CN104732426B - A kind of agricultural product production and marketing decision-making technique, apparatus and system - Google Patents
A kind of agricultural product production and marketing decision-making technique, apparatus and system Download PDFInfo
- Publication number
- CN104732426B CN104732426B CN201510133375.XA CN201510133375A CN104732426B CN 104732426 B CN104732426 B CN 104732426B CN 201510133375 A CN201510133375 A CN 201510133375A CN 104732426 B CN104732426 B CN 104732426B
- Authority
- CN
- China
- Prior art keywords
- production
- agricultural product
- market
- data
- growing environment
- Prior art date
- Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
- Active
Links
Landscapes
- Management, Administration, Business Operations System, And Electronic Commerce (AREA)
Abstract
The invention discloses a kind of agricultural product production and marketing decision-making technique, apparatus and system, methods described includes:Obtain the growing environment monitoring data in database;According to growing environment monitoring data, the prediction output of the following at least intraday agricultural product of generation;The production of agricultural product is obtained, the production is the summation of prediction output and current quantity in stock;According to production and the market for farm products data to prestore, sale scheme is generated, wherein, the market for farm products data include:Market and its corresponding selling price and sales volume, the sale scheme include:Market and its corresponding presell price and sendout.Technical scheme provided in an embodiment of the present invention, using the output of following several days of prediction and current quantity in stock and as agricultural product production, according to production and the marketing data of agricultural product, the data such as market and its corresponding presell price and the sendout of agricultural product are generated, improve the production and marketing efficiency of decision-making and the degree of accuracy of agricultural product.
Description
Technical field
The present invention relates to reading intelligent agriculture technical field, more particularly to a kind of agricultural product production and marketing decision-making technique, apparatus and system.
Background technology
China is large agricultural country, and agricultural is the lifeblood of Chinese national economy, and the increasingly increased immense pressure of Future population is right
Reasonable effectively produce and sell of agricultural product proposes higher requirement.Traditional agricultural product production and marketing pattern, goes manually
The demand and price of estimated market value, and according to the production and selling of market situation adjustment product, this mode workload is larger, letter
Breath feedback is slow, and the assurance to market is not prompt enough accurate.With the development in an all-round way of social informatization, every scientific management technique
It is widely used in all trades and professions, promotes the development in an all-round way of the causes such as China's agricultural, industry, finance, education, culture.People
Obtain, using the demand more and more higher of information, the producing and selling integrations of agricultural product to agricultural production enterprise provide it is advanced,
Convenient Informational support.
But also existence information feeds back slow, market management policy development not in existing agricultural product production and marketing and the process of circulation
Phenomena such as enough timely, accurate, it result in the problem of production and marketing efficiency of decision-making of agricultural product is low, and time waste is serious.
The content of the invention
In view of this, the present invention proposes a kind of agricultural product production and marketing decision-making technique, apparatus and system, to solve agricultural product
The production and marketing efficiency of decision-making is low, the problem of poor accuracy, improves the production and marketing efficiency of decision-making and the degree of accuracy of agricultural product.
To use following technical scheme up to this purpose, the present invention:
In a first aspect, the embodiment of the present invention provides a kind of agricultural product production and marketing decision-making technique, including:
Obtain the growing environment monitoring data in database;
According to the growing environment monitoring data, the prediction output of the following at least intraday agricultural product of generation;
The production of agricultural product is obtained, the production is the summation for predicting output and current quantity in stock;
According to the production and the market for farm products data to prestore, sale scheme is generated, wherein, the agricultural product city
Field data includes:Market and its corresponding selling price and sales volume, the sale scheme include:Market and its corresponding
Presell price and sendout.
Further, before obtaining the growing environment monitoring data in database, in addition to:
Obtain the growing environment monitoring data that at least one monitoring point collects;
By in the growing environment monitoring data Cun Chudao databases.
Further, in addition to:
According to the production and the market for farm products data to prestore, production scale is adjusted.
Further, included according to the production and the market for farm products data to prestore, generation sale scheme:
Obtain the default alternative in database;
According to the default alternative, the corresponding mathematical modeling of sale scheme is established;
According to the production and the market for farm products data to prestore, and the mathematical modeling, sale scheme is generated.
