CN107491657A - Evolutionary Game method and device method and device for intelligent medical treatment service and decision-making - Google Patents

Evolutionary Game method and device method and device for intelligent medical treatment service and decision-making Download PDF

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Publication number
CN107491657A
CN107491657A CN201710813168.8A CN201710813168A CN107491657A CN 107491657 A CN107491657 A CN 107491657A CN 201710813168 A CN201710813168 A CN 201710813168A CN 107491657 A CN107491657 A CN 107491657A
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China
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medical treatment
intelligent medical
hospital
treatment service
msub
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Inventor
丁帅
陈意
杨善林
范雯娟
王瑾
汪磊
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Hefei University of Technology
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Hefei University of Technology
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Abstract

The invention provides a kind of evolutionary Game method and device method and device for intelligent medical treatment service and decision-making.This method includes:The participation strategy of the first predetermined number hospital is counted, obtains the first ratio of the hospital for participating in intelligent medical treatment service;The participation strategy of the second predetermined number object is counted, obtains the second ratio of the object for participating in intelligent medical treatment service;Obtain at least one first decision variable of the first predetermined number hospital and corresponding numerical value, and at least one second decision variable of the second predetermined number object and corresponding numerical value;According to the first ratio, the second ratio, at least one first decision variable and at least one second decision variable and Evolutionary Game Model, the dynamic equalization point of Evolutionary Game Model is obtained;Intelligent medical treatment service strategy evolutionary process is obtained according to dynamic equalization point.It can be seen that the embodiment of the present invention can aid in participating in hospital and participate in object formulation intelligent medical treatment service and decision-making, the feasibility and validity of decision-making are improved.

Description

Evolutionary Game method and device method and device for intelligent medical treatment service and decision-making
Technical field
The present invention relates to field of computer technology, more particularly to a kind of evolutionary Game side for intelligent medical treatment service and decision-making Method and installation method and device.
Background technology
At present, the intelligent medical treatment service in China is low also in starting developing stage, market scale accounting.With internet Fast development, government want to quick research and extension intelligent medical treatment service.Because intelligent medical treatment service is by many factors Restriction, it is therefore desirable to consider, with formulate more agree with strategy and market intelligent medical treatment service and decision-making.
The content of the invention
For the defects of correlation technique, the invention provides a kind of intelligent medical treatment service based on Evolutionary Game Model to determine Plan method and device, for solving the technical problem in correlation technique.
In a first aspect, the embodiments of the invention provide a kind of evolutionary Game method and dress for intelligent medical treatment service and decision-making Method is put, methods described includes:
The participation strategy of the first predetermined number hospital is counted, obtains the first ratio of the hospital for participating in intelligent medical treatment service Example;The participation strategy of the second predetermined number object is counted, obtains the second ratio of the object for participating in intelligent medical treatment service;
At least one first decision variable of the first predetermined number hospital and corresponding numerical value are obtained, and it is described At least one second decision variable of second predetermined number object and corresponding numerical value;
According to first ratio, second ratio, at least one first decision variable and at least one second decision-making Variable and Evolutionary Game Model, obtain the dynamic equalization point of Evolutionary Game Model;
Intelligent medical treatment service strategy evolutionary process is obtained according to dynamic equalization point.
Alternatively, the participation strategy of the first predetermined number hospital is counted, obtains the hospital of participation intelligent medical treatment service First ratio, including:
The participation strategy of the first predetermined number hospital is counted, obtains participating in the 3rd predetermined number of intelligent medical treatment service Hospital;
The of the hospital that participates in intelligent medical treatment service is obtained according to first predetermined number and the 3rd predetermined number One ratio;
Or
The participation strategy of the second predetermined number object is counted, obtains the second ratio of the object for participating in intelligent medical treatment service Example, including:
The participation strategy of the second predetermined number object is counted, obtains participating in the 4th predetermined number of intelligent medical treatment service Object;
The of the object that participates in intelligent medical treatment service is obtained according to second predetermined number and the 4th predetermined number Two ratios.
Alternatively, the Evolutionary Game Model is:
Wherein, x represents the second ratio, and y represents the first ratio;CmRepresent that hospital provides the maintenance needed for intelligent medical treatment service Cost;I1Represent total income when hospital provides intelligent medical treatment service;I2(I2< I1) represent that hospital does not provide intelligent medical treatment service When total income;F represents that government fund when hospital provides intelligent medical treatment service is supported;U1Represent that object receives hospital and provides intelligence The effectiveness that intelligent medical services are obtained;U2(U2< U1) represent that object does not receive hospital and provides the effect that intelligent medical treatment service is obtained With;CuRepresent that object receives intelligent medical treatment equipment cost when hospital provides intelligent medical treatment service;CeRepresent that object needs intelligent medical treatment Service and hospital do not provide intelligent medical treatment service when extra cost;P represents the medical fee that object is paid.
