CN104573205B - A kind of Data Processing Method of Component- Based Development technology - Google Patents
A kind of Data Processing Method of Component- Based Development technology Download PDFInfo
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Abstract
A kind of Data Processing Method of Component- Based Development technology of the present invention belongs to computer software fields, more particularly to general data processing software technology field.Present invention design obtains a kind of construction method with the experimental data processing system compared with high universalizable of Component- Based Development technology.Using the experimental data processing system of this method exploitation based on a set of general, cover the basic component storehouse of the functions such as data processing, numerical analysis, file operation, graphic plotting, script execution, user is provided in a manner of non-programmed, the method that data analysis procedural model is quickly established under one easily graphical environment.And on this basis, the function that existing process flow is packaged into modular shuttering element is provided, to support the height reusability of analysis method.
Description
Technical field
A kind of Data Processing Method of Component- Based Development technology of the present invention belongs to computer software fields, more particularly to logical
With data processing software technical field.
Background technology
In all kinds of Physical Experiments of field of engineering technology and l-G simulation test, pass through the data acquisition equipment and system of specialty
Collect obtained a large amount of test datas or the analog result data being calculated by analogue system, it is however generally that be required for into
Row after-treatment.That is, in the test result analysis stage, for different test objectives, experimental design person always needs
The data of acquisition are processed again using different analysis and processing methods, to obtain final conclusion (of pressure testing).
In general, the experimental data processing of different field of engineering technology can use the computer software programs each specially developed
To complete.The programming languages such as Fortran, C++ or the secondary development based on the numerical computations system such as Matlab is usually used
Platform, for specific computational algorithm and analysis and processing method, the equipment or system of customized development personalization meet specific examination
Test Data Analysis Services demand.In fact, the similar experiment of even same professional skill field, the examination used due to experimenter
The reason for testing the difference of equipment, data format, visualization requirements etc. or other non-technical aspects, in the range of industry
The situation of widely used same data analyzing and processing software is also actually rare.However, the although experiment of different majors technical field
Type is multifarious, is often similar for the technology and method of data processing.Remove some special data
Outside processing routine, in most cases, we always or solely or in combination use such as data prediction (such as file solution
Analysis, data cut, merge, filtering etc.), numerical computations (such as interpolation, fitting, filtering, derivation, integration), small-sized calculating calculation
Method and data visualization (such as curve shows, compares) means, to complete the processing work of test data.
Therefore, customized development mode is a kind of helpless selection of low cost performance in most cases.Firstly, since software is opened
The technical threshold of hair is limited, and test data analyzer personnel are not one easy to the analysis software that self-developing goes out high quality
Thing.Even under the assistance of professional software developer, it is also desirable to it expends considerable time and effort to complete, into
This height, the cycle is long, slowly effect；It is cured in software code secondly as calculating analysis and processing method, therefore, even if possessing
Source code will allow late comer to understand that thought therein and method are also difficult；3rd, with advances in technology with development, locate
The improvement and differentiation of science and engineering tool are inevitable, and the upgrading of software will bring more repeated works and cost consumption；Finally, for
One is related to for the large enterprise or research institution of numerous professional skill fields, and the low-level duplicate construction of each specialized department is not
But unnecessary waste is caused, and interferes shared and enterprise technology level the raising of general technology.
In test data analyzer processing procedure, using it is a set of have versatility and ease for use, can support the fast run-up of user
The data processing technique of mould is the effective means to solve the above problems.The integrated data Management system occurred in recent years
It is mating to provide general Data Analysis Services instrument in system, it can realize all kinds of numerical computations, data processing and visualization
Function.But this kind of instrument or the function flexibility of system be not high, it is impossible to user be supported rapidly to build the group for meeting special requirement
Box-like processing capacity.For example, a relatively simple combined data process flow may require cutting data, interpolation
Several steps such as alignment, read group total and Drawing of Curve, in this kind of instrument, user can only be by the way of Step-By-Step
Above-mentioned processing procedure is completed, and existing function cannot be used to carry out quick computation model assembling, certainly let alone is analyzed
The curing and reuse of model.For increasingly complex calculating requirement, this kind of instrument or system can only then rely on embedded customized development
The mode of module solves, substantially the same with foregoing conventional method.
The content of the invention
The purpose of the present invention is：Overcome it is above-mentioned in the prior art the shortcomings that, provide it is a kind of support user use non-programmed side
Formula carry out fast custom, be simple and efficient, performance is stablized, have compared with high universalizable and autgmentability, Component- Based Development software technology
Experimental data processing system structure and method.
