CN110413680A - Shopping center operation data management decision system and method - Google Patents
Shopping center operation data management decision system and method Download PDFInfo
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Abstract
The invention discloses a kind of shopping center operation data management decision system and methods, system includes the data source set gradually from top to bottom, data assets and data large-size screen monitors, the data source is each operation system that shopping center is built, the data source of each business scenario of data large-size screen monitors is provided, the data that the data assets obtain the data source carry out unified storage and management, and data mart modeling is carried out according to the scope of business, the extraction of data, association forms the service of unified ID mark and data between data, to be used to provide data assets service for enterprise, the data large-size screen monitors get through data according to the data service that the data assets provide, after being associated with and seeing clearly service logic, presented in real time with the visualization of semireal time.Business and the ingenious combination of data are helped shopping center to realize that digitlization, lean operation, the management of power-assisted shopping center effectively show the digitlization operation image in shopping center by the present invention.
Description
Technical field
The present invention relates to retail management field, in particular to a kind of shopping center operation data management decision system and side
Method.
Background technique
In the newly retail epoch, how shopping center transition and upgrade is efficiently realized, it is most important in face of industry to become pendulum
Project.There is an urgent need to digitization operations for each enterprise, then bring more good experience for consumer.Traditional shopping
The administrative decision at center faces the complex situations of Vehicles Collected from Market more by " human brain " micro-judgment of operation side, single
It is difficult to reach fine-grained management by the experience of " human brain ".
With information-based development, shopping center can all build all kinds of operation systems, such as passenger flow system, WiFi system, POS
Payment system, parking system, crm system etc..What operation personnel saw in each operation system is all that the system provides
Based on this system data sheet generated or pictorial statement.Daily operation for shopping center, each data among systems are not
Intercommunication, the data silo formed between system do not see the dynamic change of data, are unable to fully mining data value.Each system produces
Profound business association logic can not be seen clearly between raw data.Traditional data sheet and pictorial statement show it is not intuitive,
It is strongly professional, can not be with other operation system Cooperative Analysis.The above shopping center operation and IT system build pain spot, greatly
The transition and upgrade for affecting shopping center industry.
Summary of the invention
The technical problem to be solved in the present invention is that in view of the above drawbacks of the prior art, providing a kind of by business and number
According to ingenious combination, shopping center is helped to realize that digitlization, lean operation, the management of power-assisted shopping center effectively show purchase
The shopping center operation data management decision system and method for the digitlization operation image at object center.
The technical solution adopted by the present invention to solve the technical problems is: constructing a kind of shopping center operation data management and determines
Plan system, including data source, data assets and the data large-size screen monitors set gradually from top to bottom, the data source is shopping center institute
Each operation system of construction, provides the data source of each business scenario of data large-size screen monitors, and the data assets are by the number
Unified storage and management are carried out according to the data that source obtains, and are carried out between data mart modeling, the extraction of data, data according to the scope of business
Association forms the service of unified ID mark and data, to be used to provide data assets service for enterprise, the data large-size screen monitors according to
After data are got through, are associated with and see clearly service logic by the data service that the data assets provide, carry out real-time and semireal time
Visualization is presented；
The operation system includes at least video passenger flow system, Wi-Fi probe, face identification system, POS system, parking
Appointing in field system, official's wechat public platform, crm system, financial system, ERP system, third party's big data and internet data
Meaning is one or more of, and the data large-size screen monitors include at least data head screen, transaction screen, air control large-size screen monitors, passenger flow screen, wagon flow screen, brand
Conversion screen, member's portrait screen, portrait scan screen, trade company's contribution screen, trade company's large-size screen monitors, luxurious life by eating, drinking and playing, which are the most shielded and rented, to be controlled in large-size screen monitors
Any one or a few.
In operation data management decision system in shopping center of the present invention, the video passenger flow system, Wi-Fi are visited
Needle and face identification system provide passenger flow information source, and the POS system provides payment information source, and the parking system mentions
For car flow information source, official's wechat public platform and crm system provide member's bean vermicelli information source, the crm system, wealth
Business system and ERP system provide business information source, and third party's big data provides task representation data label, the interconnection
Network data provides web crawlers data.
