CN108629488A - Equipment quality stage division, device and computer equipment - Google Patents

Equipment quality stage division, device and computer equipment Download PDF

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Publication number
CN108629488A
CN108629488A CN201810321764.9A CN201810321764A CN108629488A CN 108629488 A CN108629488 A CN 108629488A CN 201810321764 A CN201810321764 A CN 201810321764A CN 108629488 A CN108629488 A CN 108629488A
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equipment
data
real
time running
quality
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陆国俊
刘育权
王红斌
栾乐
许中
肖天为
方健
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Guangzhou Power Supply Bureau Co Ltd
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Guangzhou Power Supply Bureau Co Ltd
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    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06QINFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
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    • G06Q10/06395Quality analysis or management
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06QINFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
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    • G06Q50/06Energy or water supply

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Abstract

The present invention relates to a kind of equipment quality stage division, device, computer equipment and computer readable storage mediums.The above method includes step:Obtain the real-time running data of equipment;The real-time running data of the equipment is inputted to the device analysis model pre-established, the device analysis model pre-established is used to analyze the real-time running data of the equipment, it is determined from the real-time running data of the equipment and the setting matched operation data of operation data, as object run data, and determine in conjunction with the object run data comprehensive scores of the equipment;The correspondence for inquiring preset access frequency and weight, the corresponding weight of access frequency for obtaining the equipment determine the credit rating of the equipment according to the weight and the comprehensive scores of the equipment.This method improves the accuracy assessed equipment quality, while improving assessment efficiency, and overcoming traditional equipment quality appraisal procedure, there are the low defects of accuracy.

Description

Equipment quality stage division, device and computer equipment
Technical field
The present invention relates to technical field of electric power, more particularly to a kind of equipment quality stage division, device, computer equipment And computer readable storage medium.
Background technology
The quantity of the power equipment of urban distribution network is more and more, in order to safeguard the safe operation of power equipment, needs pair to set Standby quality carries out analysis and assessment.
Currently, the assessment of the quality for power equipment, mostly uses manual evaluation.Maintenance personnel is according to the electric power to be safeguarded The single data and electric power knowwhy of equipment carry out calculating analysis, and substantially assess above equipment according to result of calculation Quality.But the quality of equipment is influenced by many factors, includes the real-time running data of equipment.
However, when inventor realizes the assessment to equipment quality using above equipment method for evaluating quality, the tradition is found Equipment quality appraisal procedure there are the low technical problems of accuracy.
Invention content
Based on this, it is necessary to for traditional equipment quality appraisal procedure there are the low technical problem of accuracy, provide one It kind can improve the equipment quality stage division of equipment quality assessment accuracy, device, computer equipment and computer-readable deposit Storage media.
A kind of equipment quality stage division, includes the following steps:
Obtain the real-time running data of equipment;The real-time running data includes the access frequency of equipment;
The real-time running data of the equipment is inputted to the device analysis model pre-established, the equipment pre-established Analysis model is used to analyze the real-time running data of the equipment, determines and sets from the real-time running data of the equipment The matched operation data of operation data determines the equipment as object run data, and in conjunction with the object run data Comprehensive scores;
The correspondence for inquiring preset access frequency and weight obtains the corresponding weight of access frequency of the equipment, According to the weight and the comprehensive scores of the equipment, the credit rating of the equipment is determined.
It is described according to the weight and the comprehensive scores of the equipment in one of the embodiments, determine described in set The step of standby credit rating, including:
By the product of the weight and the comprehensive scores of the equipment, the qualitative character value as the equipment;
According to the relationship of the qualitative character value of equipment and the credit rating of equipment, the qualitative character value with the equipment is determined Corresponding credit rating.
The real-time running data by the equipment inputs the device analysis pre-established in one of the embodiments, Before the step of model, further include:
The real-time running data of the equipment is cleaned, spliced and combined.
In one of the embodiments, after the step of credit rating of the determination equipment, including:
Preset report form template information is obtained, according to the real-time running data of the equipment, the credit rating of the equipment And the report form template information, generate the quality management report of the equipment;
And/or
According to the credit rating of the equipment, the corresponding maintenance strategy of the equipment is determined.
In one of the embodiments, the real-time running data according to the equipment, the equipment credit rating And the report form template information, the step of generating the quality management report of the equipment, including:
The credit rating of the real-time running data of the equipment and the equipment is loaded into correspondence according to preset order Report form template in, generate the quality management report of the equipment.
The device analysis model is obtained by following methods in one of the embodiments,:
Equipment operating data to be analyzed is set, as setting operation data;
The corresponding data identification model of each setting operation data is established, is respectively used to identify the data of each setting operation data Information;
According to the setting operation data and its corresponding data identification model, device analysis model is established.
