CN109859066A

CN109859066A - A kind of method and apparatus of determining technological parameter

Info

Publication number: CN109859066A
Application number: CN201711237234.8A
Authority: CN
Inventors: 邓超; 吴云崇; 徐宇; 宋宽
Original assignee: Alibaba Group Holding Ltd
Current assignee: Alibaba Group Holding Ltd
Priority date: 2017-11-30
Filing date: 2017-11-30
Publication date: 2019-06-07

Abstract

The embodiment of the present application discloses a kind of method of determining technological parameter, which comprises obtains multiclass process data of the product during manufacturing；According to the multiclass process data, multiclass technology characteristics are determined；Determine the quantitative relationship between productive target and multiclass technology characteristics；The technology characteristics that quantitative relationship meets preset condition are determined as to the technological parameter having an impact to the productive target, so as to using the technological parameter as the process data for needing to control in product manufacturing.It can be seen that, pass through the available corresponding key process parameter of difference productive target when producing the product of the rationally processing to data, so as to targetedly adjust or pay close attention in process of production the key process parameter, and then a possibility that lifting implementation productive target.

Description

A kind of method and apparatus of determining technological parameter

Technical field

This application involves data processing fields, more particularly to a kind of method and apparatus of determining technological parameter.

Background technique

In industrial processes, the final production of various effects of process parameters is had as a result, in such as production process " man-machine material method ring " can be in the data of links generation different dimensions, these data can be to final production result Cause more or less influence.

If being capable of determining that the technological parameter being affected when producing a kind of product to production result, there can be needle To the adjustment of property, these technological parameters are paid close attention to, to there is a possibility that bigger to obtain preferably production result.

The simple data generated in the process of manufacturing are less, can find which is counted faster by personal experience It is affected according to production result.But with the raising of industrial level, the quantity of data is generated exponentially in production process Grade increases, and is only to be difficult to therefrom determine technological parameter by personal experience.

Summary of the invention

In order to solve the above-mentioned technical problem, this application provides a kind of method and devices of determining technological parameter, to wish Technological parameter targetedly can be adjusted or pay close attention in process of production, thus a possibility that lifting implementation productive target.

The embodiment of the present application discloses following technical solution:

The first aspect of the embodiment of the present application discloses a kind of method of determining technological parameter, which comprises

Obtain multiclass process data of the product during manufacturing；

According to the multiclass process data, multiclass technology characteristics are determined；

Determine the quantitative relationship between productive target and multiclass technology characteristics；

The technology characteristics that quantitative relationship meets preset condition are determined as the technique having an impact to productive target ginseng Number, so as to using the technological parameter as the process data for needing to control in product manufacturing.

Optionally, it is determined as generating the productive target in the technology characteristics that quantitative relationship is met preset condition After the technological parameter of influence, if the technological parameter includes multiclass technology characteristics, the method also includes:

Multiclass technology characteristics as technological parameter are formed into combination of process parameters；

Assignment is carried out to the feature in the combination of process parameters, and is calculated and is carried out production in the case of different assignment and realize institute State the probability of productive target.

Optionally, the method also includes:

Combination of process parameters in the case of different assignment is shown with corresponding probability.

Optionally, the multiclass technological parameter includes machine system data, sensor acquisition data, product quality testing number According to, any number of classifications in technique initialization data, operator's data and environmental status data.

Optionally, the multiclass process data for obtaining product in the production process of at least one production batch, comprising:

Determine the sample configuration information for being directed to the product；

The product is obtained in the production of at least one production batch according to the sample configuration information limited range Multiclass process data in the process.

The second aspect of the embodiment of the present application discloses a kind of method for recommending technological parameter, which comprises

Obtain multiclass process data of the product during manufacturing；

The technology characteristics that quantitative relationship meets preset condition are determined as the technique having an impact to productive target ginseng Number, so as to using the technological parameter as the process data for needing to control in product manufacturing；

Recommend the technological parameter for the productive target.

Assignment is carried out to the technology characteristics in the combination of process parameters, and calculates that carry out production in the case of different assignment real The probability of the existing productive target；

The third aspect of the embodiment of the present application discloses a kind of device of determining technological parameter, and described device includes obtaining list Member, the first determination unit, the second determination unit and third determination unit:

The acquiring unit, for obtaining multiclass process data of the product during manufacturing；

First determination unit, for determining multiclass technology characteristics according to the multiclass process data；

Second determination unit, for determining the quantitative relationship between productive target and multiclass technology characteristics；

The third determination unit, the technology characteristics for quantitative relationship to be met preset condition are determined as to the production The technological parameter that target has an impact, so as to using the technological parameter as the process data for needing to control in product manufacturing.

Optionally, described device further includes component units, assignment unit and computing unit:

The component units, for the multiclass technology characteristics of technological parameter will to be used as to form combination of process parameters；

The assignment unit, for carrying out assignment to the feature in the combination of process parameters；

The computing unit, for calculating the probability for carrying out production in the case of different assignment and realizing the productive target.

Optionally, described device further include:

Display unit, for the combination of process parameters in the case of different assignment to be shown with corresponding probability.

Optionally, the acquiring unit includes determining subelement and obtaining subelement:

The determining subelement, for determining the sample configuration information for being directed to the product；

The acquisition subelement, for obtaining the product at least according to the sample configuration information limited range Multiclass process data in the production process of one production batch.