The technical scheme is that this method comprises the following steps：A kind of experimental data processing side of Component- Based Development technology
Method, which is characterized in that this method takes following steps：
1) the experimental data processing system structure of Component- Based Development technology is established, structure satisfaction is realized under non-programmed pattern
Functional component needed for the modeling and operation of Data Processing Method, system structure include：
A. building blocks of function definition module, the module are made of basic component storehouse and extension definition of the component frame two parts, base
Plinth component base is the basic function component bag built in one, comprising building blocks of function realize file read-write, data conversion, logical
With functions such as numerical computations and data visualizations；Extension definition of the component frame is that the software of a support member storehouse dynamic expansion expands
Development Framework is opened up, supports to carry out definition, exploitation and the Dynamical Deployment of specific function component outside the system structure；
B. data area definition and access modules, it is slow including data field definition module, data field access module and data dynamic
Three each several part of storing module, wherein, data field definition module realizes the parametrization of various data types and data structure in data field
Definition；Data field access module is supported within a data area with the data access of the entitled index of parameter；Data dynamic buffering module carries
For the dynamic disk caching mechanism in big data area, the reasonable employment of guarantee calculating process Computer memory headroom；
C. process flow definition module, including graphic process definition module, component instance properties configuration module and flow
Three parts of model memory module, wherein, graphic process definition module makes graphically to define flow chart of data processing
Model, the loading of support process model file reappear；The parameter of component example in component instance properties configuration module support process
It sets, the loading including attribute configuration interface, input response, Correctness checking；Procedural model memory module is according to graphical stream
The definition content of journey definition module and component instance properties configuration module generates the complete data model of flow chart of data processing, and
It supports to store the model with file mode；
D. process flow resolves module, which resolves module by input/output relation, data format resolves module, calculates
Four parts of function-driven module and calculation process control module form, wherein, input/output relation resolves module analysis flow
In each component node can generate which output data and these result of calculations input difference source；Data format resolves
Module resolves the analysis result of module, the attribute configuration of mating component according to input/output relation, and analysis obtains certain result of calculation
The data field form of data；Computing function drive module is according to the configuration parameter of component, the actual calculating or processing of drive member
The execution of function；Calculation process control module resolves the analysis result of module according to flow definition and input/output relation, presses
The operation of each component example is controlled according to rational logical order, generates required result of calculation；
E. template definition module, including template graphics definition module, template encapsulation definition module and template reuse control
Module three parts, wherein, the graphic definition module of template graphics definition module similar process flow, and support template flow
Special rules inspection；Template encapsulation definition module supports the external attribute interface definition of template, realizes effective encapsulation of template；
Template reuse control module is supported to configure control and operation control during template reuse；
2) establishment in basic component storehouse, using building blocks of function definition module, by defining unified data during exploitation
Interface and operate interface by existing all kinds of numerical computation algorithms, data visualization tool and such as merging, are cut, form turn
The general data processings function package such as change into the component model with unified definition, basis of formation component base；
3) editor of process flow and storage using component and template as basic component, are held using process flow definition module
Establishment, editor and the storage of row process flow, graphic process definition module provide one using graphical pulling mode as friendship
The flow editing environment of mutual means, user select the functional component needed from component base or template library, are added to flow mould
In type, and with the input/output relation of each calculate node of oriented line signal, process flow definition module uses the oriented of open loop
Figure mode avoids process flow from endless loop occur when resolving；
4) operation of process flow is generated with result, and after the step in completing 3), process flow resolves module to processing
Flow carries out resolving operation, and first, input/output relation resolves module and the input and output of all nodes in flow are closed
System's cleaning, obtains the input and output of each component node, and realizes when process flow is changed final accounts relation again in time
Train of thought；Secondly, calculation process control module for it is a certain it is calculative output as a result, using retrospect formula flow calculation method into
Row calculation process controls；Finally, computing function drive module is defeated with required data structure organization according to the attribute configuration of node
Enter data, and correct algorithm is called to be calculated, then result of calculation is write to the correct position in output result data area
On；
5) structure of template and reuse, template definition module is to having completed to model and having calculated the flow chart of data processing verified
Execute encapsulation operates, to be reused in other flow chart of data processing.
Beneficial effects of the present invention：Present invention design obtains a kind of experiment having compared with high universalizable of Component- Based Development technology
The construction method of data handling system.Using the experimental data processing system of this method exploitation based on a set of general, cover number
According to the basic component storehouse of the functions such as processing, numerical analysis, file operation, graphic plotting, script execution, user is provided with non-programmed
Mode, the method that data analysis procedural model is quickly established under one easily graphical environment.And on this basis, provide
Existing process flow is packaged into the function of modular shuttering element, to support the height reusability of analysis method.
