CN108805191A - A kind of merchandiser management method according to the automatic complement of loss rule - Google Patents
A kind of merchandiser management method according to the automatic complement of loss rule Download PDFInfo
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- CN108805191A CN108805191A CN201810550436.6A CN201810550436A CN108805191A CN 108805191 A CN108805191 A CN 108805191A CN 201810550436 A CN201810550436 A CN 201810550436A CN 108805191 A CN108805191 A CN 108805191A
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- G06F—ELECTRIC DIGITAL DATA PROCESSING
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- G06F18/24—Classification techniques
- G06F18/241—Classification techniques relating to the classification model, e.g. parametric or non-parametric approaches
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- G06F—ELECTRIC DIGITAL DATA PROCESSING
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Abstract
The invention discloses a kind of merchandiser management methods according to the automatic complement of loss rule.Traditional order management and implementation follow-up and the monitoring link that artificial treatment is relied primarily on single process.Therefore, it operates very complicated.There is larger correlation between field of textiles, the cloth loss situation of different colours.The present invention calculates the support, confidence level, promotion degree for obtaining a variety of colors cloth complement situation according to correlation rule, filters out the coupling association group of each color cloth.Using the method for clustering, the coupled systemes manifold that expert provides is modified, substantially increases the precision of the coefficient of coup between each cloth classification.The present invention combines the coefficient of coup between coupling association group and each cloth classification, establishes loss rule base.The loss rule base established in this way more tallies with the actual situation, but also the accuracy higher that automatic complement is reminded.
Description
Technical field
The invention belongs to textile industry merchandiser technical fields, and in particular to it is a kind of according to the automatic complement of loss rule with single tube
Reason method.
Background technology
Traditional order management and implementation follow-up and the monitoring link that artificial treatment is relied primarily on single process, current
Application system is mainly based upon the practice operating system of desktop, for order and merchandiser be limited primarily to each department's concern with this
The business operation of department, therefore, operation are very complicated.In field of textiles, have between the cloth loss situation of different colours compared with
Big correlation, if can be according to the relationship between each color cloth, merchandiser can be greatly speeded up by sending out complement prompt automatically
Efficiency reduces error rate.
Invention content
The purpose of the present invention is to provide a kind of merchandiser management methods according to the automatic complement of loss rule.
The present invention is as follows：
Step 1: the complement situation of statistics production division n kinds color cloth within a times, a=100 day.According to statistical result, lead to
It crosses correlation rule and calculates support, confidence level and the promotion degree of n kind color cloth complements situation between any two.
Step 2: setting minimum support mins as 0.5, min confidence minc is 0.4.According to minimum support mins
With min confidence minc, n kind color clothes corresponding coupling association group is determined.A kind of corresponding coupling of color cloth
Association group refers to the set of each fabric color classification closely related with this kind of color cloth.If two kinds of fabric color classifications it
Between support be more than minimum support mins, confidence level is more than min confidence minc, and promotions degree is more than 1.1, then this two
Kind fabric color classification is closely related.
Step 3: x1Name merchandiser managerial expert is respectively to n kind color clothes and various face in corresponding coupling association group
Association level of intimate between painting cloth material is assessed, and coefficient of coup estimated value is obtained.Coefficient of coup estimated valueIt indicates
ThekA expert is for theiA fabric color classification and theiThe in a coupling association groupjA fabric color classification is evaluated
The coefficient of coup estimated value obtained.k=1,2,…,x1；i=1,2,…,n；j=1,2,…,m i 。m i It isiA coupling is associated with group
The quantity of interior fabric color classification.TheiA coupling association group is theiA fabric color classification corresponding coupling association group.
Calculate the classification factor of each merchandiser managerial expert.ThekThe classification factor of a merchandiser managerial expertExpression
Formula such as formula（1）：
Formula（1）；
Step 4: calculating the likeness coefficient of each merchandiser managerial expert invited in step 3 between any two.D-th with menu manager
The likeness coefficient of expert and e-th of merchandiser managerial expertExpression formula such as formula（2）：
Formula（2）；
If, then d-th of merchandiser managerial expert and e-th of merchandiser managerial expert similar opinion expert each other.x1
A merchandiser managerial expert is divided into s expert's set.Any one merchandiser managerial expert exists extremely in corresponding expert's set
A few similar opinion expert, and similar opinion expert is not present in other experts set.
Wherein,； w=15；To be located at sectionInterior likeness coefficient
The ratio of number and likeness coefficient total number.
Step 5: calculating the confidence factor of each merchandiser managerial expert.ThekThe confidence factor of a merchandiser managerial expert.Wherein,kA merchandiser managerial expert belongs in q-th of expert's set,For the merchandiser in q-th of expert's set
The number of managerial expert.
