CN110428817A - A kind of garbage classification speech recognition system based on artificial intelligence - Google Patents
A kind of garbage classification speech recognition system based on artificial intelligence Download PDFInfo
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- 239000010813 municipal solid waste Substances 0.000 title claims abstract description 67
- 238000013473 artificial intelligence Methods 0.000 title claims abstract description 27
- 238000013135 deep learning Methods 0.000 claims abstract description 7
- 238000003058 natural language processing Methods 0.000 claims abstract description 5
- 238000003066 decision tree Methods 0.000 claims description 3
- 238000003062 neural network model Methods 0.000 claims description 3
- 238000000034 method Methods 0.000 description 5
- 235000013361 beverage Nutrition 0.000 description 3
- 238000004851 dishwashing Methods 0.000 description 3
- 239000007788 liquid Substances 0.000 description 3
- 235000013399 edible fruits Nutrition 0.000 description 2
- 235000010746 mayonnaise Nutrition 0.000 description 2
- 239000008268 mayonnaise Substances 0.000 description 2
- 239000002699 waste material Substances 0.000 description 2
- 230000009286 beneficial effect Effects 0.000 description 1
- 229940112822 chewing gum Drugs 0.000 description 1
- 235000015218 chewing gum Nutrition 0.000 description 1
- 238000010586 diagram Methods 0.000 description 1
- 230000006870 function Effects 0.000 description 1
- 239000000463 material Substances 0.000 description 1
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- G10L15/00—Speech recognition
- G10L15/06—Creation of reference templates; Training of speech recognition systems, e.g. adaptation to the characteristics of the speaker's voice
- G10L15/063—Training
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- G—PHYSICS
- G10—MUSICAL INSTRUMENTS; ACOUSTICS
- G10L—SPEECH ANALYSIS TECHNIQUES OR SPEECH SYNTHESIS; SPEECH RECOGNITION; SPEECH OR VOICE PROCESSING TECHNIQUES; SPEECH OR AUDIO CODING OR DECODING
- G10L15/00—Speech recognition
- G10L15/08—Speech classification or search
- G10L15/16—Speech classification or search using artificial neural networks
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- G—PHYSICS
- G10—MUSICAL INSTRUMENTS; ACOUSTICS
- G10L—SPEECH ANALYSIS TECHNIQUES OR SPEECH SYNTHESIS; SPEECH RECOGNITION; SPEECH OR VOICE PROCESSING TECHNIQUES; SPEECH OR AUDIO CODING OR DECODING
- G10L15/00—Speech recognition
- G10L15/08—Speech classification or search
- G10L15/18—Speech classification or search using natural language modelling
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- G10L15/00—Speech recognition
- G10L15/22—Procedures used during a speech recognition process, e.g. man-machine dialogue
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- G10L—SPEECH ANALYSIS TECHNIQUES OR SPEECH SYNTHESIS; SPEECH RECOGNITION; SPEECH OR VOICE PROCESSING TECHNIQUES; SPEECH OR AUDIO CODING OR DECODING
- G10L15/00—Speech recognition
- G10L15/22—Procedures used during a speech recognition process, e.g. man-machine dialogue
- G10L2015/223—Execution procedure of a spoken command
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- G—PHYSICS
- G10—MUSICAL INSTRUMENTS; ACOUSTICS
- G10L—SPEECH ANALYSIS TECHNIQUES OR SPEECH SYNTHESIS; SPEECH RECOGNITION; SPEECH OR VOICE PROCESSING TECHNIQUES; SPEECH OR AUDIO CODING OR DECODING
- G10L15/00—Speech recognition
- G10L15/22—Procedures used during a speech recognition process, e.g. man-machine dialogue
- G10L2015/225—Feedback of the input speech
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Abstract
The garbage classification speech recognition system based on artificial intelligence that the invention discloses a kind of.In the present invention, user can input instruction by way of voice or text into the system, the instruction that the system is inputted by getting user, it analyzes and handles by the instruction that natural language processing unit inputs user, then it is matched by artificial intelligence model, judging result is informed to user finally by intelligently guiding unit, fast and accurately carries out garbage classification convenient for user；Furthermore, deep learning unit is also mounted in the system, deep learning is carried out to the instruction of user's input, garbage classification database can constantly be improved, the range that the system identifies garbage classification is improved during use, it can also be adapted to various garbage classifying rules by classification mode hyper parameter simultaneously, the system is made to be suitable for the city of different garbage classification rules.