In operation data management decision system in shopping center of the present invention, the data head screen for focusing in real time
Shopping center key index, the transaction screen answer crop flowing water and whether up to standard for real-time monitoring, and the air control large-size screen monitors are used for
Various dimensions warning index is studied, judges health status, the passenger flow screen is described for real-time tracing passenger flow trend and walking moving-wire
Wagon flow screen is used for real-time parking position monitoring, and various dimensions excavate parking data value, and the brand conversion screen is closed for excavating brand
Connection, Collaborating marketing improve the utilization rate of flow, and the member is drawn a portrait screen for being screened layer by layer using funnel method, understands passenger flow layer
It is converted between grade, customer converts pre-identification to member, and the portrait scan screen monitors different Gus for customer's portrait intelligent online
Objective dynamic, trade company's contribution screen calculates the contribution degree of shopping center trade company for various dimensions, excavates high low value trade company, described
Trade company's large-size screen monitors are realized for the power-assisted trade company manages optimization, constantly promotes the ability of precision marketing, the luxurious life by eating, drinking and playing is the most shielded
The use of object is that shopping center customer improves shopping center and Customer Interaction and interest, the rents control large-size screen monitors are used to carry out
Retail shop's lease visualization, helps Commercial Complex to realize retail shop's asset data, visualization and real time implementation management.
The invention further relates to a kind of shopping center operation data administrative decision methods, are applied to above-mentioned shopping center and run number
According to management decision system, include the following steps:
A the data of business or acquisition that operation system generates are extracted by certain standard), and are transferred to data
Middle, i.e. progress data integration；
B) the source system data extracted by the data integration, by its by the data platform carry out data storage and
Processing；
C the data after processing) are supplied to data large-size screen monitors to present by way of Restful API.
In operation data administrative decision method in shopping center of the present invention, the data integration is each using relying on
Api interface that operation system provides, the message push service that operation system provides, opening data source for extracting data and file
System docking.
In operation data administrative decision method in shopping center of the present invention, the source extracted by the data integration
System data is stored in data model with certain format；The framework of the data model includes ODS layers, CDM layers by level
With ADS layers, described CDM layers includes DWD layer and DWS layers.
In operation data administrative decision method in shopping center of the present invention, business procedure or dimension are taken out
The set of elephant constitutes data field, and the data field includes client domain, trade company domain, market domain, marketing domain, operation domain, financial domain, orders
Single domain and public domain.
In operation data administrative decision method in shopping center of the present invention, the processing includes the exploitation of ETL, appoints
Business scheduling and data extraction.
In operation data administrative decision method in shopping center of the present invention, the presentation mode packet of the data large-size screen monitors
It includes the chart display component customized using the front end based on ECharts, the described point based on the practical CAD diagram in shopping center and is based on
The shopping center 3D modeling of Amap.
Implement shopping center operation data management decision system and method for the invention, have the advantages that due to
Equipped with data source, data assets and data large-size screen monitors, the present invention is directed to the business scenario in shopping center, such as transaction, passenger flow, wagon flow,
Member, trade company, consumer, rent control etc., by business and the ingenious combination of data, help shopping center using big data technology as core
It realizes digitlization, lean operation, designs more set standardized data large-size screen monitors templates for shopping center, monitoring shopping center is entirely transported
Ecological chain is sought, converts screen, Hui Yuanhua from global data head screen, then to transaction screen, passenger flow screen, wagon flow screen, air control large-size screen monitors, brand
As themes large-size screen monitors, the managements of power-assisted shopping center such as screen, trade company's contribution screen, portrait scan screen effectively show shopping center
Digitlization operation image, therefore business and the ingenious combination of data are helped shopping center to realize digitlization, fining fortune by the present invention
Battalion, the management of power-assisted shopping center effectively show the digitlization operation image in shopping center.
Detailed description of the invention
In order to more clearly explain the embodiment of the invention or the technical proposal in the existing technology, to embodiment or will show below
There is attached drawing needed in technical description to be briefly described, it should be apparent that, the accompanying drawings in the following description is only this
Some embodiments of invention for those of ordinary skill in the art without creative efforts, can be with
It obtains other drawings based on these drawings.