Object run data described in the combination determine the step of the comprehensive scores of the equipment in one of the embodiments, Suddenly, including:
By the corresponding data identification model of each object run data, the data letter of each object run data is identified respectively Breath, determines the corresponding score value of each object run data of the equipment;
According to the corresponding score value of each object run data of the equipment, the comprehensive scores of the equipment are determined.
A kind of equipment quality grading plant, which is characterized in that described device includes:
Data acquisition module, the real-time running data for obtaining equipment;The real-time running data includes the visit of equipment Ask frequency;
Input module, it is described for the real-time running data of the equipment to be inputted the device analysis model pre-established The device analysis model pre-established is used to analyze the real-time running data of the equipment, from the real-time running data of the equipment In determine with setting the matched operation data of operation data, as object run data, and in conjunction with the object run data Determine the comprehensive scores of the equipment;
Diversity module, the correspondence for inquiring preset access frequency and weight obtain the access frequency of the equipment The corresponding weight of rate determines the credit rating of the equipment according to the weight and the comprehensive scores of the equipment.
A kind of computer equipment, including memory, processor and storage can be run on a memory and on a processor Computer program, when the processor executes the computer program, the step of realizing equipment quality stage division described above.
A kind of computer readable storage medium, is stored thereon with computer program, and the computer program is held by processor When row, the step of realizing equipment quality stage division described above.
Above equipment quality grading method, device, computer equipment and computer readable storage medium first obtain equipment Real-time running data;The real-time running data of the equipment is inputted to the device analysis model pre-established, determines the equipment Comprehensive scores;The correspondence for finally inquiring preset access frequency and weight, the access frequency for obtaining the equipment correspond to Weight determine the credit rating of the equipment according to the weight and the comprehensive scores of the equipment.It will get Equipment real-time running data input equipment analysis model, thus obtains the comprehensive scores of equipment, and the access frequency of bonding apparatus, The credit rating for determining equipment, with the quality of this assessment equipment;It is comprehensive according to the relationship of the operation data of equipment and equipment quality Consider the real-time running data of equipment and the access frequency of equipment, can reflect the quality of equipment comprehensively, while according to equipment Credit rating, can intuitively reflect the quality condition of equipment, without the artificial single data for relying on equipment to the quality of equipment Situation carries out calculating assessment, further improves the accuracy assessed equipment quality, while improving assessment efficiency, overcomes There are the low defects of accuracy for traditional equipment quality appraisal procedure.
Description of the drawings
Fig. 1 is the applied environment figure of the equipment quality stage division of one embodiment;
Fig. 2 is the schematic flow chart of the equipment quality stage division of one embodiment;
Fig. 3 is the schematic flow chart of the equipment quality stage division of another embodiment;
Fig. 4 is the schematic flow chart of the equipment quality stage division of another embodiment;
Fig. 5 is the schematic flow chart of the device analysis model building method of one embodiment;
Fig. 6 is the schematic diagram of the equipment quality grading plant of one embodiment.
Specific implementation mode
It is with reference to the accompanying drawings and embodiments, right in order to make the object, technical solution and advantage of the application be more clearly understood The application is further elaborated.It should be appreciated that specific embodiment described herein is only used to explain the application, not For limiting the application.
In one embodiment, equipment quality stage division provided by the present application, can be applied to application as shown in Figure 1 In environment.Wherein, which can be terminal, and internal structure chart can be with as shown in Figure 1, including passing through system bus Processor, memory, network interface, display screen and the input unit of connection.Wherein, the processor of the computer equipment is for carrying For calculating and control ability, the operation data of equipment can be handled.The memory of the computer equipment includes non-volatile Property storage medium, built-in storage.The non-volatile memory medium is stored with operating system and computer program.The built-in storage is The operation of operating system and computer program in non-volatile memory medium provides environment.The network interface of the computer equipment For being communicated by network connection with external terminal.To realize a kind of equipment quality when the computer program is executed by processor Stage division.The display screen of the computer equipment can be liquid crystal display or electric ink display screen, the computer equipment Input unit can be the touch layer covered on display screen, can also be the button being arranged on computer equipment shell, track Ball or Trackpad can also be external keyboard, Trackpad or mouse etc..The terminal can be, but not limited to be various individual calculus Machine, laptop, smart mobile phone, tablet computer and portable wearable device.
Based on the above-mentioned explanation to application environment, the embodiment of equipment quality stage division is illustrated below.It needs Illustrate, equipment can also be set by electric power of equipment below for ease of description in addition to power equipment including other equipment It is illustrated for standby.
In one embodiment, as shown in Fig. 2, providing a kind of equipment quality stage division, it is applied to Fig. 1 in this way In computer equipment for illustrate, include the following steps:
Step S201 obtains the real-time running data of equipment;The real-time running data includes the access frequency of equipment.
