CN101511075A - Communication service billing method and communication service billing system - Google Patents
Communication service billing method and communication service billing system Download PDFInfo
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- CN101511075A CN101511075A CNA2009101057896A CN200910105789A CN101511075A CN 101511075 A CN101511075 A CN 101511075A CN A2009101057896 A CNA2009101057896 A CN A2009101057896A CN 200910105789 A CN200910105789 A CN 200910105789A CN 101511075 A CN101511075 A CN 101511075A
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Abstract
The invention provides a communication service charging method and a communication service charging system aiming at non-flexible disfigurement that the present content charging method does not consider same service value to various user, which relates to the communication charging. The communication service charging method is used for charging each service according with a service recorder, when a service times exceeds pre-set service time lower limit value, using the method can confirm requirement elasticity according with the service recorder and the pre-set user's attribute, and charge to each service according with the requirement elasticity and each service amounn. The invention also provides a communication service charging system. Same service value to various user can be obtained by analyzing the user's service recorder which can use various charge unite price to various user. The method and system provided by the invention can improve flexibility of the present content charging, make the charging method more reasonable and increase earning of mobile operators.
Description
Technical field
The present invention relates to communication charge, more particularly, relate to a kind of communication service charging method and communication service charging system.
Background technology
Consumer's layer goes out continuous individual demand provides new business opportunity for mobile operator, becomes the new developing direction of operator for adapting to the mobile personalized service that these demands produce.Mobile personalized service is meant the provider of mobile content and service according to personal touch such as age of user, identity, occupations, and factors such as individual preference are for the user provides personalized targetedly service.It is the situation at center with the transaction that this method of service has changed the service of moving in the past, then changes to customer-centric, service-centric, and personalized more, the hommization of providing of service is provided.The Ring Back Tone service of fashionable mobile phone and Personal Handyphone System just becomes operator's bright spot of maximum in value-added service in recent years, also is simple, the most direct embodiment of the personalized service of mobile Internet, for operator brings objective income.Understanding on the basis of customer personalized changes in demand trend, mobile communication market is segmented, developing is targetedly, personalized business will become operator and improve occupation rate of market, strengthen enterprise competitiveness one sharp weapon.When mobile Internet develops into to a certain degree, mobile Internet business is gradually after the maturation, also must be the same with the internet, for the user provides variation, personalized service.
Charging is an important component part of mobile Internet solution, and after mobile personalized service was carried out, its charging method became a urgently open question.Before the mobile Internet epoch arrive, operator also only provides speech business and simple data service, and adopt by duration, in due order, the user is chargeed by simple charging way such as flow and monthly payment, and professional content and the object that provides thereof are not provided.The content charging of Chu Xianing in recent years can be adopted different charging policy and charging way according to its market operation needs for various different business.Yet operator only is confined to also accomplish how technically that to the definition of content charging carrying out data acquisition, data association and valuation accurately at data, services charges at present, and it fails to consider the value of same service to different user.Therefore, the obvious underaction of existing content charging mode, it begins no longer to adapt to the demand of user and operator gradually.
Therefore, need a kind of new charging way, can charge to different service objects' value, overcome the defective that prior art exists with this in conjunction with every kind of service.
Summary of the invention
The technical problem to be solved in the present invention is, fails to consider that at existing content charging mode same service causes the defective of charging way underaction thus to the value of different user, and a kind of communication service charging method and communication service charging system are provided.
The technical solution adopted for the present invention to solve the technical problems is:
Construct a kind of communication service charging method, be used for according to service log each service charging, when the service times that is included in this communication service surpasses predefined service times lower limit, determine demand elasticity according to described service log and preset user attribute, again according to the volume of services of demand elasticity and each service to each service charging.
In communication service charging method provided by the invention,
The volume of services Q and the charging unit price p that comprise each service in the described service log;
Described user property comprises income y, preference value e;
Satisfy between the volume of services Q of each service and charging unit price p, income y, the preference value e:
lnQ=β
0+β
1?ln?p+β
2?ln?y+β
3?ln?e+u
β wherein
0, u is normal parameter, β
1, β
2, β
3Be respectively the weight of charging unit price p, income y, preference value e;
Demand elasticity ε satisfies:
Then when described service times surpasses described service times lower limit, the step of described definite demand elasticity further comprises and preestablishes the service log of number of times service and the weight beta that described user property is determined charging unit price p recently before taking place according to each service
1, determine demand elasticity ε thus.