Calculate the weight coefficient of each merchandiser managerial expert.ThekThe weight coefficient of a merchandiser managerial expert。
The final coefficient of coup is determined according to the weight coefficient of each expert.The coefficient of coup。
Step 6：Establish loss rule base.It is lost in rule base comprising n kind color clothes corresponding coupling association group, n
The coefficient of coup of various clothes in kind color cloth coupling association corresponding with itself group。
Step 7: the rare grade of evaluation a variety of colors cloth.5 grades of rare ranking score：Respectively 1 grade, 2 grades, 3 grades, 4
Grade, 5 grades.
Step 8: when a kind of cloth of color needs complement, the color of this kind of cloth, required supplement amount are recorded
In production single operation daily record processed, it is convenient for the inquiry of staff.
Meanwhile this kind of color order corresponding coupling association group is searched in rule base is lost with single system.And at this
Coupling association group selects query color cloth.Query color cloth is that the coupling is associated in following 5 conditions of satisfaction in group
The fabric color classification of any one：
（1）The fabric color classification that rare grade is 5 grades.
（2）80% fabric color classification before rare grade is 4 grades, and the coefficient of coup comes in coupling association group.
（3）60% fabric color classification before rare grade is 3 grades, and the coefficient of coup comes in coupling association group.
（4）40% fabric color classification before rare grade is 2 grades, and the coefficient of coup comes in coupling association group.
（5）20% fabric color classification before rare grade is 1 grade, and the coefficient of coup comes in coupling association group.
Step 9: sending out the inquiry whether each query color cloth type needs synchronous complement to production division with single system
It asks.
Further, in step 3, coefficient of coup estimated value u ijk Pass through normalized, that is, makes。
Further, in step 7,1 grade of rare grade indicates the fabric color that can be transferred from the external world within one day
Type.2 grades of rare grade indicates to need one day to the three days fabric color type that could be transferred from the external world.Rare grade 3
Grade indicates to need three days to the seven days fabric color types that could be transferred from the external world.Rare class 4 grade indicates to need seven days
The fabric color type that could be transferred to ten days from the external world.2 grades of rare grade expression needs ten days or more could be from the external world
The fabric color type transferred.
The invention has the advantages that：
1, the present invention calculates the support, confidence level, promotion for obtaining a variety of colors cloth complement situation according to correlation rule
Degree filters out the coupling association group of each color cloth.Using the method for clustering, the coupled systemes manifold that expert is provided
It is modified, substantially increases the precision of the coefficient of coup between each cloth classification.
2, the present invention combines the coefficient of coup between coupling association group and each cloth classification, establishes loss rule base.
The coupling rule base established in this way more tallies with the actual situation, but also the accuracy higher that automatic complement is reminded.
Description of the drawings
Fig. 1 is the flow diagram of the present invention.
Specific implementation mode
Below in conjunction with attached drawing, the invention will be further described.
As shown in Figure 1, a kind of merchandiser management method according to the automatic complement of loss rule is as follows：
Step 1: the complement situation of statistics production division n kinds color cloth within a times, a=100 day.According to statistical result, lead to
It crosses correlation rule and calculates support, confidence level and the promotion degree of n kind color cloth complements situation between any two.
Step 2: setting minimum support mins as 0.5, min confidence minc is 0.4.According to minimum support mins
With min confidence minc, n kind color clothes corresponding coupling association group is determined.A kind of corresponding coupling of color cloth
Association group refers to the set of each color cloth closely related with this kind of color cloth.If the support between two kinds of color clothes
Degree is more than minimum support mins, and confidence level is more than min confidence minc, and promotion degree is more than 1.1, then it is assumed that both face
Painting cloth material is closely related.
Step 3: x1Name merchandiser managerial expert calculates the support obtained, confidence level, promotion degree according to by step 1, and
It is close in conjunction with association of the experience respectively between n kind color clothes and a variety of colors cloth in corresponding coupling association group
Degree is assessed, and coefficient of coup estimated value is obtained.Coefficient of coup estimated valueIndicate thekA expert is for theiKind face
Painting cloth material andiThe in a coupling association groupjKind color cloth carries out the coefficient of coup estimated value that evaluation obtains.k=1,
2,…,x1；i=1,2,…,n；j=1,2,…,m i 。m i It isiThe kind number of cloth in a coupling association group.The coefficient of coup is estimated
Value u ijk Pass through normalized, that is, makes.TheiA coupling association group is theiKind face
The corresponding coupling of painting cloth material is associated with group.
Calculate the classification factor of each merchandiser managerial expert.ThekThe classification factor of a merchandiser managerial expertExpression
Formula such as formula（1）：
Formula（1）；
Step 4: calculating the likeness coefficient of each merchandiser managerial expert invited in step 3 between any two.D-th with menu manager
The likeness coefficient of expert and e-th of merchandiser managerial expertExpression formula such as formula（2）：
Formula（2）；
By formula（1）And formula（2）, can obtain。Closer 0, d
A merchandiser managerial expert is more similar to the evaluation opinion of e-th of merchandiser managerial expert.
