CN103560910A - Communication resource management system accuracy detection system dynamic configuration method and device - Google Patents

Communication resource management system accuracy detection system dynamic configuration method and device Download PDF

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CN103560910A
CN103560910A CN201310512564.9A CN201310512564A CN103560910A CN 103560910 A CN103560910 A CN 103560910A CN 201310512564 A CN201310512564 A CN 201310512564A CN 103560910 A CN103560910 A CN 103560910A
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detection
detection system
module
resource management
communication resource
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CN103560910B (en
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汪莹
李星南
施展
吴赞红
张正峰
李伟坚
蒋康明
黄明辉
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Electric Power Dispatch Control Center of Guangdong Power Grid Co Ltd
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Electric Power Dispatch Control Center of Guangdong Power Grid Co Ltd
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Abstract

The invention provides a communication resource management system accuracy detection system dynamic configuration method and device. The method includes the steps of obtaining a corresponding detection system module in a preset database according to a system identification of a detected resource system, arranging a detection application module on the detection system module according to the detection requirement, obtaining a corresponding detection application algorithm according to the detection application module, selecting interface elements in the database according to the system identification of the detected resource system and the detection requirement, generating a corresponding detection system control interface, binding the interface elements of the control interface with the corresponding detection application module, and generating a detection system. According to the communication resource management system accuracy detection system dynamic configuration method and device, the data accuracy detection requirement in a specific communication resource management system can be met, communication resource management systems of different models can be detected, and dynamic construction of an accuracy detection system is achieved.

Description

Communication resource management system accuracy detection system Dynamic Configuration and device thereof
Technical field
The present invention relates to the technical field of electric power communication resource management system, particularly relate to a kind of communication resource management system accuracy detection system Dynamic Configuration and device thereof.
Background technology
At present, for electric power communication resource management system data accuracy, detect and generally to adopt two kinds of methods to carry out, a kind of user of being finds, a kind of is system testing tool.User find be user in using systematic procedure, while finding to have the inaccurate problem of data, for this case, carry out accuracy problem processing, logging data again after for example remodifying data or delete old data.System testing tool refers to for the resource system of certain cover sizing, formulates a set of man-to-man accuracy testing tool after fully understanding the detailed model of this resource system, carrys out the data quality problem of detection system by instrument.For the resource system of certain a set of appointment of Office of the Telecommunications Authority, can adopt user to find or the next preliminary resolution system data accuracy problem of system testing tool.
The mode that user finds can only solve a small amount of system data accuracy problem, is not the effective way that solves all data problems.The mode of system testing tool can only detect for the resource system of certain cover sizing, although can improve the efficiency that data accuracy detects, but the resource system incomplete same for other models just cannot detect data problem again, therefore also cannot meet the requirement on flexibility that data accuracy detects.
Along with universal at communication enterprise of information technology, take data warehouse and software engineering in the communications field, to be widely used as basic communication resource management system.Because the technology platform of the functional requirement of various types of communication department and developer's exploitation all can there are differences, resource system ubiquity adopts multitype database platform and uses the phenomenon of various software model.Therefore,, for the resource system of different pieces of information platform and different software model, existing user finds and these two kinds of modes of system testing tool cannot solve data accuracy problem.
Although communication resource management system has obtained deep application in various types of communication industry, the problem of the data ubiquity seven class inaccuracies in system, comprises standardization, validity, ageing, integrality, consistency, uniqueness, logicality.Take the communication system of power grids as example, wherein standardization refers to resource code, whether name attribute meets electrical network standard, validity refers to whether Resource Properties surpasses given scope, ageingly refer to that whether resource timeliness attribute surpasses the given time limit of production standard, integrality refers to whether the resource of electrical network regulation and stipulation must be filled out attribute data is empty, consistency refers between resource, whether service attribute corresponding relation meets electrical network normative model, uniqueness refers to operation code, whether ID attribute meets uniqueness, logicality refers to whether the corresponding relation between many Resource Properties meets electrical network normative model.
Communication resource management system is production management and the decision analysis system of telecommunication management department, such as electrical network industry, correspondence is to the safe operation of electrical network, therefore, incorrect or incomplete resource data inaccuracy problem may lead to errors communication scheduling and decision-making, even likely can produce the serious accidents such as disconnected business, suspension and power-off.