Fig. 1 is that the structure of system in operation data management decision system in shopping center of the present invention and method one embodiment is shown
It is intended to；
Fig. 2 is the schematic diagram for the business datum that each operation system in shopping center in the embodiment provides；
Fig. 3 is the schematic diagram that data large-size screen monitors are presented in the embodiment；
Fig. 4 is data storage, processing and the schematic diagram that process is presented in the embodiment；
Fig. 5 is the flow chart of method in the embodiment；
Fig. 6 is the list figure of shopping center model domain in the embodiment；
Fig. 7 is the schematic diagram that CAD diagram described point is shown in the embodiment；
Fig. 8 is the 3D effect schematic diagram in shopping center in the embodiment.
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.It is based on
Embodiment in the present invention, it is obtained by those of ordinary skill in the art without making creative efforts every other
Embodiment shall fall within the protection scope of the present invention.
In operation data management decision system in shopping center of the present invention and embodiment of the method, shopping center operation data
The structural schematic diagram of management decision system is as shown in Figure 1.In Fig. 1, the shopping center operation data management decision system include from
Under to data source, data assets and the data large-size screen monitors above set gradually, wherein data source is each industry that shopping center is built
Business system, this operation system provide the data source of each business scenario of data large-size screen monitors, comprising: transaction, passenger flow, wagon flow, meeting
Member, trade company, consumer, the data for renting control, internet of things equipment acquisition.Data assets are that the data for obtaining data source carry out unification
Storage and management, and according to the scope of business carry out data mart modeling, the extraction of data, between data association formed unified ID mark and
The service of data, to be used to provide data assets service for enterprise, data large-size screen monitors are the data services provided according to data assets
After data are got through, is associated with and sees clearly service logic, present with the visualization of semireal time in real time.
Fig. 2 is the schematic diagram for the business datum that each operation system in shopping center in the present embodiment provides.In Fig. 2, business
It is public that system includes at least video passenger flow system, Wi-Fi probe, face identification system, POS system, parking system, official's wechat
Any one or a few in many numbers, crm system, financial system, ERP system, third party's big data and internet data.Its
In, various businesses system can by api interface and data integration tool by data access the platform into data, dock the big number of third party
Accordingly and web crawlers data access platform into data.Video passenger flow system, Wi-Fi probe and face identification system provide passenger flow
Information source, POS system provide payment information source, parking system provide car flow information source, official's wechat public platform and
Crm system provides member's bean vermicelli information source, and crm system, financial system and ERP system provide business information source, third party
Big data provides task representation data label, and internet data provides web crawlers data.
Fig. 3 is the schematic diagram that data large-size screen monitors are presented in the present embodiment.In Fig. 3, data large-size screen monitors include at least data head screen, hand over
Yi Ping, air control large-size screen monitors, passenger flow screen, wagon flow screen, brand conversion screen, member's portrait screen, portrait scan screen, trade company's contribution screen, trade company
Any one or a few in control large-size screen monitors is the most shielded and rents in large-size screen monitors, luxurious life by eating, drinking and playing.
Wherein, data head screen answers crop stream for real-time monitoring for focusing shopping center key index, transaction screen in real time
Water and whether up to standard, air control large-size screen monitors judge health status, passenger flow screen is for real-time tracing visitor for studying various dimensions warning index
Stream trend and walking moving-wire, wagon flow screen are used for real-time parking position monitoring, and various dimensions excavate parking data value, and brand conversion screen is used
In excavating brand association, Collaborating marketing improves the utilization rate of flow, and member, which draws a portrait, is shielded for being screened layer by layer using funnel method,
It is converted between solution passenger flow level, customer converts pre-identification to member, and portrait scan screen is for customer's portrait intelligent online, and monitoring is not
With customer's dynamic, trade company's contribution screen calculates the contribution degree of shopping center trade company for various dimensions, excavates high low value trade company, trade company
Large-size screen monitors are realized for the power-assisted trade company manages optimization, constantly promotes the ability of precision marketing, the use pair the most shielded of eating, drinking and being merry
As improving shopping center and Customer Interaction and interest for shopping center customer, it is visual for carrying out retail shop's lease to rent control large-size screen monitors
Change, Commercial Complex is helped to realize retail shop's asset data, visualization and real time implementation management.
