CN105159754B - In-circuit emulation method and device based on business intelligence cloud platform - Google Patents
In-circuit emulation method and device based on business intelligence cloud platform Download PDFInfo
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- CN105159754B CN105159754B CN201510657758.7A CN201510657758A CN105159754B CN 105159754 B CN105159754 B CN 105159754B CN 201510657758 A CN201510657758 A CN 201510657758A CN 105159754 B CN105159754 B CN 105159754B
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Abstract
The invention proposes a kind of in-circuit emulation method and devices based on business intelligence cloud platform, this method comprises: the service environment calculated using browser configuration in-circuit emulation；The data of business intelligence cloud platform to be emulated are obtained from Cloud Server and are analyzed, and the simulation model of business intelligence cloud platform is established；Using browser to simulation model configuration simulation algorithm, model data source and the experimental duties of foundation；Utilize the analysis visualization interface of browser configuration the simulation experiment result；In-circuit emulation operation is carried out in simulation model, and the simulation experiment result of generation is exported and is checked into analysis visualization interface with being presented to the user, the simulation experiment result is written to the backstage of business intelligence cloud platform.The present invention realizes a variety of different simulation modeling environment, various data access modes and tests being connected for running environment with a unified cloud, enables emulation experiment is cross-platform to run, improves scalability, reduces system implementation cost.
Description
Technical field
It is the present invention relates to business intelligence cloud platform administrative skill field, in particular to a kind of based on business intelligence cloud platform
In-circuit emulation method and device.
Background technique
Business intelligence (BI) platform of existing mainstream does not have simulation analysis function.And current simulation modeling tool exists
Following problems:
(1) only responsible model realization and generation analogue data, Numerical Value Result Analysis usually require in other tool environments
It carries out；
(2) it is mainly used in the industries such as electric power, traffic, production, logistics, the mostly large software of single machine or B/S framework,
It is limited by ease for use, portability, learning cost, price etc., emulation modelling method is made to be difficult to be pushed away to more conglomerate
Extensively.
Summary of the invention
The purpose of the present invention aims to solve at least one of described technological deficiency.
It, can be with for this purpose, of the invention is to propose a kind of in-circuit emulation method and device based on business intelligence cloud platform
Realize the rank of a variety of different simulation modeling environment, various data access modes and a unified cloud experiment running environment
It connects, enables emulation experiment is cross-platform to run, improve scalability, reduce system implementation cost.
To achieve the goals above, the embodiment of one aspect of the present invention provides a kind of based on the online of business intelligence cloud platform
Emulation mode includes the following steps:
Step S1, the service environment calculated using browser configuration in-circuit emulation；
Step S2 obtains the data of business intelligence cloud platform to be emulated from Cloud Server and is analyzed, according to analysis
As a result the simulation model of the business intelligence cloud platform is established in the service environment that configuration is completed；
Step S3, using the browser to simulation model configuration simulation algorithm, model data source and the reality of foundation
Test task, wherein the model data source includes data source file and/or the background data base access side of business intelligence cloud platform
Formula, the experimental duties include that the output of the simulation parameter, the simulation experiment result of in-circuit emulation is carried out to the business cloud platform
Data field and format, experiment condition；
Step S4 utilizes the analysis visualization interface of browser configuration the simulation experiment result；
Step S5 is carried out online according to the simulation algorithm, model data source and experimental duties in the simulation model
Simulation calculating, and the simulation experiment result of generation is exported and is checked into the analysis visualization interface with being presented to the user, with
And the simulation experiment result is written to the backstage of the business intelligence cloud platform, wherein the in-circuit emulation calculating process
It is completed by the Cloud Server.
Further, in the step S2, a kind of following mode is at least used to establish the imitative of the business intelligence cloud platform
True mode:
It is chosen in preset model library by browser one corresponding with the business intelligence cloud platform to be emulated
Or multiple models, editing and processing is carried out to one or more of models, to establish the emulation mould of the business intelligence cloud platform
Type；
Blank model is created by browser, is handed over according to the business intelligence cloud platform to be emulated using preset figure
Mutual interface and programming interface edit the blank model, to establish the simulation model of the business intelligence cloud platform.
Further, in the step S3, the simulation parameter include to each group parameter value of the simulation model and
Parameter combination condition, the experimental data include the output data field and format of the simulation experiment result, the experiment item
Part includes experiment number of run and stop condition.