In communication service charging method provided by the invention, when described service times surpasses described service times lower limit,
The cost C of each service satisfies:
C=f(Q),
The charging unit price p of each service satisfies:
Then the step to each service charging further comprises:
Determine the charging unit price of this time service according to the volume of services of described demand elasticity and each service;
The volume of services of the described charging unit price of foundation and this time service is to each service charging.
In communication service charging method provided by the invention, when the described service times lower limit of described service times no show, described method comprises according to the volume of services of each service and the pairing charging unit price that sets in advance of this time service coming this time service charging.
The present invention also provides a kind of communication service charging system, comprising:
Acquisition server is used for the service log that collection communication is served;
Accounting server, communicate to connect with acquisition server, be used for when the service times of this communication service surpasses predefined service times lower limit, determine demand elasticity according to described service log and preset user attribute, again according to the volume of services of demand elasticity and each service to each service charging.
In communication service charging system provided by the invention,
The volume of services Q and the charging unit price p that comprise each service in the described service log;
Described user property comprises income y, preference value e;
Satisfy between the volume of services Q of each service and charging unit price p, income y, the preference value e:
lnQ=β
0+β
1?ln?p+β
2?ln?y+β
3?ln?e+u
Wherein β 0, u are normal parameter, β
1, β
2, β
3Be respectively the weight of charging unit price p, income y, preference value e;
Demand elasticity ε satisfies:
Then when described service times surpasses described service times lower limit, described accounting server preestablishes the service log of number of times service and the weight beta that described user property is determined charging unit price p before being used for taking place according to each service recently
1, determine demand elasticity ε thus.
In communication service charging system provided by the invention, when described service times surpasses described service times lower limit,
The cost C of each service satisfies:
C=f(Q),
The charging unit price p of each service satisfies:
Then described accounting server is used for:
Determine the charging unit price of this time service according to the volume of services of described demand elasticity and each service;
The volume of services of the described charging unit price of foundation and this time service is to this time service charging.
In communication service charging system provided by the invention, when the described service times lower limit of described service time no show, described accounting server is used for coming this time service charging according to the volume of services of each service and the pairing charging unit price that sets in advance of this time service.
Implement technical scheme of the present invention, has following beneficial effect: by the service log of analysis user, can obtain the value of same service to different user, come to adopt different charging unit prices to charge with this at different user, can effectively improve the flexibility of existing content charging, make charging way more reasonable, increase the income of mobile operator.
Description of drawings
The invention will be further described below in conjunction with drawings and Examples, in the accompanying drawing:
Fig. 1 is the flow chart according to the communication service charging method of a preferred embodiment of the present invention;
Fig. 2 is the logical construction schematic diagram according to the communication service charging system of a preferred embodiment of the present invention.
Embodiment
In order to make purpose of the present invention, technical scheme and advantage clearer,, the present invention is further elaborated below in conjunction with drawings and Examples.Should be appreciated that specific embodiment described herein only in order to explanation the present invention, and be not used in qualification the present invention.
The invention provides a kind of communication service charging method and communication service charging system,, obtain the value of same service, come to adopt different charging unit prices to charge at different user with this to different user by the service log of analysis user.Below just with specific embodiment technical scheme provided by the invention is described in detail in conjunction with the accompanying drawings.
In daily life, each user is different to the interest of different communication services, and different user also is different to the interest of same communication service.For example, the student is denseer to the interest of services such as note, multimedia message, CRBT, and the business people then prefers basic speech business and the data service that is used to send and receive e-mail.Therefore, can be each (or each class) user and set up interest (Hobby) model, for example:
Hobby={h
1,h
2,..h
j,...,h
m}
={(b
1,ε
1,t
1),(b
2,ε
2,t
2),...(b
j,ε
j,t
j),...,(b
m,ε
m,t
m)}
H wherein
jBe j characteristic item of user interest, (h
j, ε
j, t
j) be j characteristic node of user interest, b
jBe service keyword (for example service name), ε
jFor the user to b
jDemand elasticity, t
jBe ε
jThe last update time, suppose that user interest does not change in a research cycle, promptly at t
jWhen constant, corresponding ε
jRemain unchanged.