In this step, the real-time running data of equipment includes equipment operation definite value, failure archive information, equipment communication shape The device-dependent information such as the access frequency of state change information and equipment.Wherein, equipment operation definite value includes actual motion electricity Flow valuve, actual motion voltage value and on-off state;Failure archive information includes fault time, fault localization, failure maximum phase Electric current, failure zero-sequence current, trouble duration etc. are a series of with the relevant information of failure;The access frequency of equipment refers to To the access times of equipment in certain time.
Usually, pass through the computer being connect with equipment, input dependent instruction to the equipment, you can export the equipment Real-time running data.
The real-time running data of the equipment is inputted the device analysis model pre-established by step S202, described advance The device analysis model of foundation is used to analyze the real-time running data of the equipment, from the real-time running data of the equipment really It makes and sets the matched operation data of operation data, determined as object run data, and in conjunction with the object run data The comprehensive scores of the equipment.
In this step, device analysis model is a kind of data information of real-time running data that capableing of assessment equipment, and Obtain the model of the comprehensive scores of equipment.Setting operation data refers generally in all operation datas of equipment, what those needs were analyzed Data.In addition, comprehensive scores are the indexs of comprehensive assessment equipment quality situation, generally referred to as set by device analysis model evaluation Standby quality condition and the concrete numerical value being converted to, can reflect the quality condition of equipment from side.
From all real-time running datas of equipment, filters out and set the matched operation data of operation data, as mesh Mark operation data, it is possible to reduce the range of data to be analyzed, while the influence of other data is eliminated, it simplifies and analyzed Journey, avoid introducing other data and the defect that causes equipment quality evaluation process cumbersome, both improved assessment efficiency, further Improve the accuracy assessed equipment quality.
Step S203 inquires the correspondence of preset access frequency and weight, obtains the access frequency pair of the equipment The weight answered determines the credit rating of the equipment according to the weight and the comprehensive scores of the equipment.
In step, the correspondence of access frequency and weight refers to:Access frequency in each range occupies one Fixed weight, for example the access frequency of A equipment is 10 beats/min, corresponding weight is 10.The credit rating of equipment For the quality condition of marking arrangement, level-one, two level, three-level and level Four are generally comprised, and higher grade, the quality condition of equipment Better.
Frequency range belonging to access frequency according to equipment determines weight corresponding with the frequency range, as institute The corresponding weight of access frequency of equipment, and the comprehensive scores of bonding apparatus are stated, are analyzed by calculating, you can obtain the matter of equipment Measure grade.Since the access frequency of equipment can influence the quality condition of equipment, the access frequency of equipment is introduced, and consider and set Standby real-time running data can further increase the accuracy of equipment quality assessment;Credit rating marking arrangement is used simultaneously Quality condition, maintain easily the quality condition that personnel intuitively understand equipment, and take corresponding maintenance measure in time.
Above-described embodiment first obtains the real-time running data of equipment;The real-time running data input of the equipment is advance The device analysis model of foundation, determines the comprehensive scores of the equipment;It is corresponding with weight finally to inquire preset access frequency Relationship obtains the corresponding weight of access frequency of the equipment, according to the weight and the comprehensive scores of the equipment, determines The credit rating of the equipment.The equipment real-time running data input equipment analysis model that will be got, thus obtains equipment Comprehensive scores, and the access frequency of bonding apparatus determines the credit rating of equipment, with the quality of this assessment equipment;According to setting The relationship of standby operation data and equipment quality considers the real-time running data of equipment and the access frequency of equipment, can It to reflect the quality of equipment comprehensively, while according to the credit rating of equipment, can intuitively reflect the quality condition of equipment, be not necessarily to people The single data that work relies on equipment to the quality condition of equipment carry out calculating assessment, further improve and assess equipment quality Accuracy, while assessment efficiency is improved, overcoming traditional equipment quality appraisal procedure, there are the low defects of accuracy.
In one embodiment, above-mentioned steps S203, it is described according to the weight and the comprehensive scores of the equipment, really The step of credit rating of the fixed equipment, including:By the product of the weight and the comprehensive scores of the equipment, as described The qualitative character value of equipment;According to the relationship of the qualitative character value of equipment and the credit rating of equipment, determine and the equipment The corresponding credit rating of qualitative character value.Wherein, qualitative character value is the index of the quality condition of comprehensive assessment equipment, and quality is special Value indicative is higher, illustrates that the quality condition of equipment is better.For example, weight is 10%, the comprehensive scores of equipment are 90 points, then equipment Qualitative character value be 90 × 10%=9 point.Above-described embodiment passes through the corresponding weight of the access frequency of computing device and equipment Comprehensive scores product, the qualitative character value of equipment can be obtained, the numberical range belonging to qualitative character value according to equipment, Determine credit rating corresponding with the numberical range considers the access of equipment as the credit rating of the equipment The comprehensive scores of the corresponding weight of frequency and equipment can further increase the accuracy of equipment quality assessment, use simultaneously The quality condition of credit rating marking arrangement maintains easily personnel and intuitively understands the quality condition of equipment, and takes correspondence in time Maintenance measure.