Second aspect, the embodiment of the present invention provide a kind of agricultural product production and marketing decision making device, including:
First acquisition unit, for obtaining the growing environment monitoring data in database;
First generation unit, for according to the growing environment monitoring data, the following at least intraday agricultural product of generation
Prediction output;
Second acquisition unit, for obtaining the production of agricultural product, the production for the prediction output and
The summation of current quantity in stock;
Second generation unit, for according to the production and the market for farm products data that prestore, generating sale scheme,
Wherein, the market for farm products data include:Market and its corresponding selling price and sales volume, the sale scheme bag
Include:Market and its corresponding presell price and sendout.
Further, in addition to:
Data capture unit, the growing environment monitoring data collected for obtaining at least one monitoring point;
Data storage cell, for by the growing environment monitoring data Cun Chudao databases.
Further, in addition to:
Adjustment unit, for according to the production and the market for farm products data to prestore, adjusting production scale.
Further, second generation unit includes:
Scheme obtains subelement, for obtaining the default alternative in database;
Model establishes subelement, for according to the default alternative, establishing the corresponding mathematical modeling of sale scheme;
Schemes generation subelement, for according to the production and the market for farm products data to prestore, and the number
Model is learned, generates sale scheme.
The third aspect, the embodiment of the present invention provide a kind of agricultural product production and marketing decision system, including above-mentioned agricultural product production and marketing
Decision making device, in addition at least one monitoring point.
Further, the monitoring point includes at least one of following monitoring devices:
Optical sensor, for detecting the intensity of illumination in crop growth environment;
Temperature sensor, for detecting the temperature in crop growth soil;
Humidity sensor, for detecting the humidity in crop growth soil;
Soil sensor, for detecting the content of at least one of crop growth soil element.
Agricultural product production and marketing decision-making technique provided in an embodiment of the present invention, apparatus and system, according to what is obtained from database
The growing environment monitoring data of agricultural product, the output of following several days agricultural product of prediction, with output and current quantity in stock
With the production as agricultural product, according to production and the marketing data of agricultural product, generate agricultural product market and
The data such as its corresponding presell price and sendout, improve the production and marketing efficiency of decision-making and the degree of accuracy of agricultural product.
Brief description of the drawings
In order to clearly illustrate the technical scheme of exemplary embodiment of the present, below to needed for description embodiment
The accompanying drawing to be used does a simple introduction.Obviously, the accompanying drawing introduced is the part of the embodiment of the invention to be described
Accompanying drawing, rather than whole accompanying drawings, for those of ordinary skill in the art, on the premise of not paying creative work, may be used also
To obtain other accompanying drawings according to these accompanying drawings.
Fig. 1 is the flow chart for the agricultural product production and marketing decision-making technique that the embodiment of the present invention one provides;
Fig. 2 is the structural representation for the agricultural product production and marketing decision making device that the embodiment of the present invention two provides.
Embodiment
To make the object, technical solutions and advantages of the present invention clearer, below with reference to attached in the embodiment of the present invention
Figure, by embodiment, is fully described by technical scheme.Obviously, described embodiment is of the invention
Part of the embodiment, rather than whole embodiments, based on embodiments of the invention, those of ordinary skill in the art are not doing
The every other embodiment obtained on the premise of going out creative work, each falls within protection scope of the present invention.
Embodiment one
Fig. 1 gives the flow chart of the agricultural product production and marketing decision-making technique of the offer of the present embodiment one, and this method can be by agricultural production
Product production and marketing decision making device performs, and wherein described device can be realized by software and/or hardware.As shown in figure 1, the present embodiment provides
Agricultural product production and marketing decision-making technique include following operation:
S101 is operated, obtains the growing environment monitoring data in database;
Also include following operation before the operation:Obtain the growing environment monitoring number that at least one monitoring point collects
According to;By in the growing environment monitoring data Cun Chudao databases.
Wherein, the monitoring point can be made up of sensor group, and the sensor group can include at least one of following pass
Sensor:Optical sensor, temperature sensor, humidity sensor and soil sensor.The sensor group is used to gather crops
Environmental monitoring data.