Description
Technical field
The present invention relates to speech recognition technology related fields more particularly to a kind of garbage classification voices based on artificial intelligence
Identifying system.
Background technique
Government is carrying forward vigorously garbage classification pilot work at this stage, and resident needs autonomous completion point when delivering rubbish
Class.But for ordinarily resident, because the habit of garbage classification is formed not yet, voluntarily judge that classification belonging to rubbish can be relatively more tired
Difficulty, so occurring judging automatically the system classified belonging to rubbish by the way that rubbish title is manually entered on the market.But these are
There are the following problems for system:
1, speech recognition is not supported, existing system can only be retrieved using text input, many users are especially
Older user will use inconvenience；
2, the content that can be identified is few, and existing system generally uses the database dictionary based on existing article vs garbage classification
The fuzzy query done, it is possible to which the content of identification cannot be more than existing database entry number, and practicability is lower；
3, existing system, which does not segment function, to be identified for complicated words and phrases, cannot identifies complicated sentence, for example apple
Computer, which just will appear, can not judge the case where being apple or computer；
4, the garbage classification mode that can be identified is few, and present mainstream classification mode is Recyclable, Harmful Waste, wet rubbish
Rubbish, dry rubbish, but different classification modes is had there are also many cities.But current identifying system can only match a kind of mould
Formula can not accomplish free switching；
5, lack fuzzy words and phrases intelligently guiding, current identifying system then can only not prompt identification less than scarce when identification
Few intelligently guiding makes the classification that prompt helps people finally to identify rubbish.
For this purpose, we have proposed a kind of garbage classification speech recognition system based on artificial intelligence.
Summary of the invention
The garbage classification speech recognition system based on artificial intelligence that the purpose of the present invention is to provide a kind of, it is above-mentioned to solve
The problem of being proposed in background technique.
To achieve the goals above, present invention employs following technical solutions:
A kind of garbage classification speech recognition system based on artificial intelligence, comprising:
Acquiring unit, for obtaining the instruction of user；
Natural language processing unit, for the instruction got to be analyzed and handled；
Artificial intelligence model, the analysis processing knot that user is instructed with matching natural-sounding processing unit for identification
Fruit；
Deep learning unit, for some more uncommon sentences in the instruction got into record, and for note
The uncommon sentence recorded carries out learning training；
Garbage classification database stores the equal data informations of the title of various rubbish being collected into advance and classification, may be used also
With the training for model；
Intelligently guiding unit, for informing the judging result of garbage classification to user.
Preferably, the acquiring unit includes the acquisition of phonetic order and the acquisition of literal order.
Preferably, the natural-sounding processing unit is for referring to the phonetic order of the instruction got or the text of input
Order is analyzed and is handled, and is limited the number of words of phonetic order and literal order, and at the sentence instruction of user
Head is managed into reorder language combining form.
Preferably, limitation number and literal order word of the natural-sounding processing unit to the phonetic order number of words of acquisition
Several limitation numbers is 50 words.
Preferably, the artificial intelligence model can be neural network model or decision-tree model.
Preferably, the garbage classification database can be configured based on the garbage classification rule of different cities.
Preferably, the mode of the intelligently guiding unit guidance user includes that voice guide, text guidance and video draw
It leads.
Compared with prior art, the beneficial effects of the present invention are:
In the present invention, user can input instruction by way of voice or text into the system, and the system is logical
The instruction for getting user's input is crossed, analyzes and locates by the instruction that natural language processing unit inputs user
Then reason is matched by artificial intelligence model, is informed judging result to user, just finally by intelligently guiding unit
Garbage classification is fast and accurately carried out in user；In addition, deep learning unit is also mounted in the system, user is inputted
Instruction carry out deep learning, can constantly improve garbage classification database, improve the system during use to rubbish
The range of rubbish Classification and Identification, while it can also be adapted to various garbage classifying rules by classification mode hyper parameter, keep the system suitable
City for different garbage classification rules.