The fourth aspect of the embodiment of the present application discloses a kind of device of determining technological parameter, includes memory, and One perhaps more than one program one of them or more than one program be stored in memory, and be configured to by one It includes the instruction for performing the following operation that a or more than one processor, which executes the one or more programs:

Obtain multiclass process data of the product during manufacturing；

5th aspect of the embodiment of the present application discloses a kind of device for recommending technological parameter, which is characterized in that the dress It sets including acquiring unit, the first determination unit, the second determination unit, third determination unit and recommendation unit:

The third determination unit, the technology characteristics for quantitative relationship to be met preset condition are determined as to the production The technological parameter that target has an impact, so as to using the technological parameter as the process data for needing to control in product manufacturing；

The recommendation unit, for recommending the technological parameter for the productive target.

Optionally, described device further includes component units, assignment unit, computing unit and display unit:

The assignment unit, for carrying out assignment to the technology characteristics in the combination of process parameters；

The computing unit, for calculating the probability for carrying out production in the case of different assignment and realizing the productive target；

The display unit, for the combination of process parameters in the case of different assignment to be shown with corresponding probability.

6th aspect of the embodiment of the present application discloses a kind of device for recommending technological parameter, which is characterized in that includes Perhaps more than one program one of them or more than one program is stored in memory by memory and one, and is passed through Configuration includes for carrying out following grasp to execute the one or more programs by one or more than one processor The instruction of work:

Obtain multiclass process data of the product during manufacturing；

Recommend the technological parameter for the productive target.

It is directed to it can be seen from above-mentioned technical proposal and needs the product analyzed and wish the productive target reached, can obtained Multiclass process data of the product during manufacturing is taken, and multiclass technology characteristics are determined according to the multiclass process data, To simplify the number of object to be analyzed.It is determined between technology characteristics and the productive target using obtained all kinds of technology characteristics Quantitative relationship, with the size of clearly all kinds of technology characteristics and correlation between the productive target, and quantitative relationship met default For the technology characteristics of condition as the technological parameter having an impact to the productive target, the variation for the technological parameter determined can be to this Productive target generates large effect.Pass through the available difference productive target when producing the product of the rationally processing to data Corresponding technological parameter so as to targetedly adjust or pay close attention in process of production the technological parameter, and then is promoted real A possibility that existing productive target.

Detailed description of the invention

In order to illustrate the technical solutions in the embodiments of the present application or in the prior art more clearly, to embodiment or will show below There is attached drawing needed in technical description to be briefly described, it should be apparent that, the accompanying drawings in the following description is only this Some embodiments of application without any creative labor, may be used also for those of ordinary skill in the art To obtain other drawings based on these drawings.

Fig. 1 is the flow diagram of Parameters Analysis algorithm provided by the embodiments of the present application；

Fig. 2 is a kind of method flow diagram of determining technological parameter method provided by the embodiments of the present application；

Fig. 3 is that a kind of technological parameter provided by the embodiments of the present application recommends application interface；

Fig. 4 is a kind of method flow diagram for recommending technological parameter method provided by the embodiments of the present application；

Fig. 5 is a kind of composition schematic diagram of the device of determining technological parameter provided by the embodiments of the present application；

Fig. 6 is a kind of composition schematic diagram of hardware structure provided by the embodiments of the present application；

Fig. 7 is a kind of composition schematic diagram of device for recommending technological parameter provided by the embodiments of the present application.

Specific embodiment

With reference to the accompanying drawing, embodiments herein is described.

In industrial processes, each production link can all be influenced by various technological parameters, to influence most Whole production is as a result, such as in process of production, operator, production machine, production material, production technology and production environment Equal technological parameters can all generate the data of different dimensions in each production link, these data all can be for example good to productive target Product rate or production efficiency etc. cause more or less influence.

To there is a possibility that bigger to obtain preferably production as a result, can determine when producing a kind of product to production result The technological parameter being affected, these technological parameters may be considered technological parameter, then, targetedly adjust, pay close attention to this A little technological parameters.And since traditional mode of production manufacturing process is simpler, the data of generation are less, can be very fast by personal experience Ground finds which data is affected to production result in generated data.

But with the raising of commercial production levels, production link increases, the quantity of produced data in production process Exponentially increase.In face of such a large amount of data, only it is difficult to therefrom determine technological parameter by personal experience, therefore, urgently Need a kind of method that technological parameter can be quickly determined from a large amount of data.

So the embodiment of the present application provides a kind of method and apparatus of determining technological parameter, it is desirable to can be from a large amount of In data, the technological parameter corresponding to difference productive target when producing product is determined, so as to have in process of production The technological parameter is targetedly adjusted or pays close attention to, and then a possibility that lifting implementation productive target.

In process of production, generated Various types of data in production batch can be acquired in real time, wherein production batch refers to With production process once produce and the identical product in quality, structure and manufacturing method.For example, in a life It produces in batch, can be every the temperature data of acquisition in 2 seconds, it can also be every the pressure data of acquisition in 10 seconds.Therefore, exist After a production batch, needs to acquire multiclass process data, also will include a large amount of data in every one kind data.Moreover, Under normal conditions, there are multiple factories in an enterprise, and each factory has multiple workshops, and each workshop has a plurality of life again Assembly line is produced, and since every production line can generate a large amount of data in process of production, in entire production process In can generate more data.

In the embodiment of the present application, in production process generated data be can be divided into according to different mode classifications it is more The data of a classification, such as data can be divided by temperature data, pressure data, humidity data etc. according to the attribute of data, In another example data can be divided into machine system data, sensor acquires data, product quality according to the generation source of data Detection data, technique initialization data etc..It for ease of description, will be mainly according to the acquisition of data in embodiment later It is illustrated for the multiclass process data that source divides, i.e., in the embodiment of the present application, generated multiclass work in production process Skill data may include machine system data, sensor acquisition data, product quality detection data, technique initialization data, operation Any number of classifications in demographic data and environmental status data.