Therefore, need to reach and can meet data accuracy testing requirement in particular communication resource management system, can detect again the detection system of the communication resource management system of different models.
Summary of the invention
For the problems referred to above, the present invention proposes a kind of communication resource management system accuracy detection system Dynamic Configuration and device thereof, can meet data accuracy testing requirement in particular communication resource management system, can detect the communication resource management system of different models again, realize the dynamic construction of accuracy detection system.
An accuracy detection system Dynamic Configuration, comprising:
According to the system banner of tested resource system, from default database, obtain corresponding detection system module;
According to detection demand, in described detection system module, detection application module is set;
According to described detection application module, obtain corresponding detection application algorithm;
According to the system banner of described tested resource system and detection demand, in described database, select interface element, generate corresponding detection system and control interface;
By the interface element at described control interface and corresponding application module binding, the generation detection system of detecting.
An accuracy detection system dynamic configuration device, comprising:
First arranges module, for according to the system banner of tested resource system, obtains corresponding detection system module from default database;
Second arranges module, for according to detection demand, in described detection system module, detection application module is set;
Algorithm configuration module, for obtaining corresponding detection application algorithm according to described detection application module;
Interface configurations module for according to the system banner of described tested resource system and detection demand, is selected interface element in described database, generates corresponding detection system and controls interface;
System generation module, for the interface element at described control interface and the corresponding application module that detects are bound, generation detection system.
Communication resource management system accuracy detection system Dynamic Configuration of the present invention and device thereof, by set in advance the detection system module corresponding from different tested resource systems in database, and, in described detection system module, detection application module is set, and the corresponding application algorithm that detects, in described database, select interface element, after generating corresponding detection system control interface, the interface element at described control interface and the corresponding application module that detects are bound, got final product generation detection system.User can arrange detection demand, selects applicable detection system module, builds applicable detection application module thereon and detects application algorithm.Therefore the communication resource management system of different models can be detected, data accuracy testing requirement in particular communication resource management system can be met again.By to controlling the setting of interface element, menu that can defined interface, card, list, button etc., realize the dynamic construction of communication resource management system accuracy detection system.
Accompanying drawing explanation
Fig. 1 is the schematic flow sheet of communication resource management system accuracy detection system Dynamic Configuration of the present invention;
Fig. 2 is the schematic flow sheet of an embodiment of communication resource management system accuracy detection system Dynamic Configuration of the present invention;
Fig. 3 is the structural representation of communication resource management system accuracy detection system dynamic configuration device of the present invention.
Embodiment
Refer to Fig. 1, Fig. 1 is the schematic flow sheet of communication resource management system accuracy detection system Dynamic Configuration of the present invention.
Described communication resource management system accuracy detection system Dynamic Configuration, comprising:
S101 according to the system banner of tested resource system, obtains corresponding detection system module from default database;
S102 according to detection demand, arranges detection application module in described detection system module;
S103, obtains corresponding detection application algorithm according to described detection application module;
S104 according to the system banner of described tested resource system and detection demand, selects interface element in described database, generates corresponding detection system and controls interface;
S105, by the interface element at described control interface and corresponding application module binding, the generation detection system of detecting.
Further, after generation detection system, when described interface element receives operational order, start corresponding detection application module and detect operation.
Communication resource management system accuracy detection system Dynamic Configuration of the present invention, by set in advance the detection system module corresponding from different tested resource systems in database, and, in described detection system module, detection application module is set, and the corresponding application algorithm that detects, in described database, select interface element, after generating corresponding detection system control interface, the interface element at described control interface and the corresponding application module that detects are bound, got final product generation detection system.User can arrange detection demand, selects applicable detection system module, builds applicable detection application module thereon and detects application algorithm.Therefore the communication resource management system of different models can be detected, data accuracy testing requirement in particular communication resource management system can be met again.By to controlling the setting of interface element, menu that can defined interface, card, list, button etc., realize the dynamic construction of communication resource management system accuracy detection system.
For step S101, the system banner according to detected resource system obtains corresponding detection system module from default database;
In described database, set in advance respectively at detection system module corresponding to various communication resource management systems.The system table that includes described detection system model in described detection system module, described system table has been recorded the required configurations of system model that detects corresponding communication resource management system, to complete the detection interface to the communication resource management system of various different system models.According to user instruction, can the content of this system table be increased, be subtracted or revise.