S102 is operated, according to the growing environment monitoring data, the prediction life of the following at least intraday agricultural product of generation
Yield;
According to the growth indexes of growing environment monitoring data, and crops, agricultural product at least one day future of prediction
Output.Wherein, leaf area index of the growth indexes including crops, plant height, dry matter weight, NDVI (Normalized
Difference Vegetation Index, normalized differential vegetation index), SAVI (Soil Adjusted Vegetation
Index, soil regulation vegetation index) and the physiological characteristic such as CHL (the chlorophyll content, chlorophyll content) join
Number.
S103 is operated, obtains the production of agricultural product, the production is the prediction output and current stock
The summation of amount;
S104 is operated, according to the production and the market for farm products data to prestore, generates sale scheme, wherein, institute
Stating market for farm products data includes:Market and its corresponding selling price and sales volume, the sale scheme include:Market
And its corresponding presell price and sendout.
According to the production and the market for farm products data to prestore, generation sale scheme includes:Obtain in database
Default alternative;According to the default alternative, the corresponding mathematical modeling of sale scheme is established;It is total according to the production
The market for farm products data measured and prestored, and the mathematical modeling, generate sale scheme.
Specifically, obtaining default alternative from database, the default alternative can be to solve optimization to ask
The formula or algorithm or history production and sales scheme of topic, according to the alternative by non-structured operation optimization problem and
Sale optimization problem be converted to corresponding structure problem, for example, will production optimal problem be converted into calculating production return with
The maximum Solve problems of the difference of Productive statistics, sale optimization problem is converted into the max problem for calculating enterprise profit,
Generate the operation optimization problem being structured and the mathematical modeling of sale optimization problem;According to the production and prestore
Market for farm products data, and the mathematical modeling, generate sale scheme, and database is arrived into the sale scheme storage of generation
In.According to agricultural product price, sales volume and the conditions of demand on current each sales target ground, the dynamic production with reference to agricultural product is total
Amount, the rational expected price for arranging various regions agricultural product and sale allocative decision, and then agricultural product production and sales can be improved and determined
Plan quality, the production and sales cost that reduces, save the time, improve production and sales efficiency.
In addition, according to the production and the market for farm products data to prestore, production scale can also be adjusted.
Agricultural product production and marketing decision-making technique provided in an embodiment of the present invention, according to the growth of the agricultural product obtained from database
Environmental monitoring data, the output of the agricultural product of following several days of prediction, using output and current quantity in stock and be used as agricultural product
Production, according to production and the marketing data of agricultural product, generate the market of agricultural product and its corresponding presell
The data such as price and sendout, improve the production and marketing efficiency of decision-making and the degree of accuracy of agricultural product.
Embodiment two
Fig. 2 gives the structural representation of the agricultural product production and marketing decision making device of the offer of the embodiment of the present invention two.Such as Fig. 2 institutes
Show, the agricultural product production and marketing decision making device that the present embodiment provides, including:
First acquisition unit 210, for obtaining the growing environment monitoring data in database;
First generation unit 220, for according to the growing environment monitoring data, the following at least intraday agricultural production of generation
The prediction output of product;
Second acquisition unit 230, for obtaining the production of agricultural product, the production is the prediction output
With the summation of current quantity in stock;
Second generation unit 240, for according to the production and the market for farm products data to prestore, generating seller
Case, wherein, the market for farm products data include:Market and its corresponding selling price and sales volume, the sale scheme
Including:Market and its corresponding presell price and sendout.
Further, in addition to:
Data capture unit, the growing environment monitoring data collected for obtaining at least one monitoring point;
Data storage cell, for by the growing environment monitoring data Cun Chudao databases.
Further, in addition to:
Adjustment unit, for according to the production and the market for farm products data to prestore, adjusting production scale.
Further, second generation unit 240 includes:
Scheme obtains subelement, for obtaining the default alternative in database;
Model establishes subelement, for according to the default alternative, establishing the corresponding mathematical modeling of sale scheme;
Schemes generation subelement, for according to the production and the market for farm products data to prestore, and the number
Model is learned, generates sale scheme.
Agricultural product production and marketing decision making device provided in an embodiment of the present invention can perform the agricultural product that the embodiment of the present invention one provides
Production and marketing decision-making technique, possess the corresponding functional module of execution method and beneficial effect.
Embodiment three
The embodiment of the present invention three provides a kind of agricultural product production and marketing decision system, including the agricultural product production and marketing that embodiment two provides
Decision making device, in addition at least one monitoring point.