Alternatively, according to first ratio, second ratio, at least one first decision variable and at least one Two decision variables and Evolutionary Game Model, the dynamic equalization point of Evolutionary Game Model is obtained, including:
According to first ratio, second ratio, at least one first decision variable and at least one second decision-making Variable, determine the first dynamic equalization point D, the second dynamic equalization point O (0,0), the 3rd dynamic equalization of the Evolutionary Game Model Point A (1,0), the 4th dynamic equalization point B (1,1), the 5th dynamic equalization point C (0,1);The first dynamic equalization point D (x*,y*),
Alternatively, the intelligent medical treatment service strategy evolutionary process is obtained according to dynamic equalization point, including:
Under preset plane coordinate system, origin is the second dynamic equalization point O (0,0), obtains the first dynamic equalization point D, the 3rd dynamic equalization point A (1,0), the 4th dynamic equalization point B (1,1), the 5th dynamic equalization point C (0,1) form quadrangle Area formula SABCD
Maintenance cost, hospital according to needed for the area formula of the quadrangle and hospital provide intelligent medical treatment service provide Government fund when intelligent medical treatment services supports F relation, determines the evolutionary process of the intelligent medical treatment service strategy;
If the evolutionary process of the intelligent medical treatment service strategy is intended to the 4th dynamic equalization point B, and four side The area of shape is more than or equal to predetermined threshold value, it is determined that the intelligent medical treatment service strategy is determined as a kind of intelligent medical treatment service Plan.
Second aspect, the embodiments of the invention provide a kind of evolutionary Game method and dress for intelligent medical treatment service and decision-making Put device, it is characterised in that described device includes:
Ratio acquisition module, for counting the participation strategy of the first predetermined number hospital, obtain and participate in intelligent medical treatment clothes First ratio of the hospital of business;The participation strategy of the second predetermined number object is counted, obtains pair for participating in intelligent medical treatment service The second ratio of elephant;
First numerical value acquisition module, for obtaining at least one first decision variable of the first predetermined number hospital And corresponding numerical value, and at least one second decision variable of the second predetermined number object and corresponding numerical value;
Equilibrium point acquisition module, for according to first ratio, second ratio, at least one first decision variable With at least one second decision variable and Evolutionary Game Model, the dynamic equalization point of Evolutionary Game Model is obtained;
Evolutionary process acquisition module, for obtaining the intelligent medical treatment service strategy evolutionary process according to dynamic equalization point.
Alternatively, the ratio acquisition module includes:
First statistic unit, for counting the participation strategy of the first predetermined number hospital, obtain participating in intelligent medical treatment clothes 3rd predetermined number hospital of business;
First proportional unit, wisdom doctor is participated in for being obtained according to first predetermined number and the 3rd predetermined number Treat the first ratio of the hospital of service;
Or
The ratio acquisition module also includes:
Second statistic unit, for counting the participation strategy of the second predetermined number object, obtain participating in intelligent medical treatment clothes 4th predetermined number object of business;
Second proportional unit, wisdom doctor is participated in for being obtained according to second predetermined number and the 4th predetermined number Treat the second ratio of the object of service.
Alternatively, the Evolutionary Game Model includes:
Wherein, x represents the second ratio, and y represents the first ratio;CmRepresent that hospital provides the maintenance needed for intelligent medical treatment service Cost;I1Represent total income when hospital provides intelligent medical treatment service;I2(I2< I1) represent that hospital does not provide intelligent medical treatment service When total income;F represents that government fund when hospital provides intelligent medical treatment service is supported;U1Represent that object receives hospital and provides intelligence The effectiveness that intelligent medical services are obtained;U2(U2< U1) represent that object does not receive hospital and provides the effect that intelligent medical treatment service is obtained With;CuRepresent that object receives intelligent medical treatment equipment cost when hospital provides intelligent medical treatment service;CeRepresent that object needs intelligent medical treatment Service and hospital do not provide intelligent medical treatment service when extra cost;P represents the medical fee that object is paid.
Alternatively, the equilibrium point acquisition module includes:
According to first ratio, second ratio, at least one first decision variable and at least one second decision-making Variable, determine the first dynamic equalization point D, the second dynamic equalization point O (0,0), the 3rd dynamic equalization of the Evolutionary Game Model Point A (1,0), the 4th dynamic equalization point B (1,1), the 5th dynamic equalization point C (0,1);The first dynamic equalization point D (x*,y*),
Alternatively, the evolutionary process acquisition module includes:
Area acquiring unit, under preset plane coordinate system, origin to be the second dynamic equalization point O (0,0), obtain institute State the first dynamic equalization point D, the 3rd dynamic equalization point A (1,0), the 4th dynamic equalization point B (1,1), the 5th dynamic equalization point C (0,1) the area formula S of quadrangle is formedABCD
Evolutionary process acquiring unit, intelligent medical treatment service institute is provided for the area formula according to the quadrangle and hospital Government fund when maintenance cost, the hospital's offer intelligent medical treatment needed services supports F relation, determines the intelligent medical treatment service The evolutionary process of strategy;
Service strategy determining unit, for being intended to the 4th dynamic in the evolutionary process of intelligent medical treatment service strategy Weigh point B, and when the area of the quadrangle is more than or equal to predetermined threshold value, determines the intelligent medical treatment service strategy as one Kind intelligent medical treatment service and decision-making.