If, then similar opinion is special each other to e-th of merchandiser managerial expert by d-th of merchandiser managerial expert
Family.x1A merchandiser managerial expert is divided into s expert's set.Any one merchandiser managerial expert deposits in corresponding expert's set
In at least one similar opinion expert, and similar opinion expert is not present in other experts set.
Wherein,； w=15；To be located at sectionInterior likeness coefficient
The ratio of number and likeness coefficient total number.Likeness coefficient total number is。
Step 5: calculating the confidence factor of each merchandiser managerial expert.ThekThe confidence factor of a merchandiser managerial expert.Wherein,kA merchandiser managerial expert belongs in q-th of expert's set,For the merchandiser in q-th of expert's set
The number of managerial expert.Each expert's confidence factor having the same in same expert's set, and confidence factor is bigger, the expert
The number of expert is more in set.The more expert's set of number more meets the evaluation opinion of most of experts, should distribute larger
Weight coefficient.
Therefore, the weight coefficient of each merchandiser managerial expert is calculated.ThekThe weight coefficient of a merchandiser managerial expert,Gather the quadratic sum of interior expert's number for each expert.It is determined according to the weight coefficient of each expert final
The coefficient of coup.The coefficient of coup.The coefficient of coupIndicate theiKind of color cloth and theiA coupling association
In groupjThe coefficient of coup of kind color cloth.
Step 6：Establish loss rule base.It is lost in rule base comprising n kind color clothes corresponding coupling association group, n
The coefficient of coup of various clothes in kind color cloth coupling association corresponding with itself group。
Step 7: the rare grade of evaluation a variety of colors cloth.5 grades of rare ranking score：Respectively 1 grade, 2 grades, 3 grades, 4
Grade, 5 grades.1 grade of rare grade indicates the fabric color type that can be transferred from the external world within one day.2 grades of tables of rare grade
Show and needs one day to the three days fabric color type that could be transferred from the external world.3 grades of rare grade indicates to need three days to seven
Its fabric color type that could be transferred from the external world.Rare class 4 grade indicates to need could adjust from the external world for seven days to ten days
The fabric color type obtained.The fabric color that 2 grades of rare grade expression needs ten days or more could be transferred from the external world
Type.
Step 8: when a kind of cloth of color needs complement, the color of this kind of cloth, required supplement amount are recorded
In production single operation daily record processed, it is convenient for the inquiry of staff.
Meanwhile this kind of color order corresponding coupling association group is searched in rule base is lost with single system.And at this
Coupling association group selects query color cloth.Query color cloth is that the coupling is associated in following 5 conditions of satisfaction in group
The fabric color classification of any one：
（1）The fabric color classification that rare grade is 5 grades；
（2）80% fabric color classification before rare grade is 4 grades, and the coefficient of coup comes in coupling association group；
（3）60% fabric color classification before rare grade is 3 grades, and the coefficient of coup comes in coupling association group；
（4）40% fabric color classification before rare grade is 2 grades, and the coefficient of coup comes in coupling association group；
（5）20% fabric color classification before rare grade is 1 grade, and the coefficient of coup comes in coupling association group；
Step 9: sending out the inquiry whether each query color cloth type needs synchronous complement to production division with single system.