It, can be by mass data generated in production process in order to reduce the calculation amount during determining technological parameter It is divided into after multiclass process data, multiclass process data is determined according to the multiclass process data.

In the embodiment of the present application, every a kind of data the data handling procedures such as can be converted by data, determine and The corresponding technology characteristics of such data, such as a kind of data can be modeled, it determines corresponding with such data Model I, the class model can be used as the corresponding technology characteristics of this kind of data, alternatively, certain parameters in the class model can be with As the corresponding technology characteristics of this kind of data, in another example, a kind of data can be subjected to regularity summarization, determine corresponding warp Formula is tested, which can be used as the corresponding a kind of technology characteristics of this kind of data, alternatively, certain in such empirical equation Coefficient can be used as the corresponding technology characteristics of this kind of data.

As it can be seen that there is certain corresponding relationship, in a production batch, according to the life between data and technology characteristics Producing technology characteristics determined by a kind of data in batch can reflect change of such data in the production process of the production batch Change trend, rule or data variation range etc., such as in the process to metal of a production batch, it can be according to temperature Degree sensor temperature data collected determines corresponding temperature process feature, which can reflect out should Temperature sensor acquires variation tendency of the data in the process, such as incipient stage, temperature can be after low be gradually increased It tends towards stability, then in ending phase, temperature is gradually decreased.

Since a technology characteristics can reflect out the mass data for including in a kind of data in a production batch Variation tendency, rule or data variation range therefore, can be according to one during determining technology characteristics according to data Class data determine a kind of technology characteristics.Wherein, every a kind of technology characteristics can only include a technology characteristics, such as can root A temperature process feature is determined according to a large amount of temperature sensor acquisition data.Certainly, due in a kind of data there may be Different production batch in process of production caused by data, and such data can according to caused by each production batch To determine corresponding technology characteristics, wherein these technology characteristics can belong to a kind of technology characteristics, therefore, every one kind Technology characteristics also may include multiple technology characteristics, for example can determine yields according to a large amount of product quality detection data Multiple technology characteristics such as technology characteristics, poor product rate technology characteristics, and multiple technology characteristics are all the technology characteristics about product rate, I.e. multiple technology characteristics are same class technology characteristics.It should be noted that due to the process for converting data to technology characteristics It is to reduce the purpose of computing object, therefore under normal circumstances, technology characteristics number corresponding to a kind of data is answered to simplify and calculate Less than data bulk included in this kind of data.

As it can be seen that the quantity of technology characteristics is far less than after determining corresponding technology characteristics according to a large amount of data The quantity of data can greatly reduce that is, by the way that every a kind of data are determined corresponding technology characteristics in subsequent determining technique Calculation amount in parametric procedure decreases and calculates the time, promotes the availability and ease for use of product.

Further to reduce the calculation amount during determining technological parameter, and then reduces and calculate the time, it can be from more The technology characteristics that can be produced bigger effect to productive target are determined in class technology characteristics, and in process of production targetedly Pay close attention to or adjust these technology characteristics produced bigger effect to productive target.

So introducing a kind of quantitative relationship in the embodiment of the present application, which is technology characteristics and productive target Between quantitative relationship, determined according to productive target and all kinds of technology characteristics and technology characteristics and life can be showed Produce the mathematical model of the relationship between target.The quantitative relationship is used to indicate the correlation of productive target and technology characteristics, Ke Yili Solution, if the corresponding data of a technology characteristics are changed, therefore productive target can be affected, it may be considered that the work Skill feature has correlation with the productive target, that is, has quantitative relationship, conversely, if the corresponding data of a technology characteristics have occurred Variation, and therefore productive target will not be affected, close it may be considered that the technology characteristics and the productive target do not have quantization System.

Wherein, the quantitative relationship tightness degree between technology characteristics and productive target can reflect out technology characteristics and production Degree of relevancy between target.If a quantitative relationship between technology characteristics and productive target is closer, the technique is special Sign is higher with the correlation between the productive target, i.e. the technology characteristics are higher for the influence degree of the productive target.For example, When the quantitative relationship tightness degree between a technology characteristics and productive target is very high, if the corresponding data of the technology characteristics occur Amplitude small change, then the productive target, which will receive, influences the biggish variation of generation amplitude.Vice versa, when a technology characteristics When quantitative relationship tightness degree between productive target is lower, even if the corresponding data generation amplitude of the technology characteristics is biggish Variation, therefore suffered influence is also smaller or even is difficult to discover for the productive target.It should be noted that in the embodiment of the present application In, can using with the higher technology characteristics of quantitative relationship tightness degree of productive target as the work being had an impact to productive target Skill parameter.

For ease of understanding, now the quantitative relationship between technology characteristics and productive target is illustrated by way of example.