The key of setting up this model is demand elasticity ε
jObtain.The influence of factors such as the charging unit price that demand elasticity is served, user's income, user preference, in personalized service, user preference is bigger to the influence of demand elasticity, should be as the Consideration of a key.In the specific implementation process, when number of users is huge, can be according to user's concrete condition, the user is divided into a plurality of customer groups according to user preference, each user in each customer group has similar user preference, investigate its demand elasticity at different customer groups then, and set up above-mentioned user interest model, reduce the burden of accounting server with this.
In the specific implementation process, user properties such as user's income, user preference can set in advance respectively at different user, and can regularly upgrade.
Below just describe communication service charging method provided by the invention in detail in conjunction with Fig. 1.
Fig. 1 is the flow chart according to the communication service charging method 100 of a preferred embodiment of the present invention.As shown in Figure 1, method 100 starts from step 102.
Subsequently, at next step 104, the user uses communication service.
Subsequently, at next step 106, judge whether the user surpasses predefined number of times lower limit to the access times of this communication service.In the specific implementation process, can determine the access times of user according to the service log of gathering to communication service.Record the volume of services Q and the charging unit price p of each service in this service log.If judge the user access times of this communication service are surpassed predefined number of times lower limit, then method 100 forwards step 108 to, otherwise forwards step 112 to.
As indicated above, if judge that in step 106 user surpasses predefined number of times lower limit to the access times of this communication service, then method 100 forwards step 108 to, according to service log and user property acquiring demand elasticity.
As indicated above, comprise the volume of services Q and the charging unit price p of each service in the service log, user property comprises income y, the preference value e that sets in advance, and satisfies between the volume of services Q of each service and charging unit price p, income y, the preference value e:
LnQ=β
0+ β
1Ln p+ β
2Ln y+ β
3Ln e+u (formula 1)
β wherein
0Be normal parameter, u is the random error item, β
1, β
2, β
3Be respectively the weight of charging unit price p, income y, preference value e, and p, y, e are separate.
Demand elasticity ε satisfies:
Be understood that the service log of at least five services recently and user property calculate the β in the formula 1 before taking place according to this service
0, β
1, β
2, β
3, u.And in the weight beta of having determined charging unit price p
1Afterwards, can determine demand elasticity ε.After step 108, method 100 forwards step 110 to.
At next step 110, this service is chargeed according to the volume of services (such as but not limited to the flow that produces because of this service) of demand elasticity ε and this service.
If the cost C of each service satisfies:
C=f (Q) (formula 3)
(formula 4)
P+p ' Q=f ' is (formula 5) (Q)
In conjunction with formula 1~5 as can be known, the charging unit price p of each service can calculate by following formula:
Therefore, this step 110 further comprises, determines the charging unit price of this service according to the volume of services of demand elasticity and this service, again according to this charging unit price and this volume of services to this service charging, promptly adopt following formula to calculate this service fee S:
S=pQ (formula 7)
As indicated above, if judge that in step 106 user surpasses predefined number of times lower limit as yet to the access times of this communication service, then method 100 forwards step 112 to, determines that this serves pairing charging unit price.
In the specific implementation process, can be several times (being under the number of times lower limit) service of bringing into use most and set in advance fixing charging unit price, the unit price that at every turn charges can adopt one price, also can have nothing in common with each other.
Subsequently, method 100 forwards step 114 to, according to volume of services and charging unit price this service is chargeed, and promptly adopts above-mentioned formula 7 that this service is chargeed.Method 100 forwards step 116 to subsequently.
At last, method 100 ends at step 116.
The present invention also provides a kind of communication service charging system, below just described in conjunction with Fig. 2.
Fig. 2 is the logical construction schematic diagram according to the communication service charging system 200 of a preferred embodiment of the present invention.As shown in Figure 2, communication service charging system 200 provided by the invention comprises acquisition server 202 and accounting server 204, and the two communicates to connect.
After the user used communication service, accounting server 204 judged at first whether the user surpasses predefined number of times lower limit to the access times of this communication service.In the specific implementation process, can determine the access times of user according to the service log that acquisition server 202 is gathered to communication service.Record the volume of services Q and the charging unit price p of each service in this service log.If judge the user access times of this communication service are surpassed predefined number of times lower limit, then accounting server 204 is according to service log and user property acquiring demand elasticity, and detailed process comprises:
As indicated above, comprise the volume of services Q and the charging unit price p of each service in the service log, user property comprises income y, the preference value e that sets in advance, and satisfies between the volume of services Q of each service and charging unit price p, income y, the preference value e:
Ln Q=β
0+ β
1Ln p+ β
2Ln y+ β
3Ln e+u (formula 1)
β wherein
0Be normal parameter, u is the random error item, β
1, β
2, β
3Be respectively the weight of charging unit price p, income y, preference value e, and p, y, e are separate.