In addition, after the real-time running data of acquisition equipment, need to pre-process real-time running data, ensures data Safety and validity.
In one embodiment, above-mentioned steps S202, it is described to pre-establish the real-time running data input of the equipment Device analysis model the step of before, further include:The real-time running data of the equipment is cleaned, spliced and combined. The real-time running data of the equipment is carried out series of preprocessing by above-described embodiment, can both ensure data safety and Validity, but convenient subsequently input the real-time running data of the equipment in the device analysis model pre-established is analyzed Processing.
In view of the quality condition of real-time running data and equipment for visual indicator equipment, report can be passed through Form show that the personnel of maintaining easily check and achieve.
In one embodiment, after the step of above-mentioned steps S203, the credit rating of the determination equipment, packet It includes:Preset report form template information is obtained, according to the real-time running data of the equipment, the credit rating of the equipment and institute Report form template information is stated, the quality management report of the equipment is generated.Above-described embodiment, by the real-time running data of equipment and Credit rating is shown by the form of report, is maintained easily personnel and is intuitively understood the quality condition of equipment, and is deposited Shelves, avoid loss of data.
In one embodiment, it is described according to the real-time running data of the equipment, the credit rating of the equipment and The report form template information, the step of generating the quality management report of the equipment, including:By the real time execution number of the equipment According to this and the credit rating of the equipment is loaded into according to preset order in corresponding report form template, generates the quality of the equipment Management report.I.e. by the real-time running data of the equipment and the credit rating of the equipment, according to corresponding report form template In each information bar sequence, be loaded into corresponding report form template, by layout and format analysis processing, generate the matter of the equipment Buret reason report, it is ensured that the order of various information, the personnel of maintaining easily check in the report of generation, avoid the report generated Defect of the information clutter without chapter in announcement.
In one embodiment, after the step of quality management report for generating the equipment, including:By the matter Buret reason report is converted to dynamic page, and the dynamic page is sent to browser and is shown.Above-described embodiment, by institute It states quality management report and is converted to dynamic page, and be sent to browser and shown, being conducive to maintenance personnel, intuitively grasp is set Standby relevant information and the quality condition for checking equipment.
In one embodiment, after the step of quality management report for generating the equipment, including:By the matter Buret reason report is sent to remote terminal, and the quality management report of the equipment is shown by remote terminal.For example, can pass through Remote terminal prints and the quality management report of equipment leading out.Above-described embodiment shows the quality pipe of equipment by remote terminal Reason report, is conducive to the quality condition that remote worker grasps equipment in time, realizes the technique effect of remote supervisory and control(ling) equipment.
In one embodiment, as shown in figure 3, providing another equipment quality stage division, include the following steps:
Step S301 obtains the real-time running data of equipment;The real-time running data includes the access frequency of equipment.
The real-time running data of the equipment is inputted the device analysis model pre-established by step S302, described advance The device analysis model of foundation is used to analyze the real-time running data of the equipment, from the real-time running data of the equipment really It makes and sets the matched operation data of operation data, determined as object run data, and in conjunction with the object run data The comprehensive scores of the equipment.
Step S303 inquires the correspondence of preset access frequency and weight, obtains the access frequency pair of the equipment The weight answered determines the credit rating of the equipment according to the weight and the comprehensive scores of the equipment.
Step S304 obtains preset report form template information, according to the real-time running data of the equipment, the equipment Credit rating and the report form template information, generate the quality management report of the equipment.
Above-described embodiment considers the real-time running data of equipment and the access frequency of equipment, can reflect comprehensively The quality of equipment, while according to the credit rating of equipment, can intuitively reflect the quality condition of equipment, rely on equipment without artificial Single data calculating assessment is carried out to the quality condition of equipment, further improve the accuracy assessed equipment quality, together When improve assessment efficiency, overcoming traditional equipment quality appraisal procedure, there are the low defects of accuracy.Meanwhile by equipment Real-time running data and credit rating are shown by the form of report, maintain easily the matter that personnel intuitively understand equipment Amount situation, and achieved, avoid loss of data.
In one embodiment, after the step of above-mentioned steps S203, the credit rating of the determination equipment, packet It includes:According to the credit rating of the equipment, the corresponding maintenance strategy of the equipment is determined.Wherein, maintenance strategy refers to basis The quality condition of equipment takes corresponding security maintenance measure, including triggering warning message, reminds field personnel.Above-mentioned reality Example is applied, according to the credit rating of equipment, maintenance strategy corresponding with the credit rating of the equipment is determined, improves safety, The technique effect that corresponding maintenance strategy is taken according to equipment quality grade is reached, avoiding can not be in time according to the quality of equipment Situation takes corresponding maintenance strategy and causes the defect of safety accident.
In addition, during determining the equipment corresponding maintenance strategy, in order to be safeguarded to the equipment, need Obtain the address information of equipment.