From above scheme, the present invention obtains by the participation strategy of the first predetermined number hospital of statistics and participates in intelligence First ratio of the hospital of intelligent medical services;The participation strategy of the second predetermined number object is counted, obtains and participates in intelligent medical treatment Second ratio of the object of service;Obtain at least one first decision variable of the first predetermined number hospital and corresponding Numerical value, and at least one second decision variable of the second predetermined number object and corresponding numerical value;According to described One ratio, second ratio, at least one first decision variable and at least one second decision variable and evolutionary Game mould Type, obtain the dynamic equalization point of Evolutionary Game Model;Intelligent medical treatment service strategy evolutionary process is obtained according to dynamic equalization point.Can See, the embodiment of the present invention can aid in participating in hospital and participate in object formulation intelligent medical treatment service and decision-making, improve the feasible of decision-making Property and validity.
Brief description of the drawings
Technical scheme in order to illustrate the embodiments of the present invention more clearly or in correlation technique, below will be to embodiment or phase The required accompanying drawing used is briefly described in the technology description of pass, it should be apparent that, drawings in the following description are only this Some embodiments of invention, for those of ordinary skill in the art, on the premise of not paying creative work, can be with Other accompanying drawings are obtained according to these figures.
Fig. 1 is a kind of evolutionary Game method and device side for intelligent medical treatment service and decision-making provided in an embodiment of the present invention The schematic flow sheet of method;
Fig. 2 is that object interacts dynamic evolution figure with hospital;
Fig. 3 is that a kind of evolutionary Game method and device for intelligent medical treatment service and decision-making provided in an embodiment of the present invention fills The block diagram put.
Embodiment
Below in conjunction with the accompanying drawing in the embodiment of the present invention, the technical scheme in the embodiment of the present invention is carried out clear, complete Site preparation describes, it is clear that described embodiment is only part of the embodiment of the present invention, rather than whole embodiments.It is based on Embodiment in the present invention, those of ordinary skill in the art are obtained every other under the premise of creative work is not made Embodiment, belong to the scope of protection of the invention.
Fig. 1 is a kind of stream of intelligent medical treatment service and decision-making method based on Evolutionary Game Model provided in an embodiment of the present invention Journey schematic diagram.Referring to Fig. 1, the intelligent medical treatment service and decision-making method based on Evolutionary Game Model of being somebody's turn to do includes step 101~step 104 Totally 4 step, it is respectively:
Step 101, the participation strategy of the first predetermined number hospital is counted, obtains the hospital of participation intelligent medical treatment service First ratio;The participation strategy of the second predetermined number object is counted, obtains the second ratio of the object for participating in intelligent medical treatment service Example.
Above-mentioned first predetermined number refers to the quantity for participating in the hospital of method investigation provided in an embodiment of the present invention, and this first Predetermined number can be configured according to concrete scene.Above-mentioned second estimated quantity refers to participate in side provided in an embodiment of the present invention The quantity of the object of method investigation, second predetermined number can be configured according to concrete scene.Wherein, object refer to patient or Person is ready to the user that hospital is checked.
The participation strategy of above-mentioned hospital can be { provide, do not provide }, the participation strategy of above-mentioned object can be receive, Do not receive }.
In one embodiment of the invention, the quantity for participating in the hospital of investigation is the first predetermined number, wherein selection { provides } intelligence The hospital of intelligent medical services is the 3rd predetermined number, then above-mentioned first ratio is the ratio of the 3rd predetermined number and the first predetermined number Value, subsequently represented using y.
In one embodiment of the invention, the quantity for participating in the object of investigation is the second predetermined number, wherein selection { receives } intelligence The object of intelligent medical services is the 4th predetermined number, then above-mentioned second ratio is the ratio of the 4th predetermined number and the second predetermined number Value, subsequently represented using x.
Step 102, at least one first decision variable of the first predetermined number hospital and corresponding numerical value are obtained, And at least one second decision variable of the second predetermined number object and corresponding numerical value.
In one embodiment of the invention, for each hospital in the first predetermined number hospital, the hospital is obtained extremely Few first decision variable.It is for example, total when at least one first decision variable can be hospital's offer intelligent medical treatment service Take in I1, hospital do not provide intelligent medical treatment service when total income I2(I2< I1), hospital provides government during intelligent medical treatment service Financial support F, hospital provide the maintenance cost C needed for intelligent medical treatment servicem.Certainly, those skilled in the art can also basis Concrete scene selects the first decision variable, and the embodiment of the present invention is not construed as limiting.