For step S102, according to detection demand, in described detection system module, detection application module is set;
Described application module comprises the application table of described detection system model, and described application table has been recorded the various detection application configurations of described detection system, so that tested communication resource management system is carried out to various detection.For various detection demand, can, according to user instruction, can the content of this application table be increased, be subtracted or revise.
In a kind of preferred implementation, according to test item demand estimation, obtain the system table comprising in described detection system module and whether meet the demands, if do not met the demands, by dynamic model configuration tool, expand physical system table; If met the demands, according to every field attribute of system table described in test item demand estimation, whether meet the demands, if do not met, by dynamic model configuration tool, supplement the field attribute of described system table.
By obtain the system table of described detection system from database, and by dynamic model configuration tool, the content of described system table and every field attribute thereof are supplemented, make described system table meet the demand of particular detection project, to complete the detection to the communication resource management system of different models, realize the dynamic construction of communication resource management system accuracy detection system.
For step S103, according to described detection application module, obtain corresponding detection application algorithm;
Described detection application algorithm has been the algorithm that corresponding detection is applied.The principal element that affects communication resource management system heating data accuracy comprises:
Firsthand information mistake, data, as the basis of system life, are the effective guarantees of whole system operation.System data derives from many-side, therefore, from source, on affecting the accuracy of data, carries out necessary factor and analyzes most important.Firsthand information is one of important sources of resource system resource data.System is being built initial phase, and basic data acquisition major part is based on original hand-kept pattern.Comprise the data such as paper document, word electronization document, audio frequency, video.The oneself factor of these initial data data.Initial data data, in arrangement process, is limited to original data acquisition means, arrangement means, human factor etc., and cannot guarantees that self accuracy, integrality, reasonability, validity reach 100%.Therefore, for this data, after immigration system, to later stage system Construction, also can there is great risk, therefore also cause the existence of system data inaccuracy problem.
Personnel's typing error, the data loading mode of resource system mainly comprises that personnel's typing, system introducing and interface gather three kinds of modes.And personnel's typing mode be also the most substantially, the most direct a kind of form.According to incompletely statistics, this data loading mode is in system Construction process, and ratio is up to 83%.But also there is multiple destabilizing factor in the mode of personnel's typing.Owing to being subject to the factors such as unified typing standard, unified validation criteria and personnel's attitude, the possibility that the data of resource system produce data manipulation error in typing link happens occasionally.If according to vicious firsthand information typing, finally also can cause the data of final input system to produce wrong result, therefore also caused the existence of system data inaccuracy problem.
Interface collection is omitted, and interface collection is also the automation source mode of resource system data loading, in today of information-based data shared resources.The transmission of interface data becomes a reality with propelling movement.But because data acquisition difficulty is larger, relate to professional face more, interface acquisition technique mode variation simultaneously, often due to underlying database coupling between data acquisition standard disunity, system, be difficult to the factors such as time delay of comprehensive foundation, interface collection, also often cause the data of resource system collection warehouse-in to exist deviation even to omit, therefore also caused the existence of system data inaccuracy problem.
System data is associated to be lost, and for the data that enter after resource system, needs specialized management regulation, flow management and control and function to support.Because the data after the system of entering are not often isolated existence, the resource data of system often all possesses relevance.For example website belongs to certain region, equipment belongs to certain producer etc., and system data is in maintenance process, and inevitably the disappearance due to data correlation causes junk data.Effective planning of data correlation is also the emphasis of system Construction.But due to factors such as the not timely releases of related resource after data maintenance process deletion association, the associated disappearance of data-interface matching process, logout, cause the system data after warehouse-in to produce associated loss problem, therefore also caused the existence of system data inaccuracy problem.The functional requirement of CRS data accuracy evaluation and test
Communication resource management system relates to the space resources of the communications field, cable resource, transfer resource and comprise relaying protection, stable topology, automation, the business such as video conference are at the resource data of interior a plurality of specialties, for fast, complete detection is to the Various types of data problem in resource system, need to be from standardization, validity, ageing, integrality, consistency, uniqueness, logicality equal angles is carried out automation to system, systematized quantification evaluation and test, formation meets index and the quality of data monitoring form of business norms, final graphics presents, thoroughly to improve system data levels of accuracy comprehensively.