For example, it is assumed that being directed to a production batch, determine that temperature process feature, humidity technique are special according to the data of acquisition Pressure process of seeking peace feature these three types technology characteristics, the productive target of the production batch are that yields is 80%.Due to temperature work Skill feature, pressure process feature between yields (i.e. productive target) have quantitative relationship, and temperature process feature with it is good Quantitative relationship between product rate is even closer, and does not have quantitative relationship between humidity technology characteristics and yields.Therefore, work as temperature When the corresponding temperature data of degree technology characteristics averagely declines 10%, yields can decline 18% compared to productive target, thus full The foot not productive target of the production batch；When the corresponding humidity data of humidity technology characteristics averagely declines 10%, yields It can't be affected and change；When the corresponding pressure data of pressure process feature averagely declines 10%, yields is compared 2% can be declined in productive target.Obviously, in the corresponding temperature data of temperature process feature and the corresponding pressure of pressure process feature In the case that data decline 10%, the amplitude of variation that yields is occurred in the case where temperature data changes, much Greater than the amplitude of variation occurred in the case where pressure data changes.

By determining the quantitative relationship between all kinds of technology characteristics and productive target, can clearly go out with productive target it Between the even closer technology characteristics of quantitative relationship, so as to targetedly adjust or pay close attention in process of production these works Skill feature, and then a possibility that lifting implementation productive target.

Embodiment one

Next, the flow diagram of Parameters Analysis algorithm as shown in connection with fig. 1, cooperates Fig. 2 to illustrate the application How embodiment of the method determines the technological parameter being affected to productive target.

Fig. 2 is a kind of method flow diagram of the method for determining technological parameter provided by the embodiments of the present application, as shown in Fig. 2, This method may comprise steps of:

S201: multiclass process data of the product during manufacturing is obtained.

Under normal conditions, accessed data can be one or more production batch and be produced in process of producing product Raw mass data, i.e., data Layer 101 shown in FIG. 1.Wherein, when the data got are multiple production batch in production In the process when generated mass data, multiple production batch be can be for same or same class product production batch, For example multiple production batch is the production batch of leather shoes both for product.Then, the data got can be divided Class, to get multiclass process data of the product in the production process of at least one production batch.

Since user is possible to merely desire to understand in a certain part producing workshop or a certain part producing assembly line, to product The process data that productive target has an impact therefore, can be in a kind of implementation of the embodiment of the present application for S201 It determines the sample configuration information for being directed to product, obtains the product at least then according to the sample configuration information limited range Multiclass process data in the production process of one production batch.

Wherein, sample configuration information is used to limit the ranges of the data that can be used as data sample, for example, can be factory, The configuration informations such as workshop, assembly line, time.For example, when user wants to know about a certain workshop or production line production production When the condition of production of product, the production batch for producing the product can be divided according to workshop or production line, this Sample, the sample configuration information limited range can be corresponding to the workshop or production line that user wants to know about The data of at least one production batch.When user wants to know about in a period of time the life of (such as one month, a week) product When producing situation, the production batch for producing the product can be divided according to the time, in this way, the sample configuration information is limited Range can be the data of at least one production batch in a period of time.

After the sample configuration information for product has been determined, that is, sample defined by the sample configuration information is determined The range of data determines corresponding production batch then according to the range of the sample data, and obtains the production batch and exist Generated multiclass process data in production process, to get the number for meeting the sample configuration information limited range According to.

S202: according to the multiclass process data, multiclass technology characteristics are determined.

Get product in process of production caused by after multiclass process data, since the multiclass process data is The generated data at least one production batch, and the quantity of the multiclass process data is more.

So in order to reduce calculation amount during determining technological parameter, it can be using production batch as granularity, according to more Class process data determines the multiclass technology characteristics for the same production batch.Can using production batch as granularity, i.e., with Production batch is minimum unit, is further divided to the multiclass process data got, such as can be same by correspondence The multiclass process data of a production batch is divided into together.Then, every a kind of data in same production batch are passed through into data Transformation, determines technology characteristics corresponding with such data, to realize according to the multiclass technique in same production batch Data determine the multiclass technology characteristics for the same production batch, and then reduce meter during determining technological parameter Calculation amount, wherein a kind of technology characteristics in a production batch and a kind of data in the production batch are to close correspondingly System.Such as it when at least one production batch in S201 is two, respectively batch 1 and batch 2, can be determined by S202 The corresponding multiclass technology characteristics of batch 1 and the corresponding multiclass technology characteristics of batch 2 out, wherein the corresponding multiclass technique of batch 1 is special Sign the corresponding data of batch 1 can determine according to, the corresponding multiclass technology characteristics of batch 2 can according to batch 2 it is corresponding Data determine.

It may refer to technology characteristics layer 102 shown in FIG. 1 by the technology characteristics that S202 is obtained.

S203: the quantitative relationship between productive target and multiclass technology characteristics is determined.

Under normal conditions, user is different for the demand of product, also can be different for the productive target of product, wherein should Productive target can be understood as the expectation of the product for producing in production batch.And user generally can be with for the demand of product It is embodied by producing order, for example, when production order needs to be promoted the yield of product, it can for the productive target of product The production yields for thinking the unit time can for the productive target of product when production order needs to be promoted the yields of product The yields for thinking the product produced in production batch, when production order needs to reduce energy time-consuming, for the productive target of product It can be the production energy consumption in production batch.

In process of production, all kinds of technology characteristics are either large or small all can influence final production as a result, but every class technique Feature is different for producing the influence degree of the different aspect of result, for example, some technology characteristics will affect the good of product Product rate, some technology characteristics will affect the production yields of product.

Therefore, for different production targets, the quantitative relationship between all kinds of technology characteristics and productive target is all Difference, for example, not deposited between some technology characteristics and the productive target when productive target is the production yields of unit time In quantitative relationship, and there are quantitative relationships between some technology characteristics and the productive target.Even if all kinds of technology characteristics and life It produces between target and there is quantitative relationship, the quantitative relationship tightness degree between these technology characteristics and productive target is also likely to be Different.