Description of the drawings
The classification in basic component storehouse is schemed with forming in Fig. 1 embodiments
The interface definition figure of definition of the component frame is extended in Fig. 2 embodiments
The definition figure of Fig. 3 data fields related object
The graphical rapid modeling exemplary plot of Fig. 4 flow chart of data processing
Fig. 5 flow chart of data processing models and the definition figure of operation related object
The definition figure of Fig. 6 template definitions and the related object of reuse
Specific embodiment
The present invention is described in detail below in conjunction with the accompanying drawings.The experimental data processing system structure of the Component- Based Development technology
In method, system structure is referred to shown in Fig. 1 to Fig. 6, including：
1) building blocks of function definition module.Realize the functions such as file read-write, data conversion, numerical computations, data visualization
Definition of the component and encapsulation, and the attribute configuration after support member instantiation and function operation.Including：
A) basic component storehouse.Basic function component bag built in one is required foundation in system structure.Such as figure
Shown in 1, the basic component storehouse in embodiment is divided into file process class, three parts of numerical computations class and data processing class totally 12
Basic component.This 12 basic components cure in systems in the development phase of embodiment；
B) definition of the component frame is extended.One support member is defined outside system of systems, develops, Dynamical Deployment
Frame is the important means for supporting the system structure scalability.As shown in Fig. 2, CFxExtend classes define extension component
Class.Such dll dynamic chain that corresponding extension class is passed in initialization compiles the physical file title in storehouse, determines that such example is final
Perform specific actor during the corresponding interface.The method of CFxExtend is defined in Fig. 2 uses a component in process flow
All operations needed for object, including obtaining the attribute configuration item GetProterties of component, setting the attribute configuration value of component
SetProterties, acquisition input port define information GetInPorts, the output listing for generating component
GenerateResultList, the data format GetResultFormat for obtaining output, calculating is performed to a certain output
DoCalculate etc., the specific of these methods perform the interface function implemented in corresponding dll.
2) data area definition and access modules.Data field is piled up by the unlimited parameter of quantity, and being one has physics
Or the data element set of logic meaning.It includes parameter definition queue and data block two parts form, support member example
Data exchange between data storage and component example.Including；
A) data field definition module realizes the Parametric Definition of various data types and data structure in data field, to
The data elements such as constitution content, the structure attribute of data file and result of calculation are described.As shown in figure 3, CParameter classes are determined
Justice parameter object, including parameter name, data type (supporting int, double, bool, char and struct structure five kinds),
(only data type is structure for array length (maximum can support three-dimensional array), parameter size (byte number), subzone parameter array
It is effective during struct).CParameterZone classes define data field object, and the param elements including defining data field form m_
ParamList, data field size m_Size, data block array m_Buffers and temporal cache file object m_
TempFile, and reading and writing data access method GetValue and SetValue are provided；
B) data field access module is supported within a data area with the data access of the entitled index of parameter.Due to data field branch
Structure and array type are held, therefore, the read and write access process of parameter is complicated in data field.CParameterCell classes are determined
Justice one parameters unit example class namely an one-parameter or an array element or one for carrying specific array index
Sub-field data unit under a structure.By a complete parameter loc identity name, a parameters unit can be created within a data area
The description object of example, the data access in data field will be using the description object as allocation index；
C) data dynamic buffering module supports the dynamic disk caching mechanism in big data area, ensures to calculate in calculating process
The reasonable employment of machine memory headroom.Data storage areas in CParameterZone is several datarams with prescribed level
Block is formed, and m_Buffers has recorded the piecemeal situation of data field.In the case where Memory Allocation is not less than system thresholds, each
Piecemeal can all be assigned to corresponding internal storage data block to store data.When piecemeal it is more so that more than system thresholds when,
Existing internal storage data block can be used for the data segments for storing current accessed, and the piecemeal that usage frequency is relatively low, data will
It is recorded in temporary disc file m_TempFile, and its deviation post hereof is recorded with m_FileOffset；
3) process flow definition module.The process flow using component example as node is supported to model, expresses data processing
Building blocks of function, structure attribute configuration, calculation procedure, input/output relation used in journey.Including：
A) graphic process definition module makes graphically to define flow chart of data processing model, support process mould