In one embodiment, it after the step of above-mentioned steps S203, the credit rating of the determination equipment, also wraps It includes:The corresponding address information of the equipment is obtained, the address where the equipment is determined according to described address information.Above-mentioned implementation Example, obtains the corresponding address information of the equipment, is conducive to staff and is on the scene in time, safeguarded to equipment, avoided Cause safety accident.
In one embodiment, as shown in figure 4, providing another equipment quality stage division, include the following steps:
Step S401 obtains the real-time running data of equipment;The real-time running data includes the access frequency of equipment.
The real-time running data of the equipment is inputted the device analysis model pre-established by step S402, described advance The device analysis model of foundation is used to analyze the real-time running data of the equipment, from the real-time running data of the equipment really It makes and sets the matched operation data of operation data, determined as object run data, and in conjunction with the object run data The comprehensive scores of the equipment.
Step S403 inquires the correspondence of preset access frequency and weight, obtains the access frequency pair of the equipment The weight answered determines the credit rating of the equipment according to the weight and the comprehensive scores of the equipment.
Step S404 determines the corresponding maintenance strategy of the equipment according to the credit rating of the equipment.
Above-described embodiment considers the real-time running data of equipment and the access frequency of equipment, can reflect comprehensively The quality of equipment, while according to the credit rating of equipment, can intuitively reflect the quality condition of equipment, rely on equipment without artificial Single data calculating assessment is carried out to the quality condition of equipment, further improve the accuracy assessed equipment quality, together When improve assessment efficiency, overcoming traditional equipment quality appraisal procedure, there are the low defects of accuracy.Meanwhile according to equipment Credit rating, determine corresponding with the credit rating of equipment maintenance strategy, improve safety, reached according to equipment Credit rating takes the technique effect of corresponding maintenance strategy, avoids being taken according to the quality condition of equipment in time corresponding Maintenance strategy and the defect for causing safety accident.
In one embodiment, as shown in figure 5, providing a kind of construction method of device analysis model, including following step Suddenly:
Step S501 sets equipment operating data to be analyzed, as setting operation data.
Step S502 establishes the corresponding data identification model of each setting operation data, is respectively used to identify each setting operation The data information of data.
Wherein, data identification model is a kind of model for analyzing the data information of setting operation data, being capable of basis The data information for setting operation data, determines the corresponding score value of the setting operation data.
Step S503 establishes device analysis model according to the setting operation data and its corresponding data identification model.
Above-described embodiment is conducive to the real-time running data of subsequent analysis equipment, and really by building device analysis model The operation data that sets the goal and its corresponding score value determine that the comprehensive scores of equipment and credit rating are provided convenience to be follow-up, into One step improves the accuracy of assessment equipment quality condition.
In one embodiment, above-mentioned steps S202, object run data described in the combination determine the comprehensive of the equipment The step of closing score value, including:By the corresponding data identification model of each object run data, each object run data are identified respectively Data information, determine the corresponding score value of each object run data of the equipment;According to each object run number of the equipment According to corresponding score value, the comprehensive scores of the equipment are determined.Usually, by each data identification model, each target is identified respectively The data information of operation data, and the relationship of data information and score value is combined, assess corresponding point of each object run data Value;For example, the corresponding score value of equipment operation definite value is 30 points, the corresponding score value of failure archive information is 20 points, and equipment communicates shape The corresponding score value of state change information is 40 points, then the comprehensive scores of the equipment are 30+20+40=90 points.Above-described embodiment leads to The corresponding data identification model of each object run data is crossed, identifies the corresponding data information of each object run data, is conducive to really The comprehensive scores of locking equipment determine that the credit rating of equipment is provided convenience to be follow-up, while considering each object run of equipment Data further improve the accuracy of equipment quality assessment.
It should be understood that although each step in the flow chart of Fig. 2-5 is shown successively according to the instruction of arrow, These steps are not that the inevitable sequence indicated according to arrow executes successively.Unless expressly stating otherwise herein, these steps Execution there is no stringent sequences to limit, these steps can execute in other order.Moreover, at least one in Fig. 2-5 Part steps may include that either these sub-steps of multiple stages or stage are not necessarily in synchronization to multiple sub-steps Completion is executed, but can be executed at different times, the execution sequence in these sub-steps or stage is also not necessarily successively It carries out, but can either the sub-step of other steps or at least part in stage be in turn or alternately with other steps It executes.
In one embodiment, as shown in fig. 6, providing a kind of equipment quality grading plant, including:Data acquisition module 610, input module 620 and diversity module 630, wherein:
Data acquisition module 610, the real-time running data for obtaining equipment;The real-time running data includes equipment Access frequency;
Input module 620, for the real-time running data of the equipment to be inputted the device analysis model pre-established, institute The real-time running data that the device analysis model pre-established is used to analyze the equipment is stated, from the real time execution number of the equipment It is determined in and sets the matched operation data of operation data, as object run data, and in conjunction with the object run number According to the comprehensive scores of the determination equipment;
Diversity module 630, the correspondence for inquiring preset access frequency and weight obtain the access of the equipment The corresponding weight of frequency determines the credit rating of the equipment according to the weight and the comprehensive scores of the equipment.