In one embodiment of the invention, for each object in the second predetermined number object, the object is obtained extremely Few second decision variable and corresponding numerical value.For example, at least one second decision variable can be:Object receives hospital and carried The effectiveness U obtained for intelligent medical treatment service1, object do not receive hospital and provides the effectiveness U that is obtained of intelligent medical treatment service2(U2< U1), the medical fee P that object is paid, object receives intelligent medical treatment equipment cost C when hospital provides intelligent medical treatment serviceu, work as object Need intelligent medical treatment service and extra cost C of hospital when intelligent medical treatment service is not providede.Certainly, those skilled in the art Second decision variable can also be selected according to concrete scene, the embodiment of the present invention is not construed as limiting.
Step 103, according to first ratio, second ratio, at least one first decision variable and at least one Second decision variable and Evolutionary Game Model, obtain the dynamic equalization point of Evolutionary Game Model.
In the embodiment of the present invention, above-mentioned Evolutionary Game Model is:
Become based on above-mentioned first ratio y, the second ratio x, at least one first decision variable and at least one second decision-making Amount, obtain the dynamic equalization point of Evolutionary Game Model:
The effectiveness that Object Selection receives intelligent medical treatment service is UPA,
UPA=y [U1-P-Cu]+(1-y)[U2-P-Ce]
=U2-P-Ce+y(U1-U2-Cu+Ce);
The effectiveness that Object Selection does not receive intelligent medical treatment service is UPN,
UPN=y [U2-P]+(1-y)[U2- P]=U2-P;
The average utility of object is
The replicator dynamics equation of object is F (x),
The effectiveness that Hospital choice provides intelligent medical treatment service is UHP,
UHP=x [I1+F-Cm]+(1-x)(I2+F-Cm)
=I2+F-Cm+x(I1+I2);
The effectiveness that Hospital choice does not provide intelligent medical treatment service is UHN,
UHN=xI2+(1-x)I2=I2
The average utility of hospital is
The replicator dynamics equation of hospital is F (y),
In formula, x represents that object receives the ratio of intelligent medical treatment service, x spans [0,1];Y represents that hospital provides wisdom The ratio of medical services, y spans [0,1];CmRepresent that hospital provides the maintenance cost needed for intelligent medical treatment service;I1Represent Hospital provides total income during intelligent medical treatment service;I2(I2< I1) represent that hospital does not provide total income when intelligent medical treatment services; F represents that government fund when hospital provides intelligent medical treatment service is supported;U1Represent that object receives hospital and provides intelligent medical treatment service The effectiveness obtained;U2(U2< U1) represent that object does not receive hospital and provides the effectiveness that intelligent medical treatment service is obtained;P expressions pair As the medical fee of payment;CuRepresent that object receives intelligent medical treatment equipment cost when hospital provides intelligent medical treatment service;CeRepresent object Need intelligent medical treatment service and extra cost of hospital when intelligent medical treatment service is not provided.
F (x)=0 is made, F (y)=0 obtains five dynamic equalization points of Evolutionary Game Model, i.e. the first dynamic equalization point D (x*,y*), the second dynamic equalization point O (0,0), the 3rd dynamic equalization point A (1,0), the 4th dynamic equalization point B (1,1), the 5th move State equilibrium point C (0,1).
Wherein,
Step 104, intelligent medical treatment service strategy evolutionary process is obtained according to dynamic equalization point.
Two-dimensional coordinate system is built according to above-mentioned 5 dynamic equalizations point in the present embodiment, as shown in Fig. 2 dynamic with second in Fig. 2 State equilibrium point O and the 4th dynamic equalization point B is evolutionary strategy equilibrium point.Wherein, the second dynamic equalization point O represents that object does not connect By intelligent medical treatment service, hospital does not provide intelligent medical treatment service yet simultaneously.4th dynamic equalization point B represents that object receives wisdom doctor Treating service, hospital also provides intelligent medical treatment service simultaneously.
When evolutionary process tends to the second dynamic equalization point O, it is unfavorable for the popularization of intelligent medical treatment service.On the contrary, when evolution When process tends to the 4th dynamic equalization point B, be then advantageous to the popularization of intelligent medical treatment service.By being derived by dynamic equalization point ABCD forms quadrangle ABCD area, is designated as SABCD
According to quadrangle ABCD formula analysis:
(1) whenWhen, SABCDIt is the increasing function on F, shows that government fund support is more, Yue Duo hospitals are ready Intelligent medical treatment service is provided, intelligent medical treatment services easier popularization.
(2) whenWhen, SABCDIt is on CmSubtraction function, indicate hospital provide intelligent medical treatment service needed for tie up The increase of shield cost inhibits the popularization of intelligent medical treatment service.
(3) whenWithWhen, SABCDIt is on CuAnd CeSubtraction function, indicate too high wisdom doctor Treat that equipment cost and patient need intelligent medical treatment service and extra cost of hospital when not providing intelligent medical treatment service inhibits The popularization of intelligent medical treatment service.