System of the invention be directed to shopping center business scenario, such as transaction, passenger flow, wagon flow, member, trade company, consumer,
Control etc. is rented, using big data technology as core, by business and the ingenious combination of data, shopping center is helped to realize digitlization, fining
Operation designs more set standardized data large-size screen monitors templates for shopping center, and ecological chain is entirely runed in monitoring shopping center, from the overall situation
Data head screen, then to transaction screen, passenger flow screen, wagon flow screen, air control large-size screen monitors, brand conversion screen, member draw a portrait screen, trade company contribution screen,
The themes large-size screen monitors such as portrait scan screen, the management of power-assisted shopping center effectively show the digitlization operation image in shopping center, because
Business and the ingenious combination of data are helped shopping center to realize digitlization, lean operation, power-assisted shopping by this system of the invention
Center management effectively shows the digitlization operation image in shopping center.
Fig. 4 is data storage, processing and the schematic diagram that process is presented in the present embodiment, and specific implementation is divided into three ranks
Section: the integrated of data, the storage of data and processing, the presentation of data large-size screen monitors.
The present embodiment further relates to a kind of shopping center operation data administrative decision method, and shopping center operation data management is determined
Plan method is applied to shopping center operation data management decision system.The process of the shopping center operation data administrative decision method
Figure is as shown in Figure 5.In Fig. 5, which includes the following steps:
Step S01 is extracted the data of business or acquisition that operation system generates by certain standard, and is transmitted
The platform into data, i.e. progress data integration: the step mainly realizes the integrated of data.Specifically, each operation system is docked,
The business datum that can be provided such as each operation system in the shopping center Fig. 2.The data of business or acquisition that operation system is generated are led to
It crosses method of the invention and is transferred to the unified storage of platform in data and processing, the transmission process of this data is the integrated of data.
Data integration technology used at present includes: that the message that provides of the api interface for relying on each operation system and providing, operation system pushes away
The data source of business, opening is taken for extracting data, file system docking etc..
For api interface, docked by data docking service by Restful interface or web Service interface,
Data after docking are stored in Relational database on demand, and applicable data amount is small, spend system data docking of less demanding in real time.
For message push service, it is mainly used to receive the real time data of operation system transmission.Such as: recognition of face
The Internet of Things that information, consumer and member's payment information, internet of things equipment push acquires information.Applicable data amount is small, spends in real time
More demanding system data docking.
For open data source, the mode of the read-only account of database is provided, is extracted by data integration tool related
Database table.The data integration tool being often used is for example: DTS Ali's cloud data transport service, the synchronous work of DataX open source data
Tool, Ali's cloud data integration product.It is applicable in the old system of docking, is considered to operation system there may be pressure is extracted, usually only
It is synchronous to do incremental data.
For file system, file system docks the file format or template of both sides' agreement, and the file of agreement
In FTP or Ali's cloud object the storage OSS of storage, is received and parsed through by data integration side and then store data on demand.It is suitable
It is had certain requirements system with group, company to Information Security.
It is stored in short, data integration is to solve for data to be drawn into data in platform by certain standard, is subsequent
Data processing be ready.The data sheet and pictorial statement of operation system often only focus on the data in oneself system, institute
It is smaller with the difficulty of data integration, usually only consider the migration process memory optimizing again of system data.And data large-size screen monitors
Data integration, the system of docking is more, data source is complicated, each system hardware and software is multifarious, data storage respectively has feature,
Stability and performance and use technical requirements to integration tool is higher and more complicated.