Demand elasticity ε satisfies:
Thus, the service log of at least five services recently and user property calculated the β in the formula 1 before accounting server 204 just can take place according to this service
0, β
1, β
2, β
3, u.And in the weight beta of having determined charging unit price p
1Afterwards, can determine demand elasticity ε.
Subsequently, accounting server 204 charges to this service according to the volume of services (such as but not limited to the flow that produces because of this service) of demand elasticity ε and this service, specifically comprises:
If the cost C of each service satisfies:
C=f (Q) (formula 3)
P+p ' Q=f ' is (formula 5) (Q)
In conjunction with formula 1~5 as can be known, the charging unit price p of each service can calculate by following formula:
Therefore, accounting server 204 can be determined the charging unit price of this service according to the volume of services of demand elasticity and this service, again according to this charging unit price and this volume of services to this service charging, promptly adopt following formula to calculate this service fee S:
S=pQ (formula 7)
If accounting server 204 is judged the user access times of this communication service is surpassed predefined number of times lower limit as yet that then accounting server 204 at first needs definite this to serve pairing charging unit price.As indicated above, if judge that in step 106 user surpasses predefined number of times lower limit as yet to the access times of this communication service, then method 100 forwards step 112 to, determines that this serves pairing charging unit price.In the specific implementation process, can be several times (being under the number of times lower limit) service of bringing into use most and set in advance fixing charging unit price, the unit price that at every turn charges can adopt one price, also can have nothing in common with each other.Subsequently, accounting server 204 charges to this service according to volume of services and charging unit price, promptly adopts above-mentioned formula 7 that this service is chargeed.
The above only is preferred embodiment of the present invention, not in order to restriction the present invention, all any modifications of being done within the spirit and principles in the present invention, is equal to and replaces and improvement etc., all should be included within protection scope of the present invention.
Claims (8)
1, a kind of communication service charging method, be used for according to service log each service charging, it is characterized in that, when the service times that is included in this communication service surpasses predefined service times lower limit, determine demand elasticity according to described service log and preset user attribute, again according to the volume of services of demand elasticity and each service to each service charging.
2, communication service charging method according to claim 1 is characterized in that,
The volume of services Q and the charging unit price p that comprise each service in the described service log;
Described user property comprises income y, preference value e;
Satisfy between the volume of services Q of each service and charging unit price p, income y, the preference value e:
lnQ=β
0+β
1lnp+β
2lny+β
3lne+u
Wherein β 0 is normal parameter, and u is the random error item, β
1, β
2, β
3Be respectively the weight of charging unit price p, income y, preference value e;
Demand elasticity ε satisfies:
Then when described service times surpasses described service times lower limit, the step of described definite demand elasticity further comprises and preestablishes the service log of number of times service and the weight beta that described user property is determined charging unit price p recently before taking place according to each service
1, determine demand elasticity ε thus.
3, communication service charging method according to claim 2 is characterized in that, when described service times surpasses described service times lower limit,
The cost C of each service satisfies:
C=f(Q),
The charging unit price p of each service satisfies:
Then the step to each service charging further comprises:
Determine the charging unit price of this time service according to the volume of services of described demand elasticity and each service;
The volume of services of the described charging unit price of foundation and this time service is to each service charging.
4, communication service charging method according to claim 3, it is characterized in that, when the described service times lower limit of described service times no show, described method comprises according to the volume of services of each service and the pairing charging unit price that sets in advance of this time service coming this time service charging.
5, a kind of communication service charging system is characterized in that, comprising:
Acquisition server is used for the service log that collection communication is served;
Accounting server, communicate to connect with acquisition server, be used for when the service times of this communication service surpasses predefined service times lower limit, determine demand elasticity according to described service log and preset user attribute, again according to the volume of services of demand elasticity and each service to each service charging.