Claims (3)
1. a kind of merchandiser management method according to the automatic complement of loss rule；It is characterized in that：Step 1: statistics production division exists
The complement situation of n kinds color cloth, a=100 day in a times；According to statistical result, n kind color clothes are calculated by correlation rule
Support, confidence level and the promotion degree of complement situation between any two；
Step 2: setting minimum support mins as 0.5, min confidence minc is 0.4；According to minimum support mins and most
Small confidence level minc determines n kind color clothes corresponding coupling association group；A kind of corresponding coupling association of color cloth
Group refers to the set of each fabric color classification closely related with this kind of color cloth；If between two kinds of fabric color classifications
Support is more than minimum support mins, and confidence level is more than min confidence minc, and promotion degree is more than 1.1, then both cloth
Expect that colour type is closely related；
Step 3: x1Name merchandiser managerial expert is respectively to n kind color clothes and a variety of colors cloth in corresponding coupling association group
Between association level of intimate assessed, obtain coefficient of coup estimated value；Coefficient of coup estimated valueIndicate thekIt is a special
Family is for theiA fabric color classification and theiThe in a coupling association groupjA fabric color classification carries out the coupling that evaluation obtains
Collaboration number estimated value；k=1,2,…,x1；i=1,2,…,n；j=1,2,…,m i ；m i It isiCloth face in a coupling association group
The quantity of color classification；TheiA coupling association group is theiA fabric color classification corresponding coupling association group；
Calculate the classification factor of each merchandiser managerial expert；ThekThe classification factor of a merchandiser managerial expertExpression formula such as
Formula（1）：
Formula（1）；
Step 4: calculating the likeness coefficient of each merchandiser managerial expert invited in step 3 between any two；D-th with menu manager
The likeness coefficient of expert and e-th of merchandiser managerial expertExpression formula such as formula（2）：
Formula（2）；
If, then d-th of merchandiser managerial expert and e-th of merchandiser managerial expert similar opinion expert each other；x1It is a
Merchandiser managerial expert is divided into s expert's set；Any one merchandiser managerial expert exists at least in corresponding expert's set
One similar opinion expert, and similar opinion expert is not present in other experts set；
Wherein,； w=15；To be located at sectionThe number of interior likeness coefficient
With the ratio of likeness coefficient total number；
Step 5: calculating the confidence factor of each merchandiser managerial expert；ThekThe confidence factor of a merchandiser managerial expert；
Wherein,kA merchandiser managerial expert belongs in q-th of expert's set,For the merchandiser managerial expert's in q-th of expert's set
Number；
Calculate the weight coefficient of each merchandiser managerial expert；ThekThe weight coefficient of a merchandiser managerial expert；According to
The weight coefficient of each expert determines the final coefficient of coup；The coefficient of coup；
Step 6：Establish loss rule base；It is lost in rule base comprising n kind color clothes corresponding coupling association group, n kind face
The coefficient of coup of various clothes in painting cloth material coupling association corresponding with itself group；
Step 7: the rare grade of evaluation a variety of colors cloth；5 grades of rare ranking score：Respectively 1 grade, 2 grades, 3 grades, 4 grades, 5
Grade；
Step 8: when a kind of cloth of color needs complement, production is recorded in the color of this kind of cloth, required supplement amount
In single operation daily record processed, it is convenient for the inquiry of staff；
Meanwhile this kind of color order corresponding coupling association group is searched in rule base is lost with single system；And in the coupling
Association group selects query color cloth；Query color cloth is that the coupling is associated in following 5 conditions of satisfaction in group arbitrarily
One fabric color classification：
（1）The fabric color classification that rare grade is 5 grades；
（2）80% fabric color classification before rare grade is 4 grades, and the coefficient of coup comes in coupling association group；
（3）60% fabric color classification before rare grade is 3 grades, and the coefficient of coup comes in coupling association group；
（4）40% fabric color classification before rare grade is 2 grades, and the coefficient of coup comes in coupling association group；
（5）20% fabric color classification before rare grade is 1 grade, and the coefficient of coup comes in coupling association group；
Step 9: sending out the inquiry whether each query color cloth type needs synchronous complement to production division with single system.
2. a kind of merchandiser management method according to the automatic complement of loss rule according to claim 1, it is characterised in that：
In step 3, coefficient of coup estimated value u ijk Pass through normalized, that is, makes。
3. a kind of merchandiser management method according to the automatic complement of loss rule according to claim 1, it is characterised in that：Step
In rapid seven, 1 grade of rare grade indicates the fabric color type that can be transferred from the external world within one day；2 grades of tables of rare grade
Show and needs one day to the three days fabric color type that could be transferred from the external world；3 grades of rare grade indicates to need three days to seven
Its fabric color type that could be transferred from the external world；Rare class 4 grade indicates to need could adjust from the external world for seven days to ten days
The fabric color type obtained；Rare class 5 grade indicate to need ten days it is above could be from the extraneous fabric color that transfer
Type.
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Cited By (2)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN109655155A (en) * | 2018-12-05 | 2019-04-19 | 北京印刷学院 | Lighting source colour rendering evaluation method and device |
| CN110880073A (en) * | 2019-11-19 | 2020-03-13 | 广东溢达纺织有限公司 | Fabric production control method and device and computer equipment |
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| CN101180523A (en) * | 2005-05-05 | 2008-05-14 | 纳幕尔杜邦公司 | Color clustering technique for matching refinish paints |
| CN103700005A (en) * | 2013-12-17 | 2014-04-02 | 南京信息工程大学 | Association-rule recommending method based on self-adaptive multiple minimum supports |
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Cited By (4)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN109655155A (en) * | 2018-12-05 | 2019-04-19 | 北京印刷学院 | Lighting source colour rendering evaluation method and device |
| CN109655155B (en) * | 2018-12-05 | 2020-09-29 | 北京印刷学院 | Method and device for evaluating color rendering of illumination light source |
| CN110880073A (en) * | 2019-11-19 | 2020-03-13 | 广东溢达纺织有限公司 | Fabric production control method and device and computer equipment |
| CN110880073B (en) * | 2019-11-19 | 2022-09-16 | 广东溢达纺织有限公司 | Fabric production control method and device and computer equipment |
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