It was found by the inventors of the present invention that quadrangle ABCD areas SABCDBigger, evolutionary process is intended to the 4th dynamic equalization Point B possibility is bigger, easier popularization intelligent medical treatment service.
It can be seen that according to above-mentioned intelligent medical treatment service strategy evolutionary process, and it is the first ratio, the second ratio, at least one The variation tendency of first decision variable and at least one second decision variable, side can be provided for the popularization of intelligent medical treatment service Help.Government can also formulate corresponding investment and policy according to above-mentioned evolutionary process to improve pushing away for intelligent medical treatment service simultaneously Wide work, improve the feasibility and validity of decision-making.
One embodiment of the invention additionally provides a kind of evolutionary Game method and device for intelligent medical treatment service and decision-making and filled Put, as shown in figure 3, described device includes:
Ratio acquisition module 301, for counting the participation strategy of the first predetermined number hospital, obtain and participate in intelligent medical treatment First ratio of the hospital of service;The participation strategy of the second predetermined number object is counted, obtains and participates in intelligent medical treatment service Second ratio of object;
First numerical value acquisition module 302, for obtaining at least one first decision-making of the first predetermined number hospital Variable and corresponding numerical value, and at least one second decision variable of the second predetermined number object and corresponding number Value;
Equilibrium point acquisition module 303, for according to first ratio, second ratio, at least one first decision-making Variable and at least one second decision variable and Evolutionary Game Model, obtain the dynamic equalization point of Evolutionary Game Model;
Evolutionary process acquisition module 304, developed for obtaining the intelligent medical treatment service strategy according to dynamic equalization point Journey.
Alternatively, the ratio acquisition module 301 includes:
First statistic unit, for counting the participation strategy of the first predetermined number hospital, obtain participating in intelligent medical treatment clothes 3rd predetermined number hospital of business;
First proportional unit, wisdom doctor is participated in for being obtained according to first predetermined number and the 3rd predetermined number Treat the first ratio of the hospital of service;
Or
The ratio acquisition module also includes:
Second statistic unit, for counting the participation strategy of the second predetermined number object, obtain participating in intelligent medical treatment clothes 4th predetermined number object of business;
Second proportional unit, wisdom doctor is participated in for being obtained according to second predetermined number and the 4th predetermined number Treat the second ratio of the object of service.
Alternatively, the Evolutionary Game Model includes:
Wherein, x represents the second ratio, and y represents the first ratio;CmRepresent that hospital provides the maintenance needed for intelligent medical treatment service Cost;I1Represent total income when hospital provides intelligent medical treatment service;I2(I2< I1) represent that hospital does not provide intelligent medical treatment service When total income;F represents that government fund when hospital provides intelligent medical treatment service is supported;U1Represent that object receives hospital and provides intelligence The effectiveness that intelligent medical services are obtained;U2(U2< U1) represent that object does not receive hospital and provides the effect that intelligent medical treatment service is obtained With;CuRepresent that object receives intelligent medical treatment equipment cost when hospital provides intelligent medical treatment service;CeRepresent that object needs intelligent medical treatment Service and hospital do not provide intelligent medical treatment service when extra cost;P represents the medical fee that object is paid.
Alternatively, the equilibrium point acquisition module includes:
According to first ratio, second ratio, at least one first decision variable and at least one second decision-making Variable, determine the first dynamic equalization point D, the second dynamic equalization point O (0,0), the 3rd dynamic equalization of the Evolutionary Game Model Point A (1,0), the 4th dynamic equalization point B (1,1), the 5th dynamic equalization point C (0,1);The first dynamic equalization point D (x*,y*),
Alternatively, the evolutionary process acquisition module includes:
Area acquiring unit, under preset plane coordinate system, origin to be the second dynamic equalization point O (0,0), obtain institute State the first dynamic equalization point D, the 3rd dynamic equalization point A (1,0), the 4th dynamic equalization point B (1,1), the 5th dynamic equalization point C (0,1) the area formula S of quadrangle is formedABCD
Evolutionary process acquiring unit, intelligent medical treatment service institute is provided for the area formula according to the quadrangle and hospital Government fund when maintenance cost, the hospital's offer intelligent medical treatment needed services supports F relation, determines the intelligent medical treatment service The evolutionary process of strategy;
Service strategy determining unit, for being intended to the 4th dynamic in the evolutionary process of intelligent medical treatment service strategy Weigh point B, and when the area of the quadrangle is more than or equal to predetermined threshold value, determines the intelligent medical treatment service strategy as one Kind intelligent medical treatment service and decision-making
It should be noted that device provided in an embodiment of the present invention is corresponding with the above method, the implementation of the above method is thin Section is equally applicable to said apparatus, and no longer said system is described in detail for the embodiment of the present invention.
In the specification of the present invention, numerous specific details are set forth.It is to be appreciated, however, that embodiments of the invention can be with Put into practice in the case of these no details.In some instances, known method, structure and skill is not been shown in detail Art, so as not to obscure the understanding of this description.