So after determining the multiclass technology characteristics for the same production batch, to can be further reduced Determine the calculation amount during technological parameter.It, can also be according to sample configuration information, such as factory, vehicle before executing S203 Between, the configuration informations such as assembly line or time.Then, it is determined from the technology characteristics that S202 is obtained according to the sample configuration information Meet some processes feature of the sample configuration information, and focus on some processes feature, for example, when productive target is all one's life Produce workshop the unit time in production yields when, can be determined according to the productive target for the workshop at least one The multiclass technology characteristics of production batch.And then, the quantitative relationship between some processes feature and the productive target is determined, That is, the quantitative relationship between technology characteristics and productive target can be determined according to productive target, i.e., digging shown in FIG. 1 Dig layer 104.

In the embodiment of the present application, at least there are two types of acquisition sides for the technology characteristics determined according to productive target in S203 Formula:

The first acquisition modes can be according to the corresponding sample configuration information limited range of productive target, obtains and produces Multiclass process data of the product in the production process of at least one production batch, and by the multiclass process data by executing S202 It determines multiclass technology characteristics, and then has obtained the technology characteristics determined according to the productive target.

For example, can first obtain the production vehicle when productive target is the production yields in the unit time of a workshop Between corresponding at least one production batch generated mass data in process of producing product, and it is true according to the mass data Make the technology characteristics of the same production batch for the workshop.

Second of acquisition modes can be according to all production batch for getting in process of production caused by multiclass Process data, and the multiclass process data is determined into the multiclass technique spy for the same production batch by executing S202 Then sign is determined the technology characteristics for meeting the corresponding configuration information of the productive target from the multiclass technology characteristics, and then is obtained To the technology characteristics determined according to the productive target.

For example, similarly, when productive target is the production yields in the unit time of a workshop, first being obtained according to all The multiclass process data got determines then the multiclass technology characteristics for the same production batch are believed according to sample configuration Breath determines at least one production batch corresponding to the workshop, and according to the corresponding production batch of the workshop, from The technology characteristics of the corresponding production batch of the workshop are determined in multiclass technology characteristics, and then have been obtained according to the production mesh Mark the technology characteristics determined.

Above two acquisition modes can be understood as determining the preprocessing process of technological parameter, i.e., data Layer shown in FIG. 1 101, characteristic layer 102 and sample configuration layer 103.It the position of sample configuration layer 103 in Fig. 1 can be with above two acquisition The selection of mode and it is different, such as above-mentioned second of acquisition modes can be corresponded to shown in Fig. 1.

The technology characteristics that quantitative relationship meets preset condition are determined as the work having an impact to the productive target by S204 Skill parameter, so as to using the technological parameter as the process data for needing to control in product manufacturing.

After determining the technology characteristics between productive target with quantitative relationship, due to these technology characteristics and life The tightness degree for producing the quantitative relationship between target is different, for example, close between some technology characteristics and productive target Degree is higher, and when these technology characteristics change, which will receive larger impact, and some technology characteristics and life The tightness degree produced between target is lower, and when these technology characteristics change, the productive target is smaller by being influenced.

Further to reduce the calculation amount during determining technological parameter, can be measured from having between productive target In the technology characteristics of change relationship, further, it is determined that going out the technology characteristics being affected to productive target, that is, determines and produce The higher technology characteristics of quantitative relationship tightness degree between target, i.e., assessment shown in FIG. 1 recommend the feature in layer 105 important Property.Such as a preset condition can be set, if the quantitative relationship between technology characteristics and productive target meets the preset condition, It is considered that the technology characteristics are the technological parameter having an impact to the productive target, so as to targetedly pay close attention to these Technology characteristics, and by adjusting these technology characteristics so that rapidly lifting implementation productive target a possibility that.The default item Part can be related to application scenarios, can also be related to the demand of user, such as user it needs to be determined that going out to influence productive target Core process feature when, can by preset condition be arranged it is very high so that only very high with the productive target quantitative relationship Technology characteristics, or the preset condition is just able to satisfy with the highest technology characteristics of productive target quantitative relationship.When user needs Determine influence productive target main technique feature group when, can by preset condition be arranged it is higher so that only with this The higher a part of technology characteristics of productive target quantitative relationship are just able to satisfy the preset condition.

As it can be seen that in the embodiment of the present application, for needing the product analyzed and wish the productive target reached, it is available should Multiclass process data of the product during manufacturing, and multiclass technology characteristics are determined according to the multiclass process data, thus The number of object to be analyzed is simplified.The amount between technology characteristics and the productive target is determined using obtained all kinds of technology characteristics Quantitative relationship with the size of clearly all kinds of technology characteristics and correlation between the productive target, and is met preset condition by change relationship Technology characteristics as the technological parameter being had an impact to the productive target, the variation for the technological parameter determined can be to the production Target generates large effect.It is corresponding by the available difference productive target when producing the product of the rationally processing to data Technological parameter, so as to targetedly adjust or pay close attention in process of production the technological parameter, and then lifting implementation is raw A possibility that producing target.

After the technology characteristics for determining to can be used as technological parameter through the foregoing embodiment, the technique that meets preset condition Feature quantity may more than one, due to these technology characteristics can there are many assignment combination, and each assignment group A possibility that conjunction mode realizes productive target be not identical.Therefore, even if user knows which technology characteristics can be used as to life Produce the technological parameter that has an impact of target, can not also know how using these technology characteristics come lifting implementation productive target can It can property.