Further, the monitoring point includes at least one of following monitoring devices:
Optical sensor, for detecting the intensity of illumination in crop growth environment;
Temperature sensor, for detecting the temperature in crop growth soil;
Humidity sensor, for detecting the humidity in crop growth soil;
Soil sensor, for detecting the content of at least one of crop growth soil element.
Agricultural product production and marketing decision system provided in an embodiment of the present invention includes the agricultural product production and marketing decision-making that embodiment two provides
Device, the agricultural product production and marketing decision making device can perform the agricultural product production and marketing decision-making technique that the embodiment of the present invention one provides, possess
The corresponding functional module of execution method and beneficial effect.
The technical principle that above are only presently preferred embodiments of the present invention and used.The invention is not restricted to spy described here
Determine embodiment, the various significant changes that can carry out for a person skilled in the art, readjust and substitute all without departing from
Protection scope of the present invention.Therefore, although being described in further detail by above example to the present invention, this hair
It is bright to be not limited only to above example, without departing from the inventive concept, other more equivalence enforcements can also be included
Example, and the scope of the present invention is determined by the scope of claim.
Claims (10)
- A kind of 1. agricultural product production and marketing decision-making technique, it is characterised in that including:Obtain the growing environment monitoring data in database;According to the growth indexes of growing environment monitoring data, and crops, the production of agricultural product at least one day future of prediction Amount, wherein, leaf area index of the growth indexes including crops, plant height, dry matter weight, normalized differential vegetation index, soil Adjust vegetation index and chlorophyll content;The production of agricultural product is obtained, the production is the summation for predicting output and current quantity in stock;According to the production and the market for farm products data to prestore, sale scheme is generated, wherein, the market for farm products number According to including:Market and its corresponding selling price and sales volume, the sale scheme include:Market and its corresponding presell Price and sendout.
- 2. agricultural product production and marketing decision-making technique according to claim 1, it is characterised in that obtain the growing environment in database Before Monitoring Data, in addition to:Obtain the growing environment monitoring data that at least one monitoring point collects;By in the growing environment monitoring data Cun Chudao databases.
- 3. agricultural product production and marketing decision-making technique according to claim 1, it is characterised in that also include:According to the production and the market for farm products data to prestore, production scale is adjusted.
- 4. agricultural product production and marketing decision-making technique according to claim 1, it is characterised in that according to the production and prestore Market for farm products data, generation sale scheme include:Obtain the default alternative in database;According to the default alternative, the corresponding mathematical modeling of sale scheme is established;According to the production and the market for farm products data to prestore, and the mathematical modeling, sale scheme is generated.
- A kind of 5. agricultural product production and marketing decision making device, it is characterised in that including:First acquisition unit, for obtaining the growing environment monitoring data in database;First generation unit, for the growth indexes according to growing environment monitoring data, and crops, prediction future at least one The output of agricultural product in it, wherein, leaf area index of the growth indexes including crops, plant height, dry matter weight, normalizing Change vegetation index, soil regulation vegetation index and chlorophyll content;Second acquisition unit, for obtaining the production of agricultural product, the production is for the prediction output and currently The summation of quantity in stock;Second generation unit, for according to the production and the market for farm products data that prestore, generating sale scheme, its In, the market for farm products data include:Market and its corresponding selling price and sales volume, the sale scheme include: Market and its corresponding presell price and sendout.
- 6. agricultural product production and marketing decision making device according to claim 5, it is characterised in that also include:Data capture unit, the growing environment monitoring data collected for obtaining at least one monitoring point;Data storage cell, for by the growing environment monitoring data Cun Chudao databases.
- 7. agricultural product production and marketing decision making device according to claim 5, it is characterised in that also include:Adjustment unit, for according to the production and the market for farm products data to prestore, adjusting production scale.
- 8. agricultural product production and marketing decision making device according to claim 5, it is characterised in that second generation unit includes:Scheme obtains subelement, for obtaining the default alternative in database;Model establishes subelement, for according to the default alternative, establishing the corresponding mathematical modeling of sale scheme;Schemes generation subelement, for according to the production and the market for farm products data to prestore, and the mathematical modulo Type, generate sale scheme.
