CN108090161A - Production information monitoring method based on keyword search - Google Patents
Production information monitoring method based on keyword search Download PDFInfo
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- CN108090161A CN108090161A CN201711327458.8A CN201711327458A CN108090161A CN 108090161 A CN108090161 A CN 108090161A CN 201711327458 A CN201711327458 A CN 201711327458A CN 108090161 A CN108090161 A CN 108090161A
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- 238000000034 method Methods 0.000 title claims abstract description 30
- 238000004519 manufacturing process Methods 0.000 title claims abstract description 27
- 238000012544 monitoring process Methods 0.000 title claims abstract description 13
- 230000007613 environmental effect Effects 0.000 claims abstract description 17
- 238000013439 planning Methods 0.000 claims abstract description 10
- 239000011159 matrix material Substances 0.000 claims description 12
- 238000004458 analytical method Methods 0.000 description 2
- 238000013523 data management Methods 0.000 description 2
- 238000010586 diagram Methods 0.000 description 2
- 238000005516 engineering process Methods 0.000 description 2
- 238000009825 accumulation Methods 0.000 description 1
- 238000013528 artificial neural network Methods 0.000 description 1
- 230000009286 beneficial effect Effects 0.000 description 1
- 238000006243 chemical reaction Methods 0.000 description 1
- 230000007547 defect Effects 0.000 description 1
- 230000003993 interaction Effects 0.000 description 1
- 238000007726 management method Methods 0.000 description 1
- 238000010606 normalization Methods 0.000 description 1
- 238000006467 substitution reaction Methods 0.000 description 1
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- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F16/00—Information retrieval; Database structures therefor; File system structures therefor
- G06F16/20—Information retrieval; Database structures therefor; File system structures therefor of structured data, e.g. relational data
- G06F16/24—Querying
- G06F16/245—Query processing
- G06F16/2458—Special types of queries, e.g. statistical queries, fuzzy queries or distributed queries
- G06F16/2468—Fuzzy queries
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- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F16/00—Information retrieval; Database structures therefor; File system structures therefor
- G06F16/20—Information retrieval; Database structures therefor; File system structures therefor of structured data, e.g. relational data
- G06F16/24—Querying
- G06F16/245—Query processing
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- G06—COMPUTING; CALCULATING OR COUNTING
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- G06Q50/00—Information and communication technology [ICT] specially adapted for implementation of business processes of specific business sectors, e.g. utilities or tourism
- G06Q50/04—Manufacturing
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- Y—GENERAL TAGGING OF NEW TECHNOLOGICAL DEVELOPMENTS; GENERAL TAGGING OF CROSS-SECTIONAL TECHNOLOGIES SPANNING OVER SEVERAL SECTIONS OF THE IPC; TECHNICAL SUBJECTS COVERED BY FORMER USPC CROSS-REFERENCE ART COLLECTIONS [XRACs] AND DIGESTS
- Y02—TECHNOLOGIES OR APPLICATIONS FOR MITIGATION OR ADAPTATION AGAINST CLIMATE CHANGE
- Y02P—CLIMATE CHANGE MITIGATION TECHNOLOGIES IN THE PRODUCTION OR PROCESSING OF GOODS
- Y02P90/00—Enabling technologies with a potential contribution to greenhouse gas [GHG] emissions mitigation
- Y02P90/30—Computing systems specially adapted for manufacturing
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Abstract
The invention discloses a kind of production information monitoring method based on keyword search, including:1st, environmental data is acquired by environmental data collecting end;2nd, typing storage is carried out to creation data by creation data input terminal;3rd, typing storage is carried out to product plan data to be produced by planning data input terminal;4th, a variety of keyword input options are provided to the user and transfer data correlation matching unit according to input results by keyword search unit and perform search;5th, matching is associated data by data correlation matching unit;The corresponding user preferences modeling of generation is moved by user preference generation unit simultaneously and carries out fuzzy matching when carrying out keyword search next time and shows;6th, the results show is carried out to search result by retrieval result display unit.While the present invention can scan for data based on keyword, automatically generate user preferences modeling and carry out automatic computing lookup to improve search efficiency and accuracy rate.
Description
Technical field
The invention belongs to industrial data administrative skill fields, particularly relate to a kind of production based on keyword search
Information monitoring method.
