 2018-11-15 2019-02-01 语联网(武汉)信息技术有限公司 MT engine recommended method, device and electronic equipment

Cited By (1)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN112905189A (en) * 2021-02-24 2021-06-04 嘉楠明芯(北京)科技有限公司 Model translation method, device and computer readable storage medium

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Application publication date: 20191022