- 9. a kind of agricultural product production and marketing decision system, it is characterised in that determined including any described agricultural product production and marketing of claim 5-8 Plan device, in addition at least one monitoring point.
- 10. system according to claim 9, it is characterised in that the monitoring point includes at least one of following monitoring devices:Optical sensor, for detecting the intensity of illumination in crop growth environment;Temperature sensor, for detecting the temperature in crop growth soil;Humidity sensor, for detecting the humidity in crop growth soil;Soil sensor, for detecting the content of at least one of crop growth soil element.
Priority Applications (1)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
CN201510133375.XA CN104732426B (en) | 2015-03-25 | 2015-03-25 | A kind of agricultural product production and marketing decision-making technique, apparatus and system |
Applications Claiming Priority (1)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
CN201510133375.XA CN104732426B (en) | 2015-03-25 | 2015-03-25 | A kind of agricultural product production and marketing decision-making technique, apparatus and system |
Publications (2)
Publication Number | Publication Date |
---|---|
CN104732426A CN104732426A (en) | 2015-06-24 |
CN104732426B true CN104732426B (en) | 2018-04-03 |
Family
ID=53456297
Family Applications (1)
Application Number | Title | Priority Date | Filing Date |
---|---|---|---|
CN201510133375.XA Active CN104732426B (en) | 2015-03-25 | 2015-03-25 | A kind of agricultural product production and marketing decision-making technique, apparatus and system |
Country Status (1)
Country | Link |
---|---|
CN (1) | CN104732426B (en) |
Families Citing this family (10)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN106251234A (en) * | 2016-08-19 | 2016-12-21 | 四川省巴食巴适电子商务有限公司 | A kind of agricultural product production and marketing integrated service platform based on the Internet and big data |
CN108122137A (en) * | 2018-01-08 | 2018-06-05 | 中国农业科学院农业信息研究所 | A kind of method and system of intelligent equalization agricultural product supply and demand |
CN110135878B (en) * | 2018-02-09 | 2024-04-16 | 北京京东尚科信息技术有限公司 | Method and device for determining sales price |
TWI695339B (en) * | 2018-10-17 | 2020-06-01 | 凌誠科技股份有限公司 | System for analyzing and managing the yield and production period of the crop |
CN109197276B (en) * | 2018-10-18 | 2021-12-24 | 广州极飞科技股份有限公司 | Method and device for determining grade of agricultural product and method for harvesting agricultural product |
CN110521456A (en) * | 2019-09-23 | 2019-12-03 | 广东海洋大学寸金学院 | One kind being based on Internet of Things wisdom green house of vegetables system development method |
CN113435641B (en) * | 2021-06-24 | 2023-03-07 | 布瑞克农业大数据科技集团有限公司 | Full-automatic management method and system for agricultural products and storage medium |
CN113393277B (en) * | 2021-07-01 | 2023-11-28 | 安徽洲弋电子商务有限公司 | Agricultural product market data analysis system based on big data |
CN114331090A (en) * | 2021-12-24 | 2022-04-12 | 江苏业派生物科技有限公司 | Agricultural product market supply and demand data monitoring system and method based on big data |
CN116703468B (en) * | 2023-08-01 | 2024-05-07 | 北京佳格天地科技有限公司 | Agricultural product marketing method, system and storage medium based on big data |
Citations (6)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
JP2005151851A (en) * | 2003-11-21 | 2005-06-16 | Mayekawa Mfg Co Ltd | Farm-crop demand-and-supply management system, processed food acceptance-and-sending order system, and farming support system |
JP2007272853A (en) * | 2006-03-31 | 2007-10-18 | Makuta Amenity Kk | Agricultural product production/distribution system |
CN102542346A (en) * | 2011-12-21 | 2012-07-04 | 中国农业科学院农业信息研究所 | Agricultural product market monitoring and early warning system |
CN103020735A (en) * | 2012-12-04 | 2013-04-03 | 浙江大学 | Day scale primary productivity estimation method based on photoresponse segmentation characteristics |
CN103295159A (en) * | 2012-02-24 | 2013-09-11 | 鸿富锦精密工业(深圳)有限公司 | Agricultural product planting management control system and method |
CN103529783A (en) * | 2013-10-13 | 2014-01-22 | 林兴志 | Sugarcane planting monitoring device based on big dipper/GIS (geographic information system) |