Similarly, it will be appreciated that disclose to simplify the present invention and help to understand one or more in each inventive aspect Individual, in the description to the exemplary embodiment of the present invention above, each feature of the invention is grouped together into single sometimes In embodiment, figure or descriptions thereof.It is intended to however, should not explain the method for the disclosure in reflection is following:Want Seek the application claims features more more than the feature being expressly recited in each claim of protection.More precisely, such as As following claims reflect, inventive aspect is all features less than single embodiment disclosed above. Therefore, it then follows thus claims of embodiment are expressly incorporated in the embodiment, wherein each right will Ask itself all as separate embodiments of the invention.
It will be understood by those skilled in the art that the module in the equipment in embodiment can adaptively be changed And they are provided in the different one or more equipment of the embodiment.Can the module in embodiment or unit or Component is combined into a module or unit or component, and can be divided into multiple submodule or subelement or subgroup in addition Part.Except at least some in such feature and/or process or unit are mutually exclusive parts, any combinations can be used To all features disclosed in this specification (including adjoint claim, summary and accompanying drawing) and such disclosed any side All processes or unit of method or equipment are combined.Unless expressly stated otherwise, this specification (including adjoint right will Ask, make a summary and accompanying drawing) disclosed in each feature can be replaced by the alternative features for providing identical, equivalent or similar purpose.
In addition, it will be appreciated by those of skill in the art that although some embodiments described herein include other embodiments In included some features rather than further feature, but the combination of the feature of different embodiments means in of the invention Within the scope of and form different embodiments.For example, in the following claims, embodiment claimed is appointed One of meaning mode can use in any combination.
The all parts embodiment of the present invention can be realized with hardware, or to be run on one or more processor Software module realize, or realized with combinations thereof.It will be understood by those of skill in the art that it can use in practice Microprocessor or digital signal processor (DSP) are realized in a kind of equipment of browser terminal according to embodiments of the present invention Some or all parts some or all functions.The present invention is also implemented as being used to perform side as described herein The some or all equipment or program of device (for example, computer program and computer program product) of method.It is such Realizing the program of the present invention can store on a computer-readable medium, or can have the shape of one or more signal Formula.Such signal can be downloaded from internet website and obtained, and either be provided or with any other shape on carrier signal Formula provides.
It should be noted that the present invention will be described rather than limits the invention for above-described embodiment, and ability Field technique personnel can design alternative embodiment without departing from the scope of the appended claims.In the claims, Any reference symbol between bracket should not be configured to limitations on claims.Word "comprising" does not exclude the presence of not Element or step listed in the claims.Word "a" or "an" before element does not exclude the presence of multiple such Element.The present invention can be by means of including the hardware of some different elements and being come by means of properly programmed computer real It is existing.In if the unit claim of equipment for drying is listed, several in these devices can be by same hardware branch To embody.The use of word first, second, and third does not indicate that any order.These words can be explained and run after fame Claim.
Finally it should be noted that:Various embodiments above is merely illustrative of the technical solution of the present invention, rather than its limitations;To the greatest extent The present invention is described in detail with reference to foregoing embodiments for pipe, it will be understood by those within the art that:Its according to The technical scheme described in foregoing embodiments can so be modified, either which part or all technical characteristic are entered Row equivalent substitution;And these modifications or replacement, the essence of appropriate technical solution is departed from various embodiments of the present invention technology The scope of scheme, it all should cover among the claim of the present invention and the scope of specification.

Claims (10)

  1. A kind of 1. evolutionary Game method and device method for intelligent medical treatment service and decision-making, it is characterised in that methods described bag Include:
    The participation strategy of the first predetermined number hospital is counted, obtains the first ratio of the hospital for participating in intelligent medical treatment service;System The participation strategy of the second predetermined number object is counted, obtains the second ratio of the object for participating in intelligent medical treatment service;
    Obtain at least one first decision variable of the first predetermined number hospital and corresponding numerical value, and described second At least one second decision variable of predetermined number object and corresponding numerical value;
    According to first ratio, second ratio, at least one first decision variable and at least one second decision variable And Evolutionary Game Model, obtain the dynamic equalization point of Evolutionary Game Model;
    Intelligent medical treatment service strategy evolutionary process is obtained according to dynamic equalization point.
  2. 2. intelligent medical treatment service and decision-making according to claim 1 determines method, it is characterised in that the first predetermined number of statistics The participation strategy of individual hospital, the first ratio of the hospital for participating in intelligent medical treatment service is obtained, including:
    The participation strategy of the first predetermined number hospital is counted, obtains participating in the 3rd predetermined number doctor of intelligent medical treatment service Institute;
    The first ratio of the hospital for participating in intelligent medical treatment service is obtained according to first predetermined number and the 3rd predetermined number Example;
    Or
    The participation strategy of the second predetermined number object is counted, obtains the second ratio of the object for participating in intelligent medical treatment service, bag Include:
    The participation strategy of the second predetermined number object is counted, the 4th predetermined number for obtaining participating in intelligent medical treatment service is right As;
    The second ratio of the object for participating in intelligent medical treatment service is obtained according to second predetermined number and the 4th predetermined number Example.