Background technology
In actual process of manufacture, people carry out production process generally require to involved by process some
Critical technical parameter, such as product quality data, product quantity data, technical parameter and plan parameters data arrange and deposited
It stores up to call at any time.
In general the method for sorting of above-mentioned data generally includes following several types:The first, manual sorting, that is, pass through
The mode of manual record is arranged and integrates the archives bag comprising certain data acquisition system, and such mode is initial data arrangement side
Formula takes time and effort, inefficiency, is progressively substituted by digitalized data administrative skill at present;Second, digitlization is whole
Reason borrows electronic document of the computer technology by related data arrangement for digital form, such mode is most common data
Arrangement form, the data management researched and developed herein also belong to such mode;Specific above-mentioned digitlization arranges form again substantially
It is divided into following several types:Such as basic numeric type, such as with digital excel forms to product quality data, product quantity
The data such as data, technical parameter are arranged, and although which improves arrangement efficiency, but it equally exists inefficiency,
The problems such as calling convenience poor is integrated using only simple personal business datum, is not appropriate for including the industrial number of mass data
According to management;As used the data management interaction platform in units of the group that individual enterprise or multiple enterprises are formed, though
Managing intelligent information can be so realized to a certain extent, but when in face of mass data, if to therein some interior
Hold interested, then user oneself is needed to carry out retrieving relevant information and content.However, search method of the prior art is
The growing convenience for acquisition of information of people and authoritative demand can not increasingly be met, so as to cause retrieval
As a result more and more inaccurate, user cannot directly obtain desired retrieval data.
The content of the invention
In view of defects in the prior art, the invention aims to provide a kind of production letter based on keyword search
Monitoring method is ceased, this method can automatically generate user preferences modeling while realization scans for data based on keyword
Automatic computing lookup is carried out to improve search efficiency and accuracy rate.
To achieve these goals, technical scheme:
A kind of production information monitoring method based on keyword search, which is characterized in that including:
Step 1 is acquired environmental data corresponding under current working condition by environmental data collecting end, described
Environmental data collecting end is integrated with polytype sensor and audio-video collection device;
Step 2, by creation data input terminal using the time as distinguishing identifier, to current creation data carry out typing storage,
The creation data includes at least environmental data, production time, product category, product quantity and Product Process parameter;
Step 3 carries out typing storage, the product meter by planning data input terminal to product plan data to be produced
Draw estimated production time, estimated product quantity and it is expected that the product for the product that data are included at least corresponding to each product category
Technological parameter;
Step 4 provides a variety of keyword input options to the user by keyword search unit and according to the input of user
As a result i.e. selected keyword transfers data correlation matching unit and performs function of search;
Step 5, by data correlation matching unit according to preset keyword match database to the creation data with
And the product plan data are associated matching, so that user can obtain the key simultaneously when inputting a certain keyword
The corresponding creation data of word and product plan data;It is defeated that user institute can be based on by user preference generation unit simultaneously
The keyword historical data entered automatically generate corresponding user preferences modeling and when user carries out keyword search next time into
Row fuzzy matching is simultaneously shown;
Step 6 carries out the results show by retrieval result display unit to search result.
Based on said program, it is preferred that
The sensor includes at least any one or multiple combinations in following sensors, includes but not limited to sky
Gas humidity sensor, air temperature sensor, light intensity sensor, CO2 concentration sensor;The audio-video collection device includes
Sound pick-up and image acquisition device.
Based on said program, it is preferred that
The data correlation matching unit transfers production number by fuzzy matching algorithm based on the keyword that user is inputted
According to the data that input terminal and planning data input terminal are stored, the creation data and the product plan data are carried out
Keyword association matches.
Based on said program, it is preferred that
The fuzzy matching algorithm preferably uses TU filter algorithms.
Based on said program, it is preferred that
The user preferences modeling is created based on matrix operation method, and the keyword history number that user is inputted
It is calculated according to the preference weight for being converted to the number inputted after user behavior matrix with each keyword and establishing interest.
Compared with prior art, beneficial effects of the present invention:
The present invention can realize kind data are scanned for based on keyword while, automatically generate user preferences modeling into
The automatic computing of row searches to improve search efficiency and accuracy rate.