In one embodiment, the diversity module 630 is additionally operable to the comprehensive scores of the weight and the equipment Product, the qualitative character value as the equipment;According to the relationship of the qualitative character value of equipment and the credit rating of equipment, determine Credit rating corresponding with the qualitative character value of the equipment.
In one embodiment, the equipment quality grading plant further includes preprocessing module, in input module 620 Before the device analysis model that the real-time running data input of the equipment is pre-established, to the real time execution number of the equipment According to being cleaned, spliced and combined.
In one embodiment, the equipment quality grading plant further includes report generation module, in diversity module After 630 determine the credit rating of the equipment, preset report form template information is obtained, according to the real time execution number of the equipment According to, the credit rating of the equipment and the report form template information, the quality management report of the equipment is generated.
In one embodiment, the report generation module is additionally operable to the real-time running data of the equipment and institute The credit rating for stating equipment is loaded into according to preset order in corresponding report form template, generates the quality management report of the equipment It accuses.
In one embodiment, the equipment quality grading plant further includes maintenance module, for true in diversity module 630 After the credit rating of the fixed equipment, according to the credit rating of the equipment, the corresponding maintenance strategy of the equipment is determined.
In one embodiment, the equipment quality grading plant further includes model construction module, to be analyzed for setting Equipment operating data, as setting operation data;The corresponding data identification model of each setting operation data is established, is respectively used to Identify the data information of each setting operation data;According to the setting operation data and its corresponding data identification model, establish Device analysis model.
In one embodiment, the input module 620 is additionally operable to through the corresponding data identification of each object run data Model identifies the data information of each object run data respectively, determines the corresponding score value of each object run data of the equipment; According to the corresponding score value of each object run data of the equipment, the comprehensive scores of the equipment are determined.
Above-mentioned each embodiment, equipment quality grading plant first obtain the real-time running data of equipment;By the equipment Real-time running data inputs the device analysis model pre-established, determines the comprehensive scores of the equipment;It finally inquires preset The correspondence of access frequency and weight obtains the corresponding weight of access frequency of the equipment, according to the weight and institute The comprehensive scores for stating equipment determine the credit rating of the equipment.The equipment real-time running data input equipment that will be got Thus analysis model obtains the comprehensive scores of equipment, and the access frequency of bonding apparatus, the credit rating of equipment is determined, with this The quality of assessment equipment;According to the relationship of the operation data of equipment and equipment quality, the real-time running data of equipment is considered And the access frequency of equipment, it can reflect the quality of equipment comprehensively, while according to the credit rating of equipment, can intuitively reflect The quality condition of equipment, the single data without manually relying on equipment carry out calculating assessment to the quality condition of equipment, further The accuracy assessed equipment quality is improved, while improving assessment efficiency, overcomes traditional equipment quality appraisal procedure There are the low defects of accuracy.
Specific about equipment quality grading plant limits the limit that may refer to above for equipment quality stage division Fixed, details are not described herein.Modules in above equipment quality grading device can fully or partially through software, hardware and its It combines to realize.Above-mentioned each module can be embedded in or in the form of hardware independently of in the processor in computer equipment, can also It is stored in a software form in the memory in computer equipment, in order to which processor calls the above modules of execution corresponding Operation.
In one embodiment, a kind of computer equipment, including memory and processor are provided, is stored in memory Computer program, the processor realize following steps when executing computer program:Obtain the real-time running data of equipment;The reality When operation data include equipment access frequency;The real-time running data of the equipment is inputted to the device analysis mould pre-established Type, the device analysis model pre-established is used to analyze the real-time running data of the equipment, from the real-time of the equipment It is determined in operation data and sets the matched operation data of operation data, as object run data, and in conjunction with the target Operation data determines the comprehensive scores of the equipment;The correspondence of preset access frequency and weight is inquired, is set described in acquisition The corresponding weight of standby access frequency determines the quality of the equipment according to the weight and the comprehensive scores of the equipment Grade.
In one embodiment, following steps are also realized when processor executes computer program:By the weight with it is described The product of the comprehensive scores of equipment, the qualitative character value as the equipment;According to the qualitative character value of equipment and the matter of equipment The relationship of grade is measured, determines credit rating corresponding with the qualitative character value of the equipment.
In one embodiment, following steps are also realized when processor executes computer program:By the reality of the equipment When the device analysis model that pre-establishes of operation data input before, the real-time running data of the equipment is cleaned, is spelled It connects and combines.