  3. 3. intelligent medical treatment service and decision-making according to claim 1 determines method, it is characterised in that the Evolutionary Game Model For:
    Wherein, x represents the second ratio, and y represents the first ratio;CmRepresent that hospital provides the maintenance cost needed for intelligent medical treatment service; I1Represent total income when hospital provides intelligent medical treatment service;I2(I2< I1) represent that hospital is not provided when intelligent medical treatment services Total income;F represents that government fund when hospital provides intelligent medical treatment service is supported;U1Represent that object receives hospital and provides wisdom doctor Treat and service obtained effectiveness;U2(U2< U1) represent that object does not receive hospital and provides the effectiveness that intelligent medical treatment service is obtained;Cu Represent that object receives intelligent medical treatment equipment cost when hospital provides intelligent medical treatment service;CeRepresent that object needs intelligent medical treatment service And hospital does not provide extra cost when intelligent medical treatment services;P represents the medical fee that object is paid.
  4. 4. intelligent medical treatment service and decision-making according to claim 3 determines method, it is characterised in that according to the described first ratio Example, second ratio, at least one first decision variable and at least one second decision variable and Evolutionary Game Model, are obtained The dynamic equalization point of Evolutionary Game Model is taken, including:
    According to first ratio, second ratio, at least one first decision variable and at least one second decision variable, Determine the Evolutionary Game Model the first dynamic equalization point D, the second dynamic equalization point O (0,0), the 3rd dynamic equalization point A (1, 0), the 4th dynamic equalization point B (1,1), the 5th dynamic equalization point C (0,1);The first dynamic equalization point D (x*,y*),
  5. 5. intelligent medical treatment service and decision-making according to claim 4 determines method, it is characterised in that is obtained according to dynamic equalization point The intelligent medical treatment service strategy evolutionary process is taken, including:
    Under preset plane coordinate system, origin is the second dynamic equalization point O (0,0), obtains the first dynamic equalization point D, the Three dynamic equalization point A (1,0), the 4th dynamic equalization point B (1,1), the 5th dynamic equalization point C (0,1) form the area of quadrangle Formula SABCD
    <mrow> <msub> <mi>S</mi> <mrow> <mi>A</mi> <mi>B</mi> <mi>C</mi> <mi>D</mi> </mrow> </msub> <mo>=</mo> <mfrac> <mn>1</mn> <mn>2</mn> </mfrac> <mrow> <mo>(</mo> <mn>2</mn> <mo>-</mo> <mfrac> <mrow> <msub> <mi>C</mi> <mi>m</mi> </msub> <mo>-</mo> <mi>F</mi> </mrow> <mrow> <msub> <mi>I</mi> <mn>1</mn> </msub> <mo>-</mo> <msub> <mi>I</mi> <mn>2</mn> </msub> </mrow> </mfrac> <mo>-</mo> <mfrac> <msub> <mi>C</mi> <mi>e</mi> </msub> <mrow> <msub> <mi>U</mi> <mn>1</mn> </msub> <mo>-</mo> <msub> <mi>U</mi> <mn>2</mn> </msub> <mo>-</mo> <msub> <mi>C</mi> <mi>u</mi> </msub> <mo>+</mo> <msub> <mi>C</mi> <mi>e</mi> </msub> </mrow> </mfrac> <mo>)</mo> </mrow> <mo>;</mo> </mrow>
    Maintenance cost, hospital according to needed for the area formula of the quadrangle and hospital provide intelligent medical treatment service provide wisdom Government fund during medical services supports F relation, determines the evolutionary process of the intelligent medical treatment service strategy;
    If the evolutionary process of the intelligent medical treatment service strategy is intended to the 4th dynamic equalization point B, and the quadrangle Area is more than or equal to predetermined threshold value, it is determined that the intelligent medical treatment service strategy is as a kind of intelligent medical treatment service and decision-making.
  6. A kind of 6. evolutionary Game method and device device for intelligent medical treatment service and decision-making, it is characterised in that described device bag Include:
    Ratio acquisition module, for counting the participation strategy of the first predetermined number hospital, obtain and participate in intelligent medical treatment service First ratio of hospital;The participation strategy of the second predetermined number object is counted, obtains the object of participation intelligent medical treatment service Second ratio;
    First numerical value acquisition module, for obtaining at least one first decision variable of the first predetermined number hospital and right The numerical value answered, and at least one second decision variable of the second predetermined number object and corresponding numerical value;
    Equilibrium point acquisition module, for according to first ratio, second ratio, at least one first decision variable and extremely Few second decision variable and Evolutionary Game Model, obtain the dynamic equalization point of Evolutionary Game Model;
    Evolutionary process acquisition module, for obtaining the intelligent medical treatment service strategy evolutionary process according to dynamic equalization point.