Detailed description of the invention
Fig. 1 is a kind of system diagram of the garbage classification speech recognition system based on artificial intelligence proposed by the present invention.
Specific embodiment
Following will be combined with the drawings in the embodiments of the present invention, and technical solution in the embodiment of the present invention carries out clear, complete
Site preparation description, it is clear that described embodiments are only a part of the embodiments of the present invention, instead of all the embodiments.
Combined with specific embodiments below the present invention is made further to explain, purpose, which is only that, to be better understood in the present invention
Hold.
Referring to Fig.1, the garbage classification speech recognition system based on artificial intelligence that the invention also provides a kind of, comprising:
Acquiring unit, for obtaining the instruction of user；
Natural language processing unit, for the instruction got to be analyzed and handled；
Artificial intelligence model, the analysis processing knot that user is instructed with matching natural-sounding processing unit for identification
Fruit；
Deep learning unit, for some more uncommon sentences in the instruction got into record, and for note
The uncommon sentence recorded carries out learning training, it is therefore an objective to convenient for the sentence improved in garbage classification database, improve garbage classification
Database recognizable set, while also improving the usage experience that user uses the system；
Garbage classification database stores the equal data informations of the title of various rubbish being collected into advance and classification, may be used also
With the training for model；
Intelligently guiding unit, for informing the judging result of garbage classification to user.
Wherein, the acquiring unit includes the acquisition of phonetic order and the acquisition of literal order.
Wherein, the natural-sounding processing unit is for dividing the literal order of the phonetic order or input that get
Analysis and processing, and the number of words of phonetic order and literal order is limited, and the sentence instruction of user is processed into center
Language is reordered language combining form, while natural-sounding processing unit can also be to the voice in the phonetic order that acquiring unit is got
Mistake carries out correction process, and the errors in text in the literal order got to acquiring unit carries out correction process.
Wherein, limitation number and literal order number of words of the natural-sounding processing unit to the phonetic order number of words of acquisition
Limitation number be 50 words.
Wherein, the artificial intelligence model can be neural network model or decision-tree model, the work of artificial intelligence model
With being that the title of the rubbish got is quickly classified and matched.
Wherein, the garbage classification database can be configured based on the garbage classification rule of different cities, the system
It can be adapted to various garbage classifying rules by classification mode hyper parameter, carried out suitable for different cities using convenient for being suitble to
It is used in different cities, improves the applicability of the system.
Wherein, the mode of the intelligently guiding unit guidance user includes that voice guide, text guidance and video guide,
It guides user to carry out garbage classification by voice guide, text guidance and video, is provided convenient for improving user to the system
Garbage classification judging result the degree of understanding, correctly classified to rubbish.
In the present invention, when user, which carries out garbage classification using the system, to be instructed, for example what is inputted is that a packet is speckled with and washed
The napkin paper of clean essence, can be by way of voice or the mode of text is input to the system, at the natural language in system
Reason unit is analyzed and processed " packet speckles with the napkin paper of dish washing liquid " this sentence, and the sentence is construed to speckle with wash it is clean
The combining form of essence and napkin paper, is then transmitted to artificial intelligence identification model, artificial intelligence identification model for attribute and head
Attribute and head are matched, it is dry rubbish that matching, which obtains napkin paper, but is related to harmful substance in attribute, so being
System can prompt that " dish washing liquid is Harmful Waste, if returned again after please handling in napkin paper containing more dish washing liquid to user
Receive ", for categorization results export low probability the case where, system can by the judging result of oneself by intelligently guiding unit inform use
Family, intelligent guidance system divide three grades, and first grade is to handle to prompt to user when system can judge automatically, for example
The chewing gum of mayonnaise is speckled with, system can analyze attribute and head, and then prompt system judges that mayonnaise belongs to wet refuse, mouth
Fragrant sugar belongs to dry rubbish, recycles after please separating the two；When second grade is that system can be with identification division content, for example
The Sprite of gas leakage, system can check Sprite at this time, but because Sprite may belong to Sprite beverage or Sprite bottle, system
Whether the Sprite that user can be prompted to confirm that you refer to includes Sprite bottle and whether contains Sprite beverage, and user's selection is drunk containing Sprite
After material, system will provide two prompts: (1) Sprite beverage, which belongs to, can handle rubbish, be recycled again after please first handling；(2)
Sprite bottle belongs to recyclable rubbish；The third situation is that system can not identify completely, and such case system can be by the word of user
It is recorded in garbage classification library to be identified, waits artificial treatment.