The loading of type file reappears.Fig. 4 illustrates the shape that a typical flow chart of data processing is presented in mathematics library environment
Formula.As shown in figure 5, graphic process definition module is mainly realized relevant processing function by CDocFlowView classes, such as
The OnDraw methods of flow figure are drawn according to the content of flow document class CDocFlow classes；When clicking on flow component section in figure
During point, message processing function OnClickFxNode sends synchronization message and shows nodal community；When clicking component node by right key, disappear
Breath processing function OnRClickFxNode processing right button menu functions；
B) component instance properties configuration module, the parameter setting of component example in support process, including attribute configuration interface
Loading, input response, Correctness checking.As CPPHelperFxNode classes define component instance properties configuration module in Fig. 5
Main functionality realize object, which is created when needing display member nodal community, LoadProperties methods
The establishment and display of attribute item are performed, OnValueModified methods are then used for the modification event of respective attributes item, synchronized update
The correlation attribute value of the component node object characterized；
C) procedural model memory module, according to the definition of graphic process definition module and component instance properties configuration module
Content generates the complete data model of flow chart of data processing, and supports to store the model with file mode.Object CDocFlow classes
Define all information of flow chart of data processing file, two methods of Save and Load be used to implement file content preservation and
Loading operation；
4) process flow resolves module.The actual execution of support flow chart of data processing, the combing of completion component data relationship,
Calculating logic controls.Including：
A) input/output relation resolves module, in analysis process each component node can generate which output data and this
The source of the input difference of a little result of calculations.The GenerateResultList methods of each node of call flow perform input successively
Output relation resolves, and operation result shows as each component node and generates the output data list of oneself, each exports number
According to m_Inmarks attribute records generate the output fully enter data source, including data from component node, defeated
Go out the information such as data object pointer；
B) data format resolves module, and the analysis result of module, the attribute of mating component are resolved according to input/output relation
Configuration, analysis obtain the data field form of certain calculation result data.The GetResultFormat methods of component invoking node can obtain
Fetching exports the format data area m_DataZone of CDocFxResult surely, which characterizes the element structure of result of calculation
Into；
C) computing function drive module, according to the configuration parameter of component, the actual calculating of drive member or processing function
It performs.Its concrete implementation is included in the DoCalculate methods of component node CFxNode, whenever needing to perform a certain structure
All it is to be reached by this method during the calculating operation of part；
D) calculation process control module resolves the analysis result of module according to flow definition and input/output relation, presses
The operation of each component example is controlled according to rational logical order, generates required result of calculation.Its concrete implementation logic includes
In the DoCalculate methods of component node CFxNode；
5) template definition module.It supports the encapsulation of process flow and encapsulates the reuse of template.Including：
A) template graphics definition module, the graphic definition module of similar process flow, and support the spy of template flow
Different rule checks.Identical with general process flow, CDocFlowView classes are shown for graphic interface and user's operation
Response, and the CDocFlowTemplate classes of CDocFlow classes are inherited from for recording all template definition data, and complete volume
Outer template flow audit function；
B) template encapsulation definition module, supports the external attribute interface of template to define, realizes effective encapsulation of template.It uses
The GetInsideProperties methods of CDocFlowTemplate classes can obtain the attribute of all basic building blocks in template flow
Item intersection after encapsulation definition module has selected external attribute item disclosed in needs, is marked using MarkProperty methods
For publicity pattern.After having performed aforesaid operations, the defining operation of template is completed；
C) template reuse control module is supported to configure control and operation control during template reuse.When need show mould
During the configuration item of plate example class component (i.e. by instantiating the obtained component agent object CFxTempProxy of template), call
The GetProperties methods of CDocFlowTemplate classes can obtain its disclosed external attribute item；After accomplishing the setting up, can make
With the property value of SetProperties method change template instances.When process flow performs, in template class component agent object
In the DoCalculate methods of CFxTempProxy, template agent object can perform template flow instance m_ built-inly
MasterDoc, and shown its result of calculation as the output data of template agent node.