  7. 7. intelligent medical treatment service and decision-making determining device according to claim 6, it is characterised in that the ratio acquisition module Including:
    First statistic unit, for counting the participation strategy of the first predetermined number hospital, obtain participating in intelligent medical treatment service 3rd predetermined number hospital;
    First proportional unit, intelligent medical treatment clothes are participated in for being obtained according to first predetermined number and the 3rd predetermined number First ratio of the hospital of business;
    Or
    The ratio acquisition module also includes:
    Second statistic unit, for counting the participation strategy of the second predetermined number object, obtain participating in intelligent medical treatment service 4th predetermined number object;
    Second proportional unit, intelligent medical treatment clothes are participated in for being obtained according to second predetermined number and the 4th predetermined number Second ratio of the object of business.
  8. 8. intelligent medical treatment service and decision-making determining device according to claim 6, it is characterised in that the Evolutionary Game Model Including:
    Wherein, x represents the second ratio, and y represents the first ratio;CmRepresent that hospital provides the maintenance cost needed for intelligent medical treatment service; I1Represent total income when hospital provides intelligent medical treatment service;I2(I2< I1) represent that hospital is not provided when intelligent medical treatment services Total income;F represents that government fund when hospital provides intelligent medical treatment service is supported;U1Represent that object receives hospital and provides wisdom doctor Treat and service obtained effectiveness;U2(U2< U1) represent that object does not receive hospital and provides the effectiveness that intelligent medical treatment service is obtained;Cu Represent that object receives intelligent medical treatment equipment cost when hospital provides intelligent medical treatment service;CeRepresent that object needs intelligent medical treatment service And hospital does not provide extra cost when intelligent medical treatment services;P represents the medical fee that object is paid.
  9. 9. intelligent medical treatment service and decision-making determining device according to claim 8, it is characterised in that the equilibrium point obtains mould Block includes:
    According to first ratio, second ratio, at least one first decision variable and at least one second decision variable, Determine the Evolutionary Game Model the first dynamic equalization point D, the second dynamic equalization point O (0,0), the 3rd dynamic equalization point A (1, 0), the 4th dynamic equalization point B (1,1), the 5th dynamic equalization point C (0,1);The first dynamic equalization point D (x*,y*),
  10. 10. the intelligent medical treatment service and decision-making determining device according to right wants 9, it is characterised in that the evolutionary process obtains Module includes:
    Area acquiring unit, under preset plane coordinate system, origin to be the second dynamic equalization point O (0,0), obtain described the One dynamic equalization point D, the 3rd dynamic equalization point A (1,0), the 4th dynamic equalization point B (1,1), the 5th dynamic equalization point C (0,1) Form the area formula S of quadrangleABCD
    <mrow> <msub> <mi>S</mi> <mrow> <mi>A</mi> <mi>B</mi> <mi>C</mi> <mi>D</mi> </mrow> </msub> <mo>=</mo> <mfrac> <mn>1</mn> <mn>2</mn> </mfrac> <mrow> <mo>(</mo> <mn>2</mn> <mo>-</mo> <mfrac> <mrow> <msub> <mi>C</mi> <mi>m</mi> </msub> <mo>-</mo> <mi>F</mi> </mrow> <mrow> <msub> <mi>I</mi> <mn>1</mn> </msub> <mo>-</mo> <msub> <mi>I</mi> <mn>2</mn> </msub> </mrow> </mfrac> <mo>-</mo> <mfrac> <msub> <mi>C</mi> <mi>e</mi> </msub> <mrow> <msub> <mi>U</mi> <mn>1</mn> </msub> <mo>-</mo> <msub> <mi>U</mi> <mn>2</mn> </msub> <mo>-</mo> <msub> <mi>C</mi> <mi>u</mi> </msub> <mo>+</mo> <msub> <mi>C</mi> <mi>e</mi> </msub> </mrow> </mfrac> <mo>)</mo> </mrow> </mrow>
    Evolutionary process acquiring unit, provided for the area formula according to the quadrangle and hospital needed for intelligent medical treatment service Government fund when maintenance cost, hospital provide intelligent medical treatment service supports F relation, determines the intelligent medical treatment service strategy Evolutionary process;
    Service strategy determining unit, for being intended to the 4th dynamic equalization point in the evolutionary process of intelligent medical treatment service strategy B, and when the area of the quadrangle is more than or equal to predetermined threshold value, determine the intelligent medical treatment service strategy as a kind of intelligence Intelligent medical services decision-making.
CN201710813168.8A 2017-09-11 2017-09-11 Evolutionary Game method and device method and device for intelligent medical treatment service and decision-making Pending CN107491657A (en)

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CN108541071A (en) * 2018-04-10 2018-09-14 清华大学 Wireless communication system multi-user resource distribution system based on the double-deck game
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Application publication date: 20171219