Further, in the step S4, the analysis visualization interface is further embedded in the original quotient of user
In the interface of industry intelligence cloud platform.
Further, in the step S5, the centre that will be generated in the in-circuit emulation calculating process emulates data result
It is temporarily stored in simulation result database, so that use is transferred in subsequent simulation experiment.
The present invention also proposes a kind of in-circuit emulation device based on business intelligence cloud platform, comprising: browser client and
Cloud Server, the browser client are used to configure the service environment of in-circuit emulation calculating；The Cloud Server is for obtaining
The data of business intelligence cloud platform to be emulated simultaneously are analyzed, based on the analysis results in the service environment that configuration is completed
Establish the simulation model of the business intelligence cloud platform；The browser client is also used to match the simulation model of foundation
Set simulation algorithm, model data source and experimental duties, and the analysis visualization interface of configuration the simulation experiment result, wherein institute
The data source file and/or background data base access mode that model data source includes business intelligence cloud platform are stated, the experiment is appointed
Business includes that the simulation parameter of in-circuit emulation, the output data field and format of the simulation experiment result are carried out to the business cloud platform
And experiment condition；The Cloud Server is also used to according to the simulation algorithm, model data source and experimental duties, in the emulation
In-circuit emulation operation is carried out in model, and the simulation experiment result of generation is exported to the analysis of the browser client
It is checked in visualization interface with being presented to the user, and the simulation experiment result is written to the business intelligence cloud platform
From the background.
Further, the browser client at least uses a kind of following mode to establish the imitative of the business intelligence cloud platform
True mode:
One or more models corresponding with the business intelligence cloud platform to be emulated are chosen in preset model library,
Editing and processing is carried out to one or more of models, to establish the simulation model of the business intelligence cloud platform；
Newly-built blank model uses preset graphical interaction interface and volume according to the business intelligence cloud platform to be emulated
The blank model is edited at journey interface, to establish the simulation model of the business intelligence cloud platform.
Further, the simulation parameter includes each group parameter value and parameter combination condition to the simulation model, institute
The output data field and format that experimental data includes the simulation experiment result are stated, the experiment condition includes experiment operation time
Several and stop condition.
Further, the analysis visualization interface is further embedded in the original quotient of user by the browser client
In the interface of industry intelligence cloud platform.
Further, the Cloud Server is also used to the intermediate emulation data knot that will be generated in the in-circuit emulation calculating process
Fruit is temporarily stored in simulation result database, so that use is transferred in subsequent simulation experiment.
In-circuit emulation method and device according to an embodiment of the present invention based on business intelligence cloud platform, by data exchange,
Experimental setup, simulation run core three, which are decoupled, to close, and realizes a variety of different simulation modeling environment, various data access modes
Being connected for running environment is tested with a unified cloud, enables emulation experiment is cross-platform to run, improves scalability, drop
Low system implementation cost.Also, the simulation modeling tool that traditional C/S framework is replaced using B/S framework, using graphical simulation editor
Interface, operation more intuitive and convenient is more friendly to the user of no programming basis, real convenient for the user's operation of no programming basis
The big data for having showed business datum is excavated and the seamless connection of simulation study.
The additional aspect of the present invention and advantage will be set forth in part in the description, and will partially become from the following description
Obviously, or practice through the invention is recognized.
Detailed description of the invention
Above-mentioned and/or additional aspect of the invention and advantage will become from the description of the embodiment in conjunction with the following figures
Obviously and it is readily appreciated that, in which:
Fig. 1 is the flow chart according to the in-circuit emulation method based on business intelligence cloud platform of the embodiment of the present invention；
Fig. 2 is the interface architecture figure according to the in-circuit emulation method based on business intelligence cloud platform of the embodiment of the present invention；
Fig. 3 is the schematic diagram according to the mathematics library interface of the embodiment of the present invention；
Fig. 4 is the schematic diagram according to the programming interface of the embodiment of the present invention；
Fig. 5 is the schematic diagram according to the analysis visualization interface of the embodiment of the present invention；
Fig. 6 is the structure chart according to the in-circuit emulation device based on business intelligence cloud platform of the embodiment of the present invention.