So in a kind of implementation of the embodiment of the present application, if the technological parameter determined in above-mentioned S204 includes Multiclass technology characteristics, then can after the above-mentioned S204, can with the following steps are included:

S204a: the multiclass technology characteristics as technological parameter are formed into combination of process parameters；

S204b: assignment is carried out to the technology characteristics in the combination of process parameters, and calculates and is given birth in the case of different assignment Produce the probability for realizing the productive target.

It specifically, can be by these multiclass techniques in the case where the technological parameter determined includes multiclass technology characteristics Feature forms combination of process parameters.Then, multiple assignment is carried out to the combination of process parameters, wherein every time to the technological parameter The numerical value of combination assignment can be different.After every time to the combination of process parameters assignment, the technique after assignment is joined Array closes the simulation for carrying out production process.After simulation, the production of the available combination of process parameters is as a result, then, count Calculating the production result may be implemented the probability size of productive target, i.e., layer 105 is recommended in assessment shown in FIG. 1.And so on, it can be with It obtains the combination of process parameters and carries out the probability that the productive target is realized in production in different assignment.

To more fully understand, illustrate how to carry out the combination of process parameters multiple assignment now in conjunction with Fig. 3, and To the corresponding probability for realizing productive target.

Assuming that be directed to a production batch, the technological parameter determined include temperature process feature, humidity technology characteristics and Three classes technology characteristics are then formed a combination of process parameters by pressure process feature these three types technology characteristics.Then, by this Combination of process parameters carries out assignment three times, respectively assignment situation 1 respectively: temperature process feature is 35 DEG C, pressure process feature It is 50% for 100Pa, humidity technology characteristics, assignment situation 2: temperature process feature is 35 DEG C, pressure process feature is 80Pa, wet Spending technology characteristics is 40%, assignment situation 3: temperature process feature is 30 DEG C, pressure process feature is 100Pa, humidity technique is special Sign is 40%.After every time to the combination of process parameters assignment, calculated by production simulation and to production result, it can Produce the probability for realizing productive target for 0.88, in assignment situation 2 to obtain the combination of process parameters in assignment situation 1 The lower probability for carrying out production realization productive target is 0.12, and the probability that production realization productive target is carried out in assignment situation 3 is 0.21。

Embodiment two

Next, the flow diagram of Parameters Analysis algorithm as shown in connection with fig. 1, cooperates Fig. 4 to illustrate the application How embodiment of the method determines the technological parameter being affected to productive target.

Fig. 4 is a kind of method flow diagram of the method for determining technological parameter provided by the embodiments of the present application, as shown in figure 4, This method may comprise steps of:

S401: multiclass process data of the product during manufacturing is obtained.

S402: according to the multiclass process data, multiclass technology characteristics are determined.

S403: the quantitative relationship between productive target and multiclass technology characteristics is determined.

S404: the technology characteristics that quantitative relationship meets preset condition are determined as to the work having an impact to the productive target Skill parameter, so as to using the technological parameter as the process data for needing to control in product manufacturing.

It should be noted that S201, S202, S203, S204 in S401, S402, S403, S404 and above-described embodiment one It is identical, the related introduction in above-described embodiment one is referred to, details are not described herein.

S405: recommend technological parameter for productive target.

Each productive target can have the technological parameter having an impact to it, in order to enable user could be aware that for The technological parameter that the productive target of product has an impact, so as to can achieve production with guarantee by monitoring the technological parameter The productive target of product.After the technological parameter having an impact to productive target has been determined, it can be directed to the productive target, to user Recommend the technological parameter having an impact to the productive target, i.e., application layer 106 shown in FIG. 1.

It specifically, can be by the technological parameter to equipment after the technological parameter having an impact to productive target has been determined Terminal is sent, to wish that the technological parameter can be recommended to user by device end, so that in process of production, User targetedly can adjust or pay close attention to the technological parameter.For example, when the production equipment of production product has display function And/or when voice broadcast function, productive target and corresponding technological parameter can be sent to the production equipment, with uncommon Hope the production equipment after receiving the productive target and the technological parameter, it can be with image display pattern and/or voice broadcast Mode recommends the technological parameter to user.In another example can be by productive target and corresponding technological parameter to user's Mobile terminal (for example, mobile phone, tablet computer etc.) is sent, to wish that the mobile terminal is receiving the productive target and the technique After parameter, can in a manner of short message mode, multimedia message, wechat prompting, the modes such as Advise By Wire recommend the technological parameter to user, this Sample, user can could be aware that the technological parameter having an impact for the productive target of product whenever and wherever possible.

As it can be seen that in the embodiment of the present application, for needing the product analyzed and wish the productive target reached, it is available should Multiclass process data of the product during manufacturing, and multiclass technology characteristics are determined according to the multiclass process data, thus The number of object to be analyzed is simplified.The amount between technology characteristics and the productive target is determined using obtained all kinds of technology characteristics Quantitative relationship with the size of clearly all kinds of technology characteristics and correlation between the productive target, and is met preset condition by change relationship Technology characteristics as the technological parameter being had an impact to the productive target, the variation for the technological parameter determined can be to the production Target generates large effect.It is corresponding by the available difference productive target when producing the product of the rationally processing to data Technological parameter, and can by the technological parameter to user recommend so that in process of production, user can have needle The technological parameter is paid close attention in adjustment to property, and then a possibility that lifting implementation productive target.