It is carried out data storage by platform in data and added by the source system data that step S02 is extracted by data integration
Work: in the step, for data storage, the source system data extracted by data integration needs to enter big data platform
Carry out data storage.Each operation system in shopping center, especially Wi-Fi probe, face identification system, are stopped at video passenger flow system
The data volume of parking lot system, Internet of things system, the acquisition more voluminous life of number of devices of deployment is also bigger, such as the 100000 square meter scale of constructions
The more intensive shopping center of the stream of people, if 100 face recognition devices of deployment, the Information Number of daily all devices recognition of face
Amount is in 400,000 datas.So big data volume, in data platform must support TB grade of data store and unaware, without interrupting clothes
The storage dilatation of business.The present invention uses the big data platform based on Ali's cloud, relies on mature big data storage and computing capability,
It can reduce the O&M and development difficulty of big data platform.
The data of each operation system store, at present mostly also using relevant database or based on open source Hadoop's
Data platform.If data storage is stored with relevant database, can bring dilatation it is difficult, unsuitable structural data deposits,
Storage it is inefficient the problems such as.Hadoop data platform O&M needs professional person, is also relied on the hardware dilatation of platform.So
Using the big data platform based on Ali's cloud can be practical guarantee O&M and storage.
The source system data extracted by data integration, it is necessary to be stored in data model with certain format.Data mould
Type is a kind of tool and method of abstractdesription real world, is come by way of contacting between abstract entity and entity
Indicate a kind of mapping of the correlation of affairs in real world.The abstract of data model performance is between entity and entity
Relationship, by the definition and description to relationship between entity and entity, to express specific business relations in actual business.
The framework of data model includes ODS layers (operation data layers), CDM layers (common dimension model layers) and ADS by level
Layer (applies data Layer).
ODS layers: i.e. operation data operates (Operational Data Store) layer, it is to be transitioned into number from operation system
According to the model of the operation data of middle core layer, the data structure of ODS model is consistent substantially with operation system.
CDM layers are divided into DWD layers and DWS layers, be respectively the wide surface layer of detail and it is public summarize data Layer, take dimensional model
Method basis, more uses some dimension degeneration gimmicks, reduces the association of true table and dimension table, and it is strong to true table to be easy dimension
Change the ease for use of detail fact table；Summarizing data Layer simultaneously, the dimension for reinforcing index is degenerated, and the means of more wide tables are taken
Public achievement data layer is constructed, the reusability of public index is promoted, reduces duplicate processing.
DWD layers: Data Warehouse Detail Model is the wide surface layer of detail in CDM layers, complete detailed for storing
Thin historical data.Service-oriented process model building is designed tightened around business procedure, by the degree for obtaining description business procedure
Amount contains the dimension and measurement related with business procedure of reference to express business procedure.Its design object be subsequent
Data Warehouse Model provides the basis of flexibility and scalability, while can be direct when that can not support demand for DW layers
Data are provided for application layer.DWD layers due to higher with operation system degree of coupling, stability will receive the shadow of operation system
It rings.
DWS layers: storage the public of detailed history data summarizes data Layer, towards analysis theme modeling.DWS layers are cores
Layer, design object is that the basis of enough flexibility and scalabilities is provided for application layer.Simultaneously as CDM layers contain entirely
Most of data of platform, are the basis of platform in data in data, so guaranteeing that the layer data robustness is primary.
ADS layers: applying data Layer, major function includes: 1) personalized index processing: not public property；Complexity (index
Type, ratio type, ranking type index)；2) based on the data assembling of application: big width table fairground, horizontal table turns vertical table, trend refers to.
In the present embodiment, business procedure or dimension can be carried out to abstract set and constitute data field, data field refers to
Service-oriented analysis, carries out abstract set for business procedure or dimension.Wherein, business procedure may be summarized to be one by one not
Detachable behavior event, such as consumer's registration, login, collection, sharing.For the vitality for ensureing whole system, data field
Need it is abstract refine and long term maintenance and update, but do not change easily.When dividing data field, current institute can be covered
Some business demands, and existing data field or the new data of extension can be included in without influence when new business enters
Domain.
Various industries data model domain is different, and most important technological achievement of the invention is building for shopping center
The list figure of the data field mould and model of industry, shopping center model domain is as shown in Figure 6.In Fig. 6, data field include client domain,
Trade company domain, market domain, marketing domain, operation domain, financial domain, order domain and public domain.