Specific embodiment
The embodiment of the present invention is described below in detail, the example of embodiment is shown in the accompanying drawings, wherein identical from beginning to end
Or similar label indicates same or similar element or element with the same or similar functions.It is retouched below with reference to attached drawing
The embodiment stated is exemplary, it is intended to is used to explain the present invention, and is not considered as limiting the invention.
Below with reference to Fig. 1 to Fig. 6 to the in-circuit emulation method and dress based on business intelligence cloud platform of the embodiment of the present invention
It sets and is illustrated
As shown in Figure 1, the in-circuit emulation method based on business intelligence cloud platform of the embodiment of the present invention, including walk as follows
It is rapid:
Step S1, the service environment calculated using browser configuration in-circuit emulation.
Specifically, the present invention can support the open sources such as various third party's simulated environment, such as NetLogo, Repast to emulate
Environment, the primary running environment such as the dedicated emulated Modeling Platform such as AnyLogic, MetaTrader or C#, Python.
In this step, suitable simulation development environment is selected according to the concrete condition of business intelligence cloud platform.
Step S2 obtains the data of business intelligence cloud platform to be emulated from Cloud Server and is analyzed, according to analysis
As a result the simulation model of business intelligence cloud platform is established in the service environment that configuration is completed.
This step at least establishes the simulation model of the business intelligence cloud platform using a kind of following mode:
(1) correlation model is browsed in model library, and exploitation is customized based on the existing model in model library.Pass through
Browser chooses one or more models corresponding with business intelligence cloud platform to be emulated in preset model library, using pre-
If graphical interaction interface (as shown in Figure 3) and programming interface (as shown in Figure 4) to one or more models carry out editing and processing,
To establish the simulation model of the business intelligence cloud platform；
(2) blank model is created by browser, is handed over according to business intelligence cloud platform to be emulated using preset figure
Mutual interface (as shown in Figure 3) and programming interface (as shown in Figure 4) edit blank model, to establish the business intelligence cloud
The simulation model of platform.
Step S3, using browser to simulation model configuration simulation algorithm, model data source and the experimental duties of foundation.
Refering to what is shown in Fig. 2, configuration emulation is calculated after setting up simulation model using graphical interaction interface and programming interface
Method.Wherein, simulation algorithm can be inputted by user and be generated, and be stored in simulation algorithm library.
Then according to the design of simulation model, allocation models data source.Wherein, model data source includes that business intelligence cloud is flat
The data source file and/or background data base access mode of platform.
Further, experimental duties are configured, wherein experimental duties include: that the emulation of in-circuit emulation is carried out to business cloud platform
Parameter, the output data field of the simulation experiment result and format, experiment condition.
In one embodiment of the invention, simulation parameter includes each group parameter value and parameter combination to simulation model
Condition, experimental data include the output data field and format of the simulation experiment result, experiment condition include experiment number of run and
Stop condition.
Step S4 utilizes the analysis visualization interface of browser configuration the simulation experiment result.
In this step, the analysis visualization interface of the simulation experiment result, i.e. analysis of simulation result instrument board are configured.It uses
The conventional configuration mode of online BI, is pulled by control and visual edit (as shown in Figure 5), generation carry out experimental result more
Dimension is shown and the dashboard interface of mining analysis, this interface is embedded in the original business intelligence of user as simulation analysis module
In the interface of energy cloud platform.
Step S5 carries out in-circuit emulation fortune according to simulation algorithm, model data source and experimental duties in simulation model
It calculates, and the simulation experiment result of generation is exported and is checked into analysis visualization interface with being presented to the user, and will emulate real
Result is tested to be written to the backstage of business intelligence cloud platform.
It should be noted that the line simulation calculating process of this step is completed by Cloud Server.In this step, with reference to Fig. 2,
The intermediate emulation data result generated in in-circuit emulation calculating process is temporarily stored in simulation result database, for subsequent
Emulation experiment transfers use.
In analysis visualization interface, the work such as multidimensional analysis mechanism olap analysis, statistical analysis are carried out to simulation result
And the data visualization for carrying out various modes to analysis result is shown.Running experiment task as a result, and experimental result is being analyzed
It is supplied to user in visualization interface, user is facilitated to observe operation result, it would be desirable to which business intelligence is written in the analysis result of preservation
In the backstage of cloud platform.