Description of the drawings
Fig. 1 is the step flow diagram of the production information monitoring method of the present invention based on keyword search;
Fig. 2 is the structure diagram that the production information of the present invention based on keyword search monitors system.
Specific embodiment
To make the object, technical solutions and advantages of the present invention clearer, below in conjunction with attached in the embodiment of the present invention
Figure, is clearly and completely described technical scheme, it is clear that described embodiment is that a part of the invention is real
Example is applied, instead of all the embodiments.Based on the embodiments of the present invention, those of ordinary skill in the art are not making creation
Property work under the premise of all other embodiments obtained, belong to the scope of protection of the invention.
As shown in Figure 1, a kind of production information monitoring method based on keyword search, which is characterized in that including:
Step 1 is acquired environmental data corresponding under current working condition by environmental data collecting end, described
Environmental data collecting end is integrated with polytype sensor and audio-video collection device;
Step 2, by creation data input terminal using the time as distinguishing identifier, to current creation data carry out typing storage,
The creation data includes at least environmental data, production time, product category, product quantity and Product Process parameter;
Step 3 carries out typing storage, the product meter by planning data input terminal to product plan data to be produced
Draw estimated production time, estimated product quantity and it is expected that the product for the product that data are included at least corresponding to each product category
Technological parameter;
Step 4 provides a variety of keyword input options to the user by keyword search unit and according to the input of user
As a result i.e. selected keyword transfers data correlation matching unit and performs function of search;
Step 5, by data correlation matching unit according to preset keyword match database to the creation data with
And the product plan data are associated matching, so that user can obtain the key simultaneously when inputting a certain keyword
The corresponding creation data of word and product plan data;It is defeated that user institute can be based on by user preference generation unit simultaneously
The keyword historical data entered automatically generate corresponding user preferences modeling and when user carries out keyword search next time into
Row fuzzy matching is simultaneously shown;
Step 6 carries out the results show by retrieval result display unit to search result.
Based on said program, it is preferred that
The sensor includes at least any one or multiple combinations in following sensors, includes but not limited to sky
Gas humidity sensor, air temperature sensor, light intensity sensor, CO2 concentration sensor;The audio-video collection device includes
Sound pick-up and image acquisition device.
Based on said program, it is preferred that
The data correlation matching unit transfers production number by fuzzy matching algorithm based on the keyword that user is inputted
According to the data that input terminal and planning data input terminal are stored, the creation data and the product plan data are carried out
Keyword association matches.
Based on said program, it is preferred that
The fuzzy matching algorithm preferably uses TU filter algorithms.
Based on said program, it is preferred that
The user preferences modeling is created based on matrix operation method, and the keyword history number that user is inputted
It is calculated according to the preference weight for being converted to the number inputted after user behavior matrix with each keyword and establishing interest.
It is based on the system that the above method is amplified out:Such as Fig. 2, including:
Environmental data collecting end, the environmental data collecting end is to environmental data corresponding under current working condition
It is acquired, is integrated with polytype sensor and audio-video collection device;
Creation data input terminal, the creation data input terminal to the time be distinguishing identifier, to current creation data into
Row typing stores, and the creation data includes at least environmental data, production time, product category, product quantity and product work
Skill parameter;
Planning data input terminal, the planning data input terminal are deposited to carry out typing to product plan data to be produced
Storage, the product plan data include at least the estimated production time of the product corresponding to each product category, estimated product number
Amount and it is expected that Product Process parameter;
Data correlation matching unit, the data correlation matching unit is to according to preset keyword match database pair
The creation data and the product plan data are associated matching, so that user can be same when inputting a certain keyword
When obtain the corresponding creation data of the keyword and product plan data;
Keyword search unit, the keyword search unit to provide to the user a variety of keyword input options and by
Input results according to user are that selected keyword transfers data correlation matching unit execution function of search;
Retrieval result display unit, the retrieval result display unit is to search result progress the results show;
And user preference generation unit, the user preference generation unit based on the keyword that user is inputted being gone through
History data automatically generate corresponding user preferences modeling and carry out fuzzy matching simultaneously when user carries out keyword search next time
Display.
Based on said program, it is preferred that
The sensor includes at least any one or multiple combinations in following sensors, includes but not limited to sky
Gas humidity sensor, air temperature sensor, light intensity sensor, CO2 concentration sensor;The audio-video collection device includes
Sound pick-up and image acquisition device-camera.If desired ambient wind velocity data are detected and further include air velocity transducer.