And the operation system in the shopping center not no concept of data field substantially, because traditional data report and chart report are more
Only focus on the inquiries and statistics of low volume data more, operation system does not get through the demand and requirement of all data correlations, it is all not
It can be related to the concept of business business domains.
For data processing, by Ali's cloud DataPhin (intelligent data building and management platform) to each data
The data stored in domain model are processed.Processing specifically includes that the exploitation (extracting conversion load) of ETL, task schedule sum number
According to extraction (being that specific data is tagged by various data correlations).Data process circulation, final output in the model of each layer
Meet the various indexs of operation and data application.
Since each industry index is different from, combs out and be suitble to the index system in shopping center extremely important.The present invention
Applicable shopping center industry is constructed according to the accumulation of industry experience and project implementation experience and based on OneDate methodology
Index system.
For data service, by treated, data are supplied to the displaying of data large-size screen monitors in a manner of Restful API,
The interface of offer includes authentication, Service Description etc..
Step S03 is supplied to data large-size screen monitors by way of Restful API to the data after processing and presented: this step
In rapid, the presentation of data large-size screen monitors includes the chart display component customized using the front end based on ECharts, based on shopping center reality
The described point of border CAD diagram, the shopping center 3D modeling based on Amap.
For the chart display component of the customization based on ECharts, specifically, it is cruel in order to achieve the effect that more to dazzle, this
Invention customizes front end display component, and cruel visual effect, such as the big screen assembly superposition of trade company can be more dazzled with attachment
Video allows display effect more to dazzle extremely.
For the described point of CAD diagram, specifically, according to market CAD diagram, such as wagon flow large-size screen monitors.Parking stall is retouched according to ratio
Point, the present invention is specially developed to be carried out figure described point and is shown that Fig. 7 is based on CAD diagram shape and large-size screen monitors coordinate system conversion described point tool
The schematic diagram that CAD diagram described point is shown in the present embodiment.
For the shopping center 3D modeling based on Amap, specifically, the practical 3D effect according to shopping center is built
Mould, can be in the 3D effect in each shopping center of group's screen display.
In short, data sheet and pictorial statement that comparison is traditional, the present invention have got through the number of each operation system in bottom
According to the data for having carried out suitable shopping center industry to data are reprocessed, and the index sum number of suitable shopping center operation is formd
According to service system.Shopping center is instructed to run in a manner of more intuitive.The present invention at present Guangzhou is just good, Dongguan all sorts of flowers when
Safe, Dongguan Hai Dedeng enterprise is applied well in generation, Beijing, and the operation for directly improving client is horizontal.
The foregoing is merely illustrative of the preferred embodiments of the present invention, is not intended to limit the invention, all in essence of the invention
Within mind and principle, any modification, equivalent replacement, improvement and so on be should all be included in the protection scope of the present invention.
Claims (9)
1. a kind of shopping center operation data management decision system, which is characterized in that including the data set gradually from top to bottom
Source, data assets and data large-size screen monitors, the data source are each operation systems that shopping center is built, and it is big to provide the data
Shield the data source of each business scenario, the data that the data assets obtain the data source carry out unified storage and management,
And the service that association between data mart modeling, the extraction of data, data forms unified ID mark and data is carried out according to the scope of business, with
For providing data assets service for enterprise, the data large-size screen monitors beat data according to the data service that the data assets provide
After leading to, being associated with and see clearly service logic, present with the visualization of semireal time in real time；
The operation system includes at least video passenger flow system, Wi-Fi probe, face identification system, POS system, parking lot system
It is any one in system, official's wechat public platform, crm system, financial system, ERP system, third party's big data and internet data
Kind is several, and the data large-size screen monitors include at least data head screen, transaction screen, air control large-size screen monitors, passenger flow screen, wagon flow screen, brand conversion
Screen, member draw a portrait screen, portrait scan screen, trade company contribution screen, trade company's large-size screen monitors, luxurious life by eating, drinking and playing the most screen and rent control large-size screen monitors in it is any
It is one or more of.