As shown in fig. 6, the in-circuit emulation device based on business intelligence cloud platform of the embodiment of the present invention, comprising: browser
Client 1 and Cloud Server 2.
Specifically, browser client 1 is used to configure the service environment of in-circuit emulation calculating.
The present invention can support the open source simulated environment such as various third party's simulated environment, such as NetLogo, Repast,
The primary running environment such as the dedicated emulated Modeling Platform such as AnyLogic, MetaTrader or C#, Python.Browser client 1
Suitable simulation development environment can be selected according to the concrete condition of business intelligence cloud platform.
Browser client 1 at least establishes the simulation model of the business intelligence cloud platform using a kind of following mode:
(1) correlation model is browsed in model library, and exploitation is customized based on the existing model in model library.Pass through
Browser client 1 chooses one or more moulds corresponding with business intelligence cloud platform to be emulated in preset model library
Type carries out one or more models using preset graphical interaction interface (as shown in Figure 3) and programming interface (as shown in Figure 4)
Editing and processing, to generate the service environment of in-circuit emulation calculating；
(2) blank model is created by browser client 1, according to business intelligence cloud platform to be emulated using preset
Graphical interaction interface (as shown in Figure 3) and programming interface (as shown in Figure 4) edit blank model, to generate in-circuit emulation
The service environment of calculating.
Cloud Server 2 is used to obtain the data of business intelligence cloud platform to be emulated and is analyzed, based on the analysis results
The simulation model of business intelligence cloud platform is established in the service environment that configuration is completed.
Browser client 1 is also used to simulation model configuration simulation algorithm, model data source and experimental duties to foundation,
And the analysis visualization interface of configuration the simulation experiment result.
After setting up simulation model using graphical interaction interface and programming interface, the configuration emulation of browser client 1 is calculated
Method.Wherein, simulation algorithm can be inputted by user and be generated, and be stored in simulation algorithm library.
Browser client 1 is then according to the design of simulation model, allocation models data source.Wherein, model data source is wrapped
Include the data source file and/or background data base access mode of business intelligence cloud platform
Further, browser client 1 configures experimental duties, and wherein experimental duties include；Business cloud platform is carried out
The output data field and format, experiment condition of simulation parameter, the simulation experiment result that line emulates.
In one embodiment of the invention, simulation parameter includes each group parameter value and parameter combination to simulation model
Condition, experimental data include the output data field and format of the simulation experiment result, experiment condition include experiment number of run and
Stop condition.
Browser client 1 further configures the analysis visualization interface of the simulation experiment result.Wherein, emulation experiment is configured
As a result analysis visualization interface, i.e. analysis of simulation result instrument board.Browser client 1 uses the conventional configuration side of online BI
Formula, is pulled by control and visual edit (as shown in Figure 5), generation carry out various dimensions displaying and mining analysis to experimental result
Dashboard interface, this interface is embedded in the interface of the original business intelligence cloud platform of user as simulation analysis module.
Cloud Server 2 carries out in-circuit emulation fortune according to simulation algorithm, model data source and experimental duties in simulation model
It calculates, and the simulation experiment result of generation is exported and is looked into the analysis visualization interface of browser client 1 with being presented to the user
It sees, and the simulation experiment result is written to the backstage of business intelligence cloud platform.
In analysis visualization interface, Cloud Server 2 carries out multidimensional analysis mechanism olap analysis, statistical to simulation result
The work such as analysis and the data visualization displaying that various modes are carried out to analysis result.Running experiment task as a result, and experiment is tied
Fruit is supplied to user in analysis visualization interface, and user is facilitated to observe operation result, it would be desirable to which the analysis result of preservation is written
In the backstage of business intelligence cloud platform.
It should be noted that Cloud Server 2 is also used to the intermediate emulation data knot that will be generated in in-circuit emulation calculating process
Fruit is temporarily stored in simulation result database, so that use is transferred in subsequent simulation experiment.
In-circuit emulation method and device according to an embodiment of the present invention based on business intelligence cloud platform, by data exchange,
Experimental setup, simulation run core three, which are decoupled, to close, and realizes a variety of different simulation modeling environment, various data access modes
Being connected for running environment is tested with a unified cloud, enables emulation experiment is cross-platform to run, improves scalability, drop
Low system implementation cost.Also, the simulation modeling tool that traditional C/S framework is replaced using B/S framework, using graphical simulation editor
Interface, operation more intuitive and convenient is more friendly to the user of no programming basis, real convenient for the user's operation of no programming basis
The big data for having showed business datum is excavated and the seamless connection of simulation study.