Therefore, in one embodiment, according to the detection index demand of test item, set up the algorithm model of the standardization, validity of detection system, ageing, integrality, consistency, uniqueness, logicality, and the algorithmic formula to each resource entity configuration detecting system of transmission, pipeline, space, data, business specialty.
By said method, first build various algorithm models, then on the basis of each algorithm model to each resource entity configuration detection algorithmic formula, the detection application algorithm of described detection system can easily be configured, improve described detection system and build efficiency.
Described algorithm model and described algorithmic formula can set in advance and be kept in described database, when described detection system configuration, according to detection demand, choose default algorithm model and algorithmic formula in described database.
For step S104, according to the system banner of described tested resource system and detection demand, in described database, select interface element, generate corresponding detection system and control interface;
Preferably, in this step, first according to the detection demand of test item, in described database, select interface element, generate menu, card, list, the button at the original interface of described detection system, and on this basis according to configuration parameter, message, drive actions and interface color on the described original interface of customer requirements configuration.
By to controlling the setting of interface element, the elements such as menu that can defined interface, card, list, button, realize the dynamic construction of communication resource management system accuracy detection system, very convenient.
As a kind of preferred implementation of the present invention, further comprising the steps:
By dynamic model configuration tool, in project library, set up test item ID and detection system identifies; By described detection system and the binding of described detection system sign, by described test item ID and detection system, identify, described detection system is called.
After setting up described detection system, can be by described detection system or its configuration and described test item ID and the binding of detection system sign, by described test item ID and detection system, identify, can call easily described detection system configuration, carry out corresponding test item.
With an embodiment, illustrate communication resource management system accuracy detection system Dynamic Configuration of the present invention below.
Refer to Fig. 2, Fig. 2 is the schematic flow sheet of the present embodiment communication resource management system accuracy detection system Dynamic Configuration.
The present embodiment communication resource management system accuracy detection system Dynamic Configuration comprises the following steps:
S201, sets up test item ID and detection system identifies by dynamic mould tool;
S202, according to test item demand expanding resource accuracy detection system table;
S203, the field of supplementary table on the basis of resource accuracy detection system table;
S204, sets up the algorithm model of resource accuracy detection system according to test item demand;
S205, according to the algorithmic formula of detection method resource allocation accuracy detection system;
S206, menu, card, list, the button of the primal system forming according to test item demand configuration physical system;
S207, configures configuration parameter on each interface, message, drive actions and interface color according to user's experience requirements of detection system.
Communication resource management system accuracy detection system Dynamic Configuration of the present invention is a kind of dynamic model thought and the solution proposing for the data accuracy testing requirement towards different communication resource management system.Can be adapted to different software exploitation producer for the isomery communication resource management system of different communication administrative department exploitation.Based on graphically software system architecture being carried out to a kind of method of dynamically describing, for the common requirements of resource system data accuracy evaluation and test, form the system model of a set of dynamic self-adapting, and system model is mapped as to Dynamic Data Model, dynamic algorithm model and dynamic interface model, make the user can configuration data model, computational algorithm and interface requirement intuitively on self-defining background interface, by some patterned intuitive operation, thereby reach the object to the data accuracy testing requirement of communication resource management system.
Adopt non-dynamic model method to compare with other, this patent communication resource management system accuracy detection system Dynamic Configuration has solved the operation of most of configuration language and has been substituted by simple graphic operation, realizes dynamic, visual, the higher level dynamic data quality assessment configuration platform intuitively of user class.
Refer to Fig. 3, Fig. 3 is the structural representation of communication resource management system accuracy detection system dynamic configuration device of the present invention.
Described communication resource management system accuracy detection system dynamic configuration device, comprising:
First arranges module 11, for according to the system banner of tested resource system, obtains corresponding detection system module from default database;
Second arranges module 12, for according to detection demand, in described detection system module, detection application module is set;
Algorithm configuration module 13, for obtaining corresponding detection application algorithm according to described detection application module;
Interface configurations module 14 for according to the system banner of described tested resource system and detection demand, is selected interface element in described database, generates corresponding detection system and controls interface;
System generation module 15, for the interface element at described control interface and the corresponding application module that detects are bound, generation detection system.
Further, also can comprise operational module, for after generation detection system, when described interface element receives operational order, start corresponding detection application module and detect operation.