-
2015
- 2015-03-25 CN CN201510133375.XA patent/CN104732426B/en active Active
Patent Citations (6)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
JP2005151851A (en) * | 2003-11-21 | 2005-06-16 | Mayekawa Mfg Co Ltd | Farm-crop demand-and-supply management system, processed food acceptance-and-sending order system, and farming support system |
JP2007272853A (en) * | 2006-03-31 | 2007-10-18 | Makuta Amenity Kk | Agricultural product production/distribution system |
CN102542346A (en) * | 2011-12-21 | 2012-07-04 | 中国农业科学院农业信息研究所 | Agricultural product market monitoring and early warning system |
CN103295159A (en) * | 2012-02-24 | 2013-09-11 | 鸿富锦精密工业(深圳)有限公司 | Agricultural product planting management control system and method |
CN103020735A (en) * | 2012-12-04 | 2013-04-03 | 浙江大学 | Day scale primary productivity estimation method based on photoresponse segmentation characteristics |
CN103529783A (en) * | 2013-10-13 | 2014-01-22 | 林兴志 | Sugarcane planting monitoring device based on big dipper/GIS (geographic information system) |
Also Published As
Publication number | Publication date |
---|---|
CN104732426A (en) | 2015-06-24 |
Similar Documents
Publication | Publication Date | Title |
---|---|---|
CN104732426B (en) | A kind of agricultural product production and marketing decision-making technique, apparatus and system | |
Antle et al. | Next generation agricultural system data, models and knowledge products: Introduction | |
Zhang et al. | Research on grain production efficiency in China’s main grain-producing areas from the perspective of grain subsidy | |
Lin et al. | Intelligent greenhouse system based on remote sensing images and machine learning promotes the efficiency of agricultural economic growth | |
Lad et al. | Factors affecting agriculture and estimation of crop yield using supervised learning algorithms | |
CN110163758A (en) | Artificial intelligence Stock investment analysis system | |
Liu et al. | An analysis on total factor productivity and influencing factors of soybean in China | |
CN115115126A (en) | Crop disaster loss and yield prediction system and method based on knowledge graph | |
CN118095792B (en) | Intelligent agriculture management system based on big data | |
Jie | RETRACTED ARTICLE: Precision and intelligent agricultural decision support system based on big data analysis | |
Nalwanga et al. | Fuzzy Logic based vegetable price prediction in IoT | |
Cheng et al. | Does farm size expansion improve the agricultural environment? Evidence from apple farmers in China | |
WO2022094698A1 (en) | Advanced crop manager for crops stress mitigation | |
Meng et al. | Machinery structure, machinery subsidies, and agricultural productivity: Evidence from China | |
CN205375576U (en) | Agricultural product are planted and are sold management system based on 3S technique | |
CN116151860A (en) | Intelligent ocean service digital management system based on electronic commerce data analysis | |
Etwire et al. | The impact of climate change on crop production in Ghana: A Structural Ricardian analysis | |
CN112235348A (en) | Multi-element big data acquisition and transmission platform based on 5G technology | |
van Dijk et al. | Generating multi-period crop distribution maps for Southern Africa using a data fusion approach | |
CN113570177A (en) | Quality determination system for agricultural products and method of using the same | |
PK | Rubber Economy in Digital Kerala and the Problems Faced by the Rubber Cultivators: Need for Technology-Based Interventions | |
Lalrochunga et al. | Systematic review on capacity building through renewable energy enabled iot-unmanned aerial vehicle for smart agroforestry | |
AU2021100096A4 (en) | Ai-based crop recommendation system for smart farming towards agriculture 5.0 | |
Jena | Technological Solutions for Sustainable Agriculture | |
Li et al. | Study on the Structure, Efficiency, and Driving Factors of an Eco-Agricultural Park Based on Emergy: A Case Study of Jinchuan Eco-Agricultural Park |
Legal Events
Date | Code | Title | Description |
---|---|---|---|
C06 | Publication | ||
PB01 | Publication | ||
C10 | Entry into substantive examination | ||
SE01 | Entry into force of request for substantive examination | ||
GR01 | Patent grant | ||
GR01 | Patent grant |