In the description of this specification, reference term " one embodiment ", " some embodiments ", " example ", " specifically show
The description of example " or " some examples " etc. means specific features, structure, material or spy described in conjunction with this embodiment or example
Point is included at least one embodiment or example of the invention.In the present specification, schematic expression of the above terms are not
Centainly refer to identical embodiment or example.Moreover, particular features, structures, materials, or characteristics described can be any
One or more embodiment or examples in can be combined in any suitable manner.
Although the embodiments of the present invention has been shown and described above, it is to be understood that above-described embodiment is example
Property, it is not considered as limiting the invention, those skilled in the art are not departing from the principle of the present invention and objective
In the case where can make changes, modifications, alterations, and variations to the above described embodiments within the scope of the invention.The scope of the present invention
It is extremely equally limited by appended claims.
Claims (10)
1. a kind of in-circuit emulation method based on business intelligence cloud platform, which comprises the steps of:
Step S1, the service environment calculated using browser configuration in-circuit emulation；
Step S2 obtains the data of business intelligence cloud platform to be emulated from Cloud Server and is analyzed, based on the analysis results
The simulation model of the business intelligence cloud platform is established in the service environment that configuration is completed；
Step S3 is appointed using simulation model configuration simulation algorithm, model data source and experiment of the browser to foundation
Business, wherein the model data source includes the data source file and/or background data base access mode of business intelligence cloud platform,
The experimental duties include that the simulation parameter of in-circuit emulation, the output data of the simulation experiment result are carried out to the business cloud platform
Field and format, experiment condition；
Step S4 utilizes the analysis visualization interface of browser configuration the simulation experiment result；
Step S5 carries out in-circuit emulation according to the simulation algorithm, model data source and experimental duties in the simulation model
Operation, and the simulation experiment result of generation is exported and is checked into the analysis visualization interface with being presented to the user, and will
The simulation experiment result is written to the backstage of the business intelligence cloud platform, wherein the in-circuit emulation calculating process is by institute
State Cloud Server completion.
2. as described in claim 1 based on the in-circuit emulation method of business intelligence cloud platform, which is characterized in that in the step
In S2, a kind of following mode is at least used to establish the simulation model of the business intelligence cloud platform:
It is chosen in preset model library by browser one or more corresponding with the business intelligence cloud platform to be emulated
A model carries out editing and processing to one or more of models, to establish the simulation model of the business intelligence cloud platform；
Blank model is created by browser, preset graphical interaction circle is used according to the business intelligence cloud platform to be emulated
Face and programming interface edit the blank model, to establish the simulation model of the business intelligence cloud platform.
3. as described in claim 1 based on the in-circuit emulation method of business intelligence cloud platform, which is characterized in that in the step
In S3, the simulation parameter includes each group parameter value and parameter combination condition to the simulation model, the experimental data
Output data field and format including the simulation experiment result, the experiment condition include experiment number of run and stopping item
Part.
4. as described in claim 1 based on the in-circuit emulation method of business intelligence cloud platform, which is characterized in that in the step
In S4, the analysis visualization interface is further embedded in the interface of the original business intelligence cloud platform of user.
5. as described in claim 1 based on the in-circuit emulation method of business intelligence cloud platform, which is characterized in that in the step
In S5, the intermediate emulation data result generated in the in-circuit emulation calculating process is temporarily stored in simulation result database
In, so that use is transferred in subsequent simulation experiment.
6. a kind of in-circuit emulation device based on business intelligence cloud platform characterized by comprising browser client and cloud clothes
Business device, wherein
The browser client is used to configure the service environment of in-circuit emulation calculating；
The Cloud Server is used to obtain the data of business intelligence cloud platform to be emulated and is analyzed, and exists based on the analysis results
Configure the simulation model that the business intelligence cloud platform is established in the service environment completed；
The browser client is also used to simulation model configuration simulation algorithm, model data source and experiment to foundation and appoints
Business, and the analysis visualization interface of configuration the simulation experiment result, wherein the model data source includes business intelligence cloud platform
Data source file and/or background data base access mode, the experimental duties include the business cloud platform is carried out it is online
The simulation parameter of emulation, the output data field of the simulation experiment result and format and experiment condition；
The Cloud Server is also used to according to the simulation algorithm, model data source and experimental duties, in the simulation model
In-circuit emulation operation is carried out, and the simulation experiment result of generation is exported to the analysis visualization of the browser client
It is checked in interface with being presented to the user, and the simulation experiment result is written to the backstage of the business intelligence cloud platform.