Communication resource management system accuracy detection system dynamic configuration device of the present invention wherein, by set in advance the detection system module corresponding from different tested resource systems in database, and, in described detection system module, detection application module is set, and the corresponding application algorithm that detects, in described database, select interface element, after generating corresponding detection system control interface, the interface element at described control interface and the corresponding application module that detects are bound, got final product generation detection system.User can arrange detection demand, selects applicable detection system module, builds applicable detection application module thereon and detects application algorithm.Therefore the communication resource management system of different models can be detected, data accuracy testing requirement in particular communication resource management system can be met again.By to controlling the setting of interface element, menu that can defined interface, card, list, button etc., realize the dynamic construction of communication resource management system accuracy detection system.
Wherein, in described database, set in advance respectively at detection system module corresponding to various communication resource management systems.The system table that includes described detection system model in described detection system module, described system table has been recorded the required configurations of system model that detects corresponding communication resource management system, to complete the detection interface to the communication resource management system of various different system models.According to user instruction, can the content of this system table be increased, be subtracted or revise.
Described application module comprises the application table of described detection system model, and described application table has been recorded the various detection application configurations of described detection system, so that tested communication resource management system is carried out to various detection.For various detection demand, can, according to user instruction, can the content of this application table be increased, be subtracted or revise.
In one embodiment, whether described second arranges module 12 obtains according to test item demand estimation the system table comprising in described detection system module and meets the demands, if do not met the demands, by dynamic model configuration tool, expands physical system table; If met the demands, according to every field attribute of system table described in test item demand estimation, whether meet the demands, if do not met, by dynamic model configuration tool, supplement the field attribute of described system table.
By obtain the system table of described detection system from database, and by dynamic model configuration tool, the content of described system table and every field attribute thereof are supplemented, make described system table meet the demand of particular detection project, to complete the detection to the communication resource management system of different models, realize the dynamic construction of communication resource management system accuracy detection system.
In one embodiment, described algorithm configuration module comprises:
According to the detection index demand of test item, set up the module of the algorithm model of the standardization, validity of detection system, ageing, integrality, consistency, uniqueness, logicality;
And, the module to the algorithmic formula of each resource entity configuration detecting system of transmission, pipeline, space, data, business specialty.
By said method, first build various algorithm models, then on the basis of each algorithm model to each resource entity configuration detection algorithmic formula, the detection application algorithm of described detection system can easily be configured, improve described detection system and build efficiency.
Described algorithm model and described algorithmic formula can set in advance and be kept in described database, when described detection system configuration, according to detection demand, choose default algorithm model and algorithmic formula in described database.
In one embodiment, described interface configurations module comprises:
According to the detection demand of test item, in described database, select interface element, generate menu, card, the list at the original interface of described detection system, the module of button;
And on this basis according to the module of configuration parameter, message, drive actions and interface color on the described original interface of customer requirements configuration.
By to controlling the setting of interface element, the elements such as menu that can defined interface, card, list, button, realize the dynamic construction of communication resource management system accuracy detection system, very convenient.
In another embodiment, described communication resource management system accuracy detection system dynamic configuration device further comprises identification module, described identification module is for binding described detection system and described detection system sign, by described test item ID and detection system, identify, described detection system is called.
After setting up described detection system, can be by described detection system or its configuration and described test item ID and the binding of detection system sign, by described test item ID and detection system, identify, can call easily described detection system configuration, carry out corresponding test item.
One of ordinary skill in the art will appreciate that all or part of flow process and the corresponding system that realize in above-mentioned execution mode, to come the hardware that instruction is relevant to complete by computer program, described program can be stored in a computer read/write memory medium, this program, when carrying out, can comprise the flow process as the respective embodiments described above.Wherein, described storage medium can be magnetic disc, CD, read-only store-memory body (Read-Only Memory, ROM) or random store-memory body (Random Access Memory, RAM) etc.
The above embodiment has only expressed several execution mode of the present invention, and it describes comparatively concrete and detailed, but can not therefore be interpreted as the restriction to the scope of the claims of the present invention.It should be pointed out that for the person of ordinary skill of the art, without departing from the inventive concept of the premise, can also make some distortion and improvement, these all belong to protection scope of the present invention.Therefore, the protection range of patent of the present invention should be as the criterion with claims.