The foregoing is only a preferred embodiment of the present invention, but scope of protection of the present invention is not limited thereto,
Anyone skilled in the art in the technical scope disclosed by the present invention, according to the technique and scheme of the present invention and its
Inventive concept is subject to equivalent substitution or change, should be covered by the protection scope of the present invention.
Claims (7)
1. a kind of garbage classification speech recognition system based on artificial intelligence characterized by comprising
Acquiring unit, for obtaining the instruction of user；
Natural language processing unit, for the instruction got to be analyzed and handled；
Artificial intelligence model, the analysis and processing result that user is instructed with matching natural-sounding processing unit for identification；
Deep learning unit, for some more uncommon sentences in the instruction got into record, and for being recorded
Uncommon sentence carry out learning training；
Garbage classification database stores the equal data informations of the title of various rubbish being collected into advance and classification, can also use
In the training of model；
Intelligently guiding unit, for informing the judging result of garbage classification to user.
2. a kind of garbage classification speech recognition system based on artificial intelligence according to claim 1, which is characterized in that institute
Stating acquiring unit includes the acquisition of phonetic order and the acquisition of literal order.
3. a kind of garbage classification speech recognition system based on artificial intelligence according to claim 1, which is characterized in that institute
Natural-sounding processing unit is stated for the literal order of the phonetic order or input that get to be analyzed and handled, and to language
Sound instruction and the number of words of literal order are limited, and the sentence instruction of user is processed into head and is reordered language combination shape
Formula.
4. a kind of garbage classification speech recognition system based on artificial intelligence according to claim 3, which is characterized in that institute
State natural-sounding processing unit is to the limitation number of the phonetic order number of words of acquisition and the limitation number of literal order number of words
50 words.
5. a kind of garbage classification speech recognition system based on artificial intelligence according to claim 1, which is characterized in that institute
Stating artificial intelligence model can be neural network model or decision-tree model.
6. a kind of garbage classification speech recognition system based on artificial intelligence according to claim 1, which is characterized in that institute
Stating garbage classification database can be configured based on the garbage classification rule of different cities.
7. a kind of garbage classification speech recognition system based on artificial intelligence according to claim 1, which is characterized in that institute
The mode for stating intelligently guiding unit guidance user includes voice guide, text guidance and video guidance.
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Cited By (6)
| Publication number | Priority date | Publication date | Assignee | Title |
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| CN111319886A (en) * | 2020-02-28 | 2020-06-23 | 北京物资学院 | Intelligent garbage classification system and classification method controlled by electronic wall map |
| CN111439500A (en) * | 2020-04-16 | 2020-07-24 | 同济大学浙江学院 | Automatic garbage classification method and automatic garbage classification device |
| CN111554294A (en) * | 2020-04-23 | 2020-08-18 | 苏州大学 | Intelligent garbage classification method based on voice recognition |
| CN111709866A (en) * | 2020-06-22 | 2020-09-25 | 上海陇宇电子科技有限公司 | Intelligent garbage classification method based on mobile equipment |
| CN113609359A (en) * | 2021-07-30 | 2021-11-05 | 建信金融科技有限责任公司 | Garbage classification method, device, equipment and readable storage medium |
| CN114915513A (en) * | 2021-12-17 | 2022-08-16 | 山西三友和智慧信息技术股份有限公司 | Artificial intelligence house control system with speech control |
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Application publication date: 20191108 |