7. as claimed in claim 6 based on the in-circuit emulation device of business intelligence cloud platform, which is characterized in that the browser
Client at least establishes the simulation model of the business intelligence cloud platform using a kind of following mode:
One or more models corresponding with the business intelligence cloud platform to be emulated are chosen in preset model library, to institute
It states one or more models and carries out editing and processing, to establish the simulation model of the business intelligence cloud platform；
Newly-built blank model, according to the business intelligence cloud platform to be emulated using preset graphical interaction interface and programming circle
It is edited in face of the blank model, to establish the simulation model of the business intelligence cloud platform.
8. as claimed in claim 6 based on the in-circuit emulation device of business intelligence cloud platform, which is characterized in that the emulation ginseng
Number includes each group parameter value and parameter combination condition to the simulation model, and the experimental data includes the emulation experiment
As a result output data field and format, the experiment condition include experiment number of run and stop condition.
9. as claimed in claim 6 based on the in-circuit emulation device of business intelligence cloud platform, which is characterized in that the browser
The analysis visualization interface is further embedded in the interface of the original business intelligence cloud platform of user by client.
10. as claimed in claim 6 based on the in-circuit emulation device of business intelligence cloud platform, which is characterized in that the cloud clothes
The intermediate emulation data result that business device is also used to generate in the in-circuit emulation calculating process is temporarily stored in simulation result number
According in library, is tested for subsequent simulation and transfer use.
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| CN105718647A (en) * | 2016-01-19 | 2016-06-29 | 吴建平 | Online traffic simulation method and system |
| CN106332103A (en) * | 2016-08-25 | 2017-01-11 | 浙江海胜通信技术有限公司 | LTE site selection service method and service platform |
| CN106951479B (en) * | 2017-03-08 | 2020-09-18 | 北京仿真中心 | Simulation data visualization cooperation application system and method based on cloud environment |
| CN110795479A (en) * | 2019-10-08 | 2020-02-14 | 中国建设银行股份有限公司 | Method and device for distributed ETL scheduling based on data |
| CN111177899A (en) * | 2019-12-16 | 2020-05-19 | 北京航天智造科技发展有限公司 | Multidisciplinary collaborative simulation method and system based on cloud platform |
| CN112433806A (en) * | 2020-10-19 | 2021-03-02 | 湖南和信智仿信息科技有限公司 | Computing model structure and scheduling execution method for cloud simulation service |
| CN113486333A (en) * | 2021-04-12 | 2021-10-08 | 贵州电网有限责任公司 | Vulnerability analysis environment simulation method and system realized by using cloud migration technology |
| CN114860129B (en) * | 2022-05-09 | 2024-07-02 | 数研院(福建)信息产业发展有限公司 | Visual modeling method and system |
| CN117272700B (en) * | 2023-11-21 | 2024-03-12 | 中国建筑科学研究院有限公司 | Method and system for realizing on-line simulation platform of electric energy system of building machine |
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| CN102148873B (en) * | 2011-03-25 | 2014-06-11 | 中国电子科技集团公司第三十研究所 | Distributed simulation dual-bus control management system |
| CN102222005B (en) * | 2011-07-12 | 2013-10-30 | 铜陵玉成软件科技有限责任公司 | Service model-oriented software running platform, running mode and development method |
| CN103617067A (en) * | 2013-10-22 | 2014-03-05 | 芜湖大学科技园发展有限公司 | Electric power software simulation system based on cloud computing |
| CN104463492B (en) * | 2014-12-23 | 2017-12-26 | 国家电网公司 | A kind of operation management method of power system cloud emulation platform |
| CN104572894A (en) * | 2014-12-24 | 2015-04-29 | 天津南大通用数据技术股份有限公司 | Method for describing service model by utilizing XML (Extensible Markup Language) in business intelligence and business intelligence system |
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