In one embodiment, following steps are also realized when processor executes computer program:Determining the equipment After credit rating, preset report form template information is obtained, according to the real-time running data of the equipment, the quality of the equipment Grade and the report form template information, generate the quality management report of the equipment.
In one embodiment, following steps are also realized when processor executes computer program:Determining the equipment After credit rating, according to the credit rating of the equipment, the corresponding maintenance strategy of the equipment is determined.
In one embodiment, following steps are also realized when processor executes computer program:By the real-time of the equipment The credit rating of operation data and the equipment is loaded into according to preset order in corresponding report form template, generates the equipment Quality management report.
In one embodiment, following steps are also realized when processor executes computer program:Set equipment to be analyzed Operation data, as setting operation data;The corresponding data identification model of each setting operation data is established, it is each to be respectively used to identification Set the data information of operation data;According to the setting operation data and its corresponding data identification model, equipment point is established Analyse model.
In one embodiment, following steps are also realized when processor executes computer program:Pass through each object run number According to corresponding data identification model, the data information of each object run data is identified respectively, determines each target fortune of the equipment The corresponding score value of row data;According to the corresponding score value of each object run data of the equipment, the synthesis point of the equipment is determined Value.
Above-mentioned each embodiment, computer equipment are improved and pair are set by the computer program that is run on the processor The accuracy of standby quality evaluation, while assessment efficiency is improved, overcoming traditional equipment quality appraisal procedure, there are accuracys Low defect.
In one embodiment, a kind of computer readable storage medium is provided, computer program is stored thereon with, is calculated Machine program realizes following steps when being executed by processor:Obtain the real-time running data of equipment;The real-time running data includes The access frequency of equipment;The real-time running data of the equipment is inputted to the device analysis model pre-established, it is described to build in advance Vertical device analysis model is used to analyze the real-time running data of the equipment, is determined from the real-time running data of the equipment Go out and set the matched operation data of operation data, institute is determined as object run data, and in conjunction with the object run data State the comprehensive scores of equipment;The correspondence for inquiring preset access frequency and weight obtains the access frequency pair of the equipment The weight answered determines the credit rating of the equipment according to the weight and the comprehensive scores of the equipment.
In one embodiment, following steps are also realized when computer program is executed by processor:By the weight and institute The product for stating the comprehensive scores of equipment, the qualitative character value as the equipment;According to the qualitative character value of equipment and equipment The relationship of credit rating determines credit rating corresponding with the qualitative character value of the equipment.
In one embodiment, following steps are also realized when computer program is executed by processor:By the equipment Before the device analysis model that real-time running data input pre-establishes, the real-time running data of the equipment is cleaned, Splicing and combination.
In one embodiment, following steps are also realized when computer program is executed by processor:Determining the equipment Credit rating after, preset report form template information is obtained, according to the real-time running data of the equipment, the matter of the equipment Grade and the report form template information are measured, the quality management report of the equipment is generated.
In one embodiment, following steps are also realized when computer program is executed by processor:Determining the equipment Credit rating after, according to the credit rating of the equipment, determine the corresponding maintenance strategy of the equipment.
In one embodiment, following steps are also realized when computer program is executed by processor:By the reality of the equipment Luck line number is according to this and the credit rating of the equipment is loaded into according to preset order in corresponding report form template, is set described in generation Standby quality management report.
In one embodiment, following steps are also realized when computer program is executed by processor:Set to be analyzed set Standby operation data, as setting operation data;The corresponding data identification model of each setting operation data is established, is respectively used to identify The data information of each setting operation data;According to the setting operation data and its corresponding data identification model, equipment is established Analysis model.
In one embodiment, following steps are also realized when computer program is executed by processor:Pass through each object run The corresponding data identification model of data, identifies the data information of each object run data respectively, determines each target of the equipment The corresponding score value of operation data;According to the corresponding score value of each object run data of the equipment, the synthesis of the equipment is determined Score value.
Above-mentioned each embodiment, computer readable storage medium are improved by the computer program of its storage to equipment The accuracy of quality evaluation, while improving assessment efficiency overcomes traditional equipment quality appraisal procedure there are accuracys and is low Defect.
One of ordinary skill in the art will appreciate that realizing all or part of flow in above-described embodiment method, being can be with Relevant hardware is instructed to complete by computer program, the computer program can be stored in a non-volatile computer In read/write memory medium, the computer program is when being executed, it may include such as the flow of the embodiment of above-mentioned each method.Wherein, Any reference to memory, storage, database or other media used in each embodiment provided herein, Including non-volatile and/or volatile memory.Nonvolatile memory may include read-only memory (ROM), programming ROM (PROM), electrically programmable ROM (EPROM), electrically erasable ROM (EEPROM) or flash memory.Volatile memory may include Random access memory (RAM) or external cache.By way of illustration and not limitation, RAM is available in many forms, Such as static state RAM (SRAM), dynamic ram (DRAM), synchronous dram (SDRAM), double data rate sdram (DDRSDRAM), enhancing Type SDRAM (ESDRAM), synchronization link (Synchlink) DRAM (SLDRAM), memory bus (Rambus) direct RAM (RDRAM), direct memory bus dynamic ram (DRDRAM) and memory bus dynamic ram (RDRAM) etc..