Based on said program, it is preferred that
The data correlation matching unit transfers production number by fuzzy matching algorithm based on the keyword that user is inputted
According to the data that input terminal and planning data input terminal are stored, the creation data and the product plan data are carried out
Keyword association matches.
Based on said program, it is preferred that
The fuzzy matching algorithm is preferably using TU filter algorithms or DFA algorithms, wherein the TU filter algorithms are
The filter algorithm that Tarhio and Ukkonen is proposed.
Based on said program, it is preferred that
The user preferences modeling is created based on matrix operation method, and the keyword history number that user is inputted
It is calculated according to the preference weight for being converted to the number inputted after user behavior matrix with each keyword and establishing interest.
Based on said program, it is preferred that
User preference generation unit further includes historical data accumulation module, to obtain and accumulate each pass searched for
The corresponding number of key word.
Based on said program, it is preferred that
The user preferences modeling can also be trained model identification by BP neural network,
To sum up, it is that inputted keyword establishes one by user behavior analysis the present invention is based on keyword searching techniques
A user preference (preference, that is, interest) model learn from motion tracking, one or more inclined comprising each user in model
It is good;The core work that user preferences modeling is specially established based on user behavior analysis is exactly:The behavior of user is converted into use
User behavior matrix conversion is represented user by the preference at family for the row of user interest matrix wherein matrix, and row represent that interest is closed
Key word, after the matrix calculated is using normalization, then each value just represents preference weight of some user in some interest.
The foregoing is only a preferred embodiment of the present invention, but protection scope of the present invention be not limited thereto,
Any one skilled in the art in the technical scope disclosed by the present invention, technique according to the invention scheme and its
Inventive concept is subject to equivalent substitution or change, should be covered by the protection scope of the present invention.
Claims (5)
1. a kind of production information monitoring method based on keyword search, which is characterized in that including:
Step 1 is acquired environmental data corresponding under current working condition by environmental data collecting end, the environment
Data acquisition end is integrated with polytype sensor and audio-video collection device;
Step 2, by creation data input terminal using the time as distinguishing identifier, to current creation data carry out typing storage, it is described
Creation data includes at least environmental data, production time, product category, product quantity and Product Process parameter;
Step 3 carries out typing storage, the product plan number by planning data input terminal to product plan data to be produced
According to estimated production time, estimated product quantity and it is expected that the Product Process including at least the product corresponding to each product category
Parameter;
Step 4 provides a variety of keyword input options to the user by keyword search unit and according to the input results of user
I.e. selected keyword transfers data correlation matching unit and performs function of search;
Step 5, by data correlation matching unit according to preset keyword match database to the creation data and institute
It states product plan data and is associated matching, so that user can obtain the keyword pair simultaneously when inputting a certain keyword
The creation data and product plan data answered;It can be inputted simultaneously by user preference generation unit based on user
Keyword historical data automatically generates corresponding user preferences modeling and carries out mould when user carries out keyword search next time
Paste is matched and shown;
Step 6 carries out the results show by retrieval result display unit to search result.
2. the production information monitoring method according to claim 1 based on keyword search, it is characterised in that:
The sensor includes at least any one or multiple combinations in following sensors, and it is wet to include but not limited to air
Spend sensor, air temperature sensor, light intensity sensor, CO2 concentration sensor;The audio-video collection device includes pickup
Device and image acquisition device.
3. the production information monitoring method according to claim 1 based on keyword search, it is characterised in that:
It is defeated to transfer creation data by fuzzy matching algorithm based on the keyword that user is inputted for the data correlation matching unit
Enter end and data that planning data input terminal is stored, the creation data and the product plan data are carried out crucial
Word association matching.
4. the production information monitoring method according to claim 3 based on keyword search, it is characterised in that:
The fuzzy matching algorithm preferably uses TU filter algorithms.
5. the production information monitoring method according to claim 1 based on keyword search, it is characterised in that:
The user preferences modeling is created based on matrix operation method, and the keyword historical data that user is inputted turns
It is changed to the number inputted after user behavior matrix with each keyword and establishes the preference weight of interest and calculated.
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