6, communication service charging system according to claim 5 is characterized in that,
The volume of services Q and the charging unit price p that comprise each service in the described service log;
Described user property comprises income y, preference value e;
Satisfy between the volume of services Q of each service and charging unit price p, income y, the preference value e:
lnQ=β
0+β
1lnp+β
2lny+β
3lne+u
β wherein
0Be normal parameter, u is the random error item, β
1, β
2, β
3Be respectively the weight of charging unit price p, income y, preference value e;
Demand elasticity ε satisfies:
Then when described service times surpasses described service times lower limit, described accounting server preestablishes the service log of number of times service and the weight beta that described user property is determined charging unit price p before being used for taking place according to each service recently
1, determine demand elasticity ε thus.
7, communication service charging system according to claim 6 is characterized in that, when described service times surpasses described service times lower limit,
The cost C of each service satisfies:
C=f(Q),
The charging unit price p of each service satisfies:
Then described accounting server is used for:
Determine the charging unit price of this time service according to the volume of services of described demand elasticity and each service;
The volume of services of the described charging unit price of foundation and this time service is to this time service charging.
8, communication service charging system according to claim 7, it is characterized in that, when the described service times lower limit of described service times no show, described accounting server is used for coming this time service charging according to the volume of services of each service and the pairing charging unit price that sets in advance of this time service.
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Cited By (3)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN102958030A (en) * | 2011-08-29 | 2013-03-06 | 中国移动通信集团山西有限公司 | Charging method and charging system |
CN109523326A (en) * | 2019-01-18 | 2019-03-26 | 北京磁云数字科技有限公司 | A kind of charging is shared in the benefit system, method, computer equipment and storage medium |
CN110830937A (en) * | 2019-10-29 | 2020-02-21 | 深圳市高德信通信股份有限公司 | Network flow payment system |
Citations (4)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN1373586A (en) * | 2001-03-01 | 2002-10-09 | 深圳市中兴通讯股份有限公司 | Universal internetwork charge method |
CN1422077A (en) * | 2001-11-26 | 2003-06-04 | 国家广播电影电视总局广播科学研究院 | Charge subsystem realizing method in digital TV subscriber management system |
CN1645805A (en) * | 2004-04-01 | 2005-07-27 | 华为技术有限公司 | Accounting and controlling method for grouped data service |
CN1867022A (en) * | 2005-12-27 | 2006-11-22 | 华为技术有限公司 | Method and apparatus for realizing multicast service diversification charging |
Family Cites Families (4)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
KR0160347B1 (en) * | 1995-12-22 | 1998-12-15 | 양승택 | Information service |
CN100440966C (en) * | 2004-09-23 | 2008-12-03 | 华为技术有限公司 | Method of realizing group broadcasting video frequency program previewing in broadband cut-in network |
CN100401675C (en) * | 2004-11-09 | 2008-07-09 | 华为技术有限公司 | Method for processing charged information |
CN101079712A (en) * | 2007-07-18 | 2007-11-28 | 华为技术有限公司 | Communication service billing method, system and communication service subscription platform server |
-
2009
- 2009-03-17 CN CN200910105789.6A patent/CN101511075B/en active Active
Patent Citations (4)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN1373586A (en) * | 2001-03-01 | 2002-10-09 | 深圳市中兴通讯股份有限公司 | Universal internetwork charge method |
CN1422077A (en) * | 2001-11-26 | 2003-06-04 | 国家广播电影电视总局广播科学研究院 | Charge subsystem realizing method in digital TV subscriber management system |
CN1645805A (en) * | 2004-04-01 | 2005-07-27 | 华为技术有限公司 | Accounting and controlling method for grouped data service |
CN1867022A (en) * | 2005-12-27 | 2006-11-22 | 华为技术有限公司 | Method and apparatus for realizing multicast service diversification charging |
Cited By (5)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN102958030A (en) * | 2011-08-29 | 2013-03-06 | 中国移动通信集团山西有限公司 | Charging method and charging system |
CN102958030B (en) * | 2011-08-29 | 2015-10-07 | 中国移动通信集团山西有限公司 | Charging method and charge system |
CN109523326A (en) * | 2019-01-18 | 2019-03-26 | 北京磁云数字科技有限公司 | A kind of charging is shared in the benefit system, method, computer equipment and storage medium |
CN110830937A (en) * | 2019-10-29 | 2020-02-21 | 深圳市高德信通信股份有限公司 | Network flow payment system |
CN110830937B (en) * | 2019-10-29 | 2021-05-18 | 深圳市高德信通信股份有限公司 | Network flow payment system |
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