Claims (10)

1. a communication resource management system accuracy detection system Dynamic Configuration, is characterized in that, comprises the following steps:
According to the system banner of tested resource system, from default database, obtain corresponding detection system module;
According to detection demand, in described detection system module, detection application module is set;
According to described detection application module, obtain corresponding detection application algorithm;
According to the system banner of described tested resource system and detection demand, in described database, select interface element, generate corresponding detection system and control interface;
By the interface element at described control interface and corresponding application module binding, the generation detection system of detecting.
2. communication resource management system accuracy detection system Dynamic Configuration as claimed in claim 1, is characterized in that, according to detection demand, the step that detection application module is set in described detection system module comprises:
According to test item demand estimation, obtain the system table comprising in described detection system module and whether meet the demands, if do not met the demands, by dynamic model configuration tool, expand physical system table;
If met the demands, according to every field attribute of system table described in test item demand estimation, whether meet the demands, if do not met, by dynamic model configuration tool, supplement the field attribute of described system table.
3. communication resource management system accuracy detection system Dynamic Configuration as claimed in claim 1, is characterized in that, the step of obtaining corresponding detection application algorithm according to described detection application module comprises:
According to the detection index demand of test item, set up the algorithm model of the standardization, validity of detection system, ageing, integrality, consistency, uniqueness, logicality, and the algorithmic formula to each resource entity configuration detecting system of transmission, pipeline, space, data, business specialty.
4. communication resource management system accuracy detection system Dynamic Configuration as claimed in claim 1, is characterized in that, in described database, selects interface element, and the step that generates corresponding detection system control interface also comprises:
According to the detection demand of test item, in described database, select interface element, generate menu, card, list, the button at the original interface of described detection system, and on this basis according to configuration parameter, message, drive actions and interface color on the described original interface of customer requirements configuration.
5. the communication resource management system accuracy detection system Dynamic Configuration as described in claim 1 to 4 any one, is characterized in that, further comprising the steps:
By dynamic model configuration tool, in project library, set up test item ID and detection system identifies;
By described detection system and the binding of described detection system sign, by described test item ID and detection system, identify, described detection system is called.
6. a communication resource management system accuracy detection system dynamic configuration device, is characterized in that, comprising:
First arranges module, for according to the system banner of tested resource system, obtains corresponding detection system module from default database;
Second arranges module, for according to detection demand, in described detection system module, detection application module is set;
Algorithm configuration module, for obtaining corresponding detection application algorithm according to described detection application module;
Interface configurations module for according to the system banner of described tested resource system and detection demand, is selected interface element in described database, generates corresponding detection system and controls interface;
System generation module, for the interface element at described control interface and the corresponding application module that detects are bound, generation detection system.
7. communication resource management system accuracy detection system dynamic configuration device as claimed in claim 6, it is characterized in that, whether described second arranges module obtains according to test item demand estimation the system table comprising in described detection system module and meets the demands, if do not met the demands, by dynamic model configuration tool, expand physical system table; If met the demands, according to every field attribute of system table described in test item demand estimation, whether meet the demands, if do not met, by dynamic model configuration tool, supplement the field attribute of described system table.
8. communication resource management system accuracy detection system dynamic configuration device as claimed in claim 6, is characterized in that, described algorithm configuration module comprises:
According to the detection index demand of test item, set up the module of the algorithm model of the standardization, validity of detection system, ageing, integrality, consistency, uniqueness, logicality;
And, the module to the algorithmic formula of each resource entity configuration detecting system of transmission, pipeline, space, data, business specialty.
9. communication resource management system accuracy detection system dynamic configuration device as claimed in claim 6, is characterized in that, described interface configurations module comprises:
According to the detection demand of test item, in described database, select interface element, generate menu, card, the list at the original interface of described detection system, the module of button;
And on this basis according to the module of configuration parameter, message, drive actions and interface color on the described original interface of customer requirements configuration.
10. the communication resource management system accuracy detection system dynamic configuration device as described in claim 6 to 9 any one, is characterized in that, further comprises:
Identification module, for by described detection system and the binding of described detection system sign, identifies by described test item ID and detection system, and described detection system is called.
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CN106845761B (en) * 2016-12-12 2020-08-11 国网北京市电力公司 Power grid resource data detection method and device
CN106874483A (en) * 2017-02-20 2017-06-20 山东鲁能软件技术有限公司 A kind of device and method of the patterned quality of data evaluation and test based on big data technology

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