Claims (1)
1. a kind of Data Processing Method of Component- Based Development technology, which is characterized in that this method takes following steps：
1) the experimental data processing system structure of Component- Based Development technology is established, which meets realizes experiment under non-programmed pattern
Functional component needed for the modeling and operation of data processing method, system structure include：
A. building blocks of function definition module, the module are made of basic component storehouse and extension definition of the component frame two parts, basic structure
Part storehouse is the basic function component bag built in one, comprising building blocks of function realize file read-write, data conversion, general number
Value calculates and the visual function of data；Extension definition of the component frame is that the software extensions of a support member storehouse dynamic expansion are opened
Frame is sent out, supports to carry out definition, exploitation and the Dynamical Deployment of specific function component outside the system structure；
B. data area definition and access modules, including data field definition module, data field access module and data dynamic buffering mould
Three parts of block, wherein, data field definition module realizes the Parametric Definition of various data types and data structure in data field；
Data field access module is supported within a data area with the data access of the entitled index of parameter；Data dynamic buffering module provides big number
According to the dynamic disk caching mechanism in area, the reasonable employment of guarantee calculating process Computer memory headroom；
C. process flow definition module, including graphic process definition module, component instance properties configuration module and procedural model
Three parts of memory module, wherein, graphic process definition module makes graphically to define flow chart of data processing model,
The loading of support process model file reappears；The parameter setting of component example in component instance properties configuration module support process,
Loading including attribute configuration interface, input response, Correctness checking；Procedural model memory module is defined according to graphic process
The definition content of module and component instance properties configuration module, generates the complete data model of flow chart of data processing, and support with
File mode stores the model；
D. process flow resolves module, which resolves module by input/output relation, data format resolves module, computing function
Four parts of drive module and calculation process control module form, wherein, input/output relation resolves each in module analysis flow
Component node can generate the source of which output data and the input difference of these result of calculations；Data format resolves module
The analysis result of module, the attribute configuration of mating component are resolved according to input/output relation, analysis obtains certain calculation result data
Data field form；Computing function drive module is according to the configuration parameter of component, the actual calculating of drive member or processing function
Execution；Calculation process control module resolves the analysis result of module according to flow definition and input/output relation, according to conjunction
The logical order of reason controls the operation of each component example, generates required result of calculation；
E. template definition module, including template graphics definition module, template encapsulation definition module and template reuse control module
Three parts, wherein, template graphics definition module supports the special rules inspection of template flow；Template encapsulation definition module is supported
The external attribute interface definition of template, realizes effective encapsulation of template；Template reuse control module is supported during template reuse
Configuration control and operation control；
2) establishment in basic component storehouse, using building blocks of function definition module, by defining unified data-interface during exploitation
And operate interface, by existing all kinds of numerical computation algorithms, data visualization tool and including merging, cutting, format conversion exists
Interior general data processing function package is into the component model with unified definition, basis of formation component base；
3) editor of process flow and storage, using component and template as basic component, at process flow definition module execution
Establishment, editor and the storage of flow are managed, graphic process definition module provides one using graphical pulling mode as interaction hand
The flow editing environment of section, user select the functional component needed from component base or template library, are added in procedural model,
And illustrate the input/output relation of each calculate node with oriented line, process flow definition module uses the digraph mode of open loop
Process flow is avoided endless loop occur when resolving；
4) operation of process flow is generated with result, and after the step in completing 3), process flow resolves module to process flow
Resolving operation is carried out, first, it is clear that input/output relation resolving module carries out relation to the input and output of all nodes in flow
Reason, obtains the input and output of each component node, and realizes when process flow is changed final accounts relation train of thought again in time；
Secondly, calculation process control module is directed to a certain calculative output as a result, being counted using retrospect formula flow calculation method
Calculate Row control；Finally, computing function drive module inputs number according to the attribute configuration of node with required data structure organization
According to, and correct algorithm is called to be calculated, then result of calculation is write on the correct position in output result data area；
5) structure of template and reuse, template definition module perform the flow chart of data processing that has completed to model and calculate verification
Encapsulation operation, to be reused in other flow chart of data processing.
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| CN105809577B (en) * | 2016-04-25 | 2020-04-07 | 吉林大学 | Power plant informatization data classification processing method based on rules and components |
| CN106959851A (en) * | 2017-03-03 | 2017-07-18 | 同济大学 | A kind of Modular programmable distributed interactive system towards artificial intelligence study |
| CN107451663B (en) * | 2017-07-06 | 2021-04-20 | 创新先进技术有限公司 | Algorithm componentization, modeling method and device based on algorithm components and electronic equipment |
| CN107563731A (en) * | 2017-09-01 | 2018-01-09 | 上海诺悦智能科技有限公司 | A kind of engineering stream based on data analysis builds system |
| CN110795076B (en) * | 2018-08-03 | 2024-03-22 | 上海小渔数据科技有限公司 | Data processing method and device for realizing basic logic algorithm |
| CN111813402A (en) * | 2020-07-07 | 2020-10-23 | 北京亚鸿世纪科技发展有限公司 | Dragging development component and event interaction definer for data visualization development |
| CN113010220A (en) * | 2020-11-30 | 2021-06-22 | 云智慧（北京）科技有限公司 | Component type data processing method and system |
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