Each technical characteristic of above example can be combined arbitrarily, to keep description succinct, not to above-described embodiment In each technical characteristic it is all possible combination be all described, as long as however, the combination of these technical characteristics be not present lance Shield is all considered to be the range of this specification record.
The several embodiments of the application above described embodiment only expresses, the description thereof is more specific and detailed, but simultaneously It cannot therefore be construed as limiting the scope of the patent.It should be pointed out that coming for those of ordinary skill in the art It says, under the premise of not departing from the application design, various modifications and improvements can be made, these belong to the protection of the application Range.Therefore, the protection domain of the application patent should be determined by the appended claims.

Claims (10)

1. a kind of equipment quality stage division, which is characterized in that include the following steps:
Obtain the real-time running data of equipment;The real-time running data includes the access frequency of equipment;
The real-time running data of the equipment is inputted to the device analysis model pre-established, the device analysis pre-established Model is used to analyze the real-time running data of the equipment, determines to run with setting from the real-time running data of the equipment The operation data of Data Matching as object run data, and determines in conjunction with the object run data synthesis of the equipment Score value;
The correspondence for inquiring preset access frequency and weight obtains the corresponding weight of access frequency of the equipment, according to The comprehensive scores of the weight and the equipment determine the credit rating of the equipment.
2. equipment quality stage division according to claim 1, which is characterized in that described according to the weight and described The comprehensive scores of equipment, the step of determining the credit rating of the equipment, including:
By the product of the weight and the comprehensive scores of the equipment, the qualitative character value as the equipment;
According to the relationship of the qualitative character value of equipment and the credit rating of equipment, determination is corresponding with the qualitative character value of the equipment Credit rating.
3. equipment quality stage division according to claim 1, which is characterized in that the real time execution by the equipment Data inputted before the step of device analysis model pre-established, further included:
The real-time running data of the equipment is cleaned, spliced and combined.
4. equipment quality stage division according to claim 2, which is characterized in that the quality etc. of the determination equipment After the step of grade, including:
Obtain preset report form template information, according to the real-time running data of the equipment, the equipment credit rating and The report form template information, generates the quality management report of the equipment;
And/or
According to the credit rating of the equipment, the corresponding maintenance strategy of the equipment is determined.
5. equipment quality stage division according to claim 4, which is characterized in that the real-time fortune according to the equipment Row data, the credit rating of the equipment and the report form template information, generate the step of the quality management report of the equipment Suddenly, including:
The credit rating of the real-time running data of the equipment and the equipment is loaded into corresponding report according to preset order In table template, the quality management report of the equipment is generated.
6. equipment quality stage division according to any one of claims 1 to 5, which is characterized in that the device analysis mould Type is obtained by following methods:
Equipment operating data to be analyzed is set, as setting operation data;
The corresponding data identification model of each setting operation data is established, is respectively used to identify the data letter of each setting operation data Breath;
According to the setting operation data and its corresponding data identification model, device analysis model is established.
7. equipment quality stage division according to claim 6, which is characterized in that object run data described in the combination The step of determining the comprehensive scores of the equipment, including:
By the corresponding data identification model of each object run data, the data information of each object run data is identified respectively, really The corresponding score value of each object run data of the fixed equipment;
According to the corresponding score value of each object run data of the equipment, the comprehensive scores of the equipment are determined.
8. a kind of equipment quality grading plant, which is characterized in that described device includes:
Data acquisition module, the real-time running data for obtaining equipment;The real-time running data includes the access frequency of equipment Rate;
Input module, it is described advance for the real-time running data of the equipment to be inputted the device analysis model pre-established The device analysis model of foundation is used to analyze the real-time running data of the equipment, from the real-time running data of the equipment really It makes and sets the matched operation data of operation data, determined as object run data, and in conjunction with the object run data The comprehensive scores of the equipment;
Diversity module, the correspondence for inquiring preset access frequency and weight obtain the access frequency pair of the equipment The weight answered determines the credit rating of the equipment according to the weight and the comprehensive scores of the equipment.
9. a kind of computer equipment, including memory, processor and storage are on a memory and the meter that can run on a processor Calculation machine program, which is characterized in that when the processor executes the computer program, realize described in any one of claim 1 to 7 The step of equipment quality stage division.
10. a kind of computer readable storage medium, is stored thereon with computer program, which is characterized in that the computer program When being executed by processor, the step of realizing any one of claim 1 to 7 equipment quality stage division.
CN201810321764.9A 2018-04-11 2018-04-11 Equipment quality stage division, device and computer equipment Pending CN108629488A (en)

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Application publication date: 20181009