2. operation data management decision system in shopping center according to claim 1, which is characterized in that the video passenger flow
System, Wi-Fi probe and face identification system provide passenger flow information source, and the POS system provides payment information source, described
Parking system provides car flow information source, and official's wechat public platform and crm system provide member's bean vermicelli information source, institute
It states crm system, financial system and ERP system and business information source is provided, third party's big data provides task representation data
Label, the internet data provide web crawlers data.
3. operation data management decision system in shopping center according to claim 1, which is characterized in that the data head screen
For focusing shopping center key index in real time, the transaction screen answers crop flowing water and whether up to standard for real-time monitoring, described
Air control large-size screen monitors judge health status for studying various dimensions warning index, the passenger flow screen for real-time tracing passenger flow trend and
Walking moving-wire, the wagon flow screen are used for real-time parking position monitoring, and various dimensions excavate parking data value, and the brand conversion, which is shielded, to be used
In excavating brand association, Collaborating marketing improves the utilization rate of flow, and the member draws a portrait screen for sieving layer by layer using funnel method
It selects, is converted between understanding passenger flow level, customer converts pre-identification to member, and the portrait scan screen is for customer's portrait intelligent online
Change, monitor different customer's dynamics, trade company's contribution screen calculates the contribution degree of shopping center trade company for various dimensions, excavates height
It is worth trade company, trade company's large-size screen monitors are realized for the power-assisted trade company manages optimization, constantly promotes the ability of precision marketing, described to eat
Drinking the object that uses played and the most shielded is that shopping center customer improves shopping center and Customer Interaction and interest, the rent control
Large-size screen monitors help Commercial Complex to realize retail shop's asset data, visualization and real time implementation pipe for carrying out retail shop's lease visualization
Reason.
4. a kind of shopping center operation data administrative decision method, which is characterized in that be applied to shopping as described in claim 1
Center Inter data management decision system, includes the following steps:
A the data of business or acquisition that operation system generates are extracted by certain standard), and are transferred in data
Platform, i.e. progress data integration；
It is carried out data storage by platform in the data and added by the B) source system data extracted by the data integration
Work；
C the data after processing) are supplied to data large-size screen monitors to present by way of Restful API.
5. operation data administrative decision method in shopping center according to claim 4, which is characterized in that the data integration
Using rely on the api interface that each operation system provides, the message push service that operation system provides, opening data source for taking out
Evidence of fetching and file system docking.
6. operation data administrative decision method in shopping center according to claim 4, which is characterized in that pass through the data
The integrated source system data extracted is stored in data model with certain format；The framework of the data model includes by level
ODS layers, CDM layers and ADS layers, described CDM layers includes DWD layers and DWS layers.
7. operation data administrative decision method in shopping center according to claim 4, which is characterized in that by business procedure or
Person's dimension carries out abstract set and constitutes data field, and the data field includes client domain, trade company domain, market domain, marketing domain, operation
Domain, financial domain, order domain and public domain.
8. operation data administrative decision method in shopping center according to claim 4, which is characterized in that the processing includes
Exploitation, task schedule and the data extraction of ETL.
9. operation data administrative decision method in shopping center according to claim 4, which is characterized in that the data large-size screen monitors
Presentation mode include using based on ECharts front end customize chart display component, based on the practical CAD diagram in shopping center
Described point and shopping center 3D modeling based on Amap.
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| Publication number | Priority date | Publication date | Assignee | Title |
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| CN111667305A (en) * | 2020-05-24 | 2020-09-15 | 杭州云徙科技有限公司 | Digital middle station system, construction method and application method |
| CN111679814A (en) * | 2020-05-24 | 2020-09-18 | 杭州云徙科技有限公司 | Data-driven data center system |
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| CN112073366A (en) * | 2020-07-23 | 2020-12-11 | 中国铁道科学研究院集团有限公司电子计算技术研究所 | Data processing method for railway financial system and data center |
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| CN112148261A (en) * | 2020-09-27 | 2020-12-29 | 中船第九设计研究院工程有限公司 | Data center platform design method of intelligent shipyard digital service platform |
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