Further, in a kind of implementation of the embodiment of the present application, if the technological parameter determined in above-mentioned S404 Include multiclass technology characteristics, wherein, then after above-mentioned S404, can with the following steps are included:

S404a: the multiclass technology characteristics as technological parameter are formed into combination of process parameters.

S404b: assignment is carried out to the technology characteristics in the combination of process parameters, and calculates and is given birth in the case of different assignment Produce the probability for realizing the productive target.

It should be noted that S404a, S404b are identical as S204a, S204b in above-described embodiment one, above-mentioned reality is referred to The related introduction in example one is applied, details are not described herein.

S404c: the combination of process parameters in the case of different assignment is shown with corresponding probability.

Since demand of the combination of process parameters in the case of different assignment for working condition is different, such as some assignment feelings Combination of process parameters under condition is more demanding for temperature condition, and the combination of process parameters in the case of some assignment is for humidity item Part requires height, and the working condition of each workshop is also different, therefore, the working condition of not each workshop The combination of process parameters being able to satisfy in the case of same assignment.In this way, different users needs according to respective working condition To select the combination of process parameters in the case of a kind of assignment more to tally with the actual situation.

Therefore, for user can be allowed to can choose the combination of process parameters in the case of more suitable assignment, optionally, this Shen Please be in embodiment, after the combination of process parameters when calculating different assignment realizes the probability of productive target, it can will Combination of process parameters in the case of different assignment is shown with corresponding probability, i.e., application layer 106 shown in FIG. 1.

Wherein, the mode combination of process parameters in the case of different assignment being shown with corresponding probability to user, It can be voice broadcasting modes, or image display pattern can also be short message alerting pattern.Certainly, it is mentioned in addition to above-mentioned And exhibition method other than, can also be other achievable exhibition methods, here not for the mode that is shown to user It is defined.

To more fully understand, continue to illustrate how with the example in S204b by the technological parameter in the case of different assignment Combination is shown with corresponding probability to user.

Fig. 3 is that a kind of technological parameter provided by the embodiments of the present application recommends application interface, as shown in figure 3, meeting in the interface Showing and can be used as the technology characteristics of technological parameter is respectively temperature process feature, humidity technology characteristics and pressure process feature These three types of technology characteristics, and the combination of process parameters of these three types of technology characteristics composition are corresponding general in different assignment Rate.It is corresponding such as when temperature process feature is 35 DEG C, pressure process feature is 100Pa, humidity technology characteristics are 50% Probability is 0.88；When temperature process feature is 35 DEG C, pressure process feature is 80Pa, humidity technology characteristics are 40%, institute is right The probability answered is 0.12；When temperature process feature is 30 DEG C, pressure process feature is 100Pa, humidity technology characteristics are 40%, Corresponding probability is 0.21.At this point it is possible to the combination of process parameters assignment situation of maximum probability be recommended user, due to assigning It is general corresponding to value situation 1 (temperature process feature is 35 DEG C, pressure process feature is 100Pa, humidity technology characteristics are 50%) Rate is maximum, therefore, can recommend user using the corresponding each technology characteristics parameter value of assignment situation 1 as recommendation.

As it can be seen that in the embodiment of the present application, by the way that the multiclass technology characteristics of technological parameter will be used as to form technological parameter group It closes, then, assignment is carried out to the technology characteristics in the combination of process parameters, then, calculate the technique ginseng in the case of different assignment Array close carries out production realize the productive target probability, and by the case of different assignment combination of process parameters with it is corresponding Probability is shown so that user know how using as the technology characteristics of technological parameter come lifting implementation productive target A possibility that, and in the case of user can select a kind of assignment more to tally with the actual situation according to the working condition of oneself Combination of process parameters.

Embodiment three

The corresponding equipment of method provided below the embodiment of the present application one is introduced.

Referring to Fig. 5, for a kind of device for determining technological parameter that one embodiment of the application provides, described device includes obtaining Unit 501, the first determination unit 502, the second determination unit 503 and third determination unit 504:

The acquiring unit 501, for obtaining multiclass process data of the product during manufacturing；

First determination unit 502, for determining multiclass technology characteristics according to the multiclass process data；

Second determination unit 503, for determining the quantitative relationship between productive target and multiclass technology characteristics；

The third determination unit 504, the technology characteristics for quantitative relationship to be met preset condition are determined as to described The technological parameter that productive target has an impact, so as to using the technological parameter as the technique number for needing to control in product manufacturing According to.

Optionally, described device further include:

Optionally, the acquiring unit 501 includes determining subelement and obtaining subelement:

It is a kind of composition schematic diagram of hardware structure provided by the embodiments of the present application, comprising: at least one referring to Fig. 6 It manages device 601 (such as CPU), memory 602 and at least one communication bus 603, it is logical for realizing the connection between these devices Letter.Processor 601 is for executing the executable module stored in memory 602, such as computer program.Memory 602 may Include high-speed random access memory (RAM:Random Access Memory), it is also possible to further include non-labile memory (non-volatilememory), a for example, at least magnetic disk storage.One or more than one program are stored in memory In, and be configured to by one or more than one processor 601 execute the one or more programs include be used for The instruction performed the following operation:

Obtain multiclass process data of the product during manufacturing；

In some embodiments, processor 601 is specifically used for executing the one or more programs including to use In the instruction performed the following operation:

Example IV

The corresponding equipment of method provided below the embodiment of the present application two is introduced.

Referring to Fig. 7, for a kind of device for recommending technological parameter provided by the embodiments of the present application, described device includes obtaining list First 701, first determination unit 702, the second determination unit 703, third determination unit 704 and recommendation unit 705:

The acquiring unit 701, for obtaining multiclass process data of the product during manufacturing；

First determination unit 702, for determining multiclass technology characteristics according to the multiclass process data；

Second determination unit 703, for determining the quantitative relationship between productive target and multiclass technology characteristics；

The third determination unit 704, the technology characteristics for quantitative relationship to be met preset condition are determined as to described The technological parameter that productive target has an impact, so as to using the technological parameter as the technique number for needing to control in product manufacturing According to；

The recommendation unit 705, for recommending the technological parameter for the productive target.

Obtain multiclass process data of the product during manufacturing；

Recommend the technological parameter for the productive target.

Those of ordinary skill in the art will appreciate that: realize that all or part of the steps of above method embodiment can pass through The relevant hardware of program instruction is completed, and foregoing routine can be stored in a computer readable storage medium, which exists When execution, step including the steps of the foregoing method embodiments is executed；And storage medium above-mentioned can be at least one in following media Kind: read-only memory (English: read-onlymemory, abbreviation: ROM), RAM, magnetic or disk etc. are various to can store journey The medium of sequence code.

It should be noted that all the embodiments in this specification are described in a progressive manner, each embodiment it Between same and similar part may refer to each other, each embodiment focuses on the differences from other embodiments. For equipment and system embodiment, since it is substantially similar to the method embodiment, so describe fairly simple, The relevent part can refer to the partial explaination of embodiments of method.Equipment and system embodiment described above is only schematic , wherein unit may or may not be physically separated as illustrated by the separation member, it is shown as a unit Component may or may not be physical unit, it can and it is in one place, or may be distributed over multiple networks On unit.Some or all of the modules therein can be selected to achieve the purpose of the solution of this embodiment according to the actual needs. Those of ordinary skill in the art can understand and implement without creative efforts.

The above, only a kind of specific embodiment of the application, but the protection scope of the application is not limited thereto, Within the technical scope of the present application, any changes or substitutions that can be easily thought of by anyone skilled in the art, Should all it cover within the scope of protection of this application.Therefore, the protection scope of the application should be with scope of protection of the claims Subject to.

Claims

1. a kind of method of determining technological parameter, which is characterized in that the described method includes:

Obtain multiclass process data of the product during manufacturing；

The technology characteristics that quantitative relationship meets preset condition are determined as to the technological parameter having an impact to the productive target, with Just using the technological parameter as the process data for needing to control in product manufacturing.

2. the method according to claim 1, wherein special in the technique that quantitative relationship is met preset condition Sign is determined as after the technological parameter having an impact to the productive target, if the technological parameter includes multiclass technology characteristics, The method also includes:

Assignment is carried out to the feature in the combination of process parameters, and is calculated and is carried out production in the case of different assignment and realize the life Produce the probability of target.

3. according to the method described in claim 2, it is characterized in that, the method also includes:

4. the method according to claim 1, wherein the multiclass technological parameter includes machine system data, passes Sensor acquires any more in data, product quality detection data, technique initialization data, operator's data and environmental status data A classification.

5. the method according to claim 1, which is characterized in that the acquisition product is at least one life Produce the multiclass process data in the production process of batch, comprising:

The product is obtained in the production process of at least one production batch according to the sample configuration information limited range In multiclass process data.

6. a kind of method for recommending technological parameter, which is characterized in that the described method includes:

Obtain multiclass process data of the product during manufacturing；

The technology characteristics that quantitative relationship meets preset condition are determined as to the technological parameter having an impact to the productive target, with Just using the technological parameter as the process data for needing to control in product manufacturing；

Recommend the technological parameter for the productive target.

7. according to the method described in claim 6, it is characterized in that, special in the technique that quantitative relationship is met preset condition Sign is determined as after the technological parameter having an impact to the productive target, if the technological parameter includes multiclass technology characteristics, The method also includes:

Assignment is carried out to the technology characteristics in the combination of process parameters, and is calculated and is carried out production in the case of different assignment and realize institute State the probability of productive target；

8. method according to claim 6 or 7, which is characterized in that the multiclass technological parameter include machine system data, Sensor acquires any in data, product quality detection data, technique initialization data, operator's data and environmental status data Multiple classifications.

9. a kind of device of determining technological parameter, which is characterized in that described device includes acquiring unit, the first determination unit, Two determination units and third determination unit:

The third determination unit, the technology characteristics for quantitative relationship to be met preset condition are determined as to the productive target The technological parameter having an impact, so as to using the technological parameter as the process data for needing to control in product manufacturing.

10. a kind of device of determining technological parameter, which is characterized in that include memory and one or more than one Program, perhaps more than one program is stored in memory and is configured to by one or more than one processing for one of them It includes the instruction for performing the following operation that device, which executes the one or more programs:

Obtain multiclass process data of the product during manufacturing；

11. a kind of device for recommending technological parameter, which is characterized in that described device includes acquiring unit, the first determination unit, the Two determination units, third determination unit and recommendation unit:

The third determination unit, the technology characteristics for quantitative relationship to be met preset condition are determined as to the productive target The technological parameter having an impact, so as to using the technological parameter as the process data for needing to control in product manufacturing；

12. a kind of device for recommending technological parameter, which is characterized in that include memory and one or more than one Program, perhaps more than one program is stored in memory and is configured to by one or more than one processing for one of them It includes the instruction for performing the following operation that device, which executes the one or more programs:

Obtain multiclass process data of the product during manufacturing；

Recommend the technological parameter for the productive target.