CN109508842A - It dispenses transport power and regulates and controls method and apparatus - Google Patents
It dispenses transport power and regulates and controls method and apparatus Download PDFInfo
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Abstract
This application discloses dispatching transport power to regulate and control method and apparatus.One specific embodiment of this method includes: the area characteristic information based on target area, determines the prediction order volume of the target area；Seriatim choose the regulating strategy at least one preset regulating strategy, the prediction order volume, the area characteristic information and selected regulating strategy are input to dispatching trained in advance and experience prediction model, obtains dispatching experience result corresponding with each regulating strategy；Matching degree based on obtained dispatching experience result and default dispatching experience target, determines desired control strategy from least one regulating strategy；Dispatching transport power regulation is carried out based on the desired control strategy.This embodiment improves dispatching transport power regulating effects.
Description
Technical field
This application involves field of computer technology, and in particular to Internet technical field, more particularly to dispatching transport power regulation
Method and apparatus.
Background technique
With the development of internet technology and universal, e-commerce website emerges one after another.E-commerce website usually exists
The larger situation of certain period order volumes carries out dispatching transport power regulation in this case.For taking out site for service,
Usually it will appear the larger situation of order volume in bad weather or meal time.
Existing method is usually manually empirically to select counter-measure in the biggish situation of order volume.However, this
Kind mode can not solve the problems, such as that transport capacity resource caused by order volume deficiency wastes, and only be answered by subjective observation order volume
It is right, it there is a problem that dispatching transport power regulating effect is poor.
Summary of the invention
The purpose of the embodiment of the present application is to propose a kind of improved dispatching transport power regulation method and apparatus, more than solving
The technical issues of background technology part is mentioned.
The embodiment of the present application provides A1, a kind of dispatching transport power regulation method, this method comprises: the area based on target area
Characteristic of field information determines the prediction order volume of target area；Seriatim choose the regulation at least one preset regulating strategy
Strategy will predict that order volume, area characteristic information and selected regulating strategy are input to dispatching experience prediction trained in advance
Model obtains dispatching experience result corresponding with each regulating strategy；Based on obtained dispatching experience result and default dispatching
The matching degree for experiencing target, determines desired control strategy from least one regulating strategy；It is carried out based on desired control strategy
Dispense transport power regulation.
The method of A2, such as A1, area characteristic information include at least one of the following: that temporal information, Weather information, trade company are preferential
Information.
The method of A3, such as A1, each of at least one regulating strategy regulating strategy are joined at least one regulation respectively
Number is corresponding.
The method of A4, such as A1, the area characteristic information based on target area determine the prediction order volume of target area, packet
It includes: the area characteristic information of target area being input to order volume prediction model trained in advance, obtains the target area
Predict order volume.
The method of A5, such as A1, this method further include the steps that training dispatching experience prediction model, comprising: extract target area
Domain dispenses experience knot in the History Order amount of multiple historical time sections, history area characteristic information, history regulating strategy and history
Fruit；Using machine learning method, using extracted History Order amount, history area characteristic information, history regulating strategy as defeated
Enter, extracted history is dispensed to experience result as output, training obtains dispatching experience prediction model.
The method of A6, such as A1, the matching degree based on obtained dispatching experience result and default dispatching experience target, to
Desired control strategy is determined in a few regulating strategy, comprising: based on obtained dispatching experience result and default dispatching body
The matching degree of target is tested, it is determining to experience result with the default most similar dispatching of dispatching experience target；Identified dispatching is experienced
As a result corresponding regulating strategy is determined as desired control strategy.
The embodiment of the present application also provides B1, a kind of dispatching transport power regulation device, which includes: the first determination unit,
It is configured to the area characteristic information based on target area, determines the prediction order volume of target area；Input unit is configured to
The regulating strategy at least one preset regulating strategy is seriatim chosen, it will prediction order volume, area characteristic information and selected
The regulating strategy taken is input to dispatching experience prediction model trained in advance, obtains dispatching experience corresponding with each regulating strategy
As a result；Second determination unit is configured to the matching degree based on obtained dispatching experience result and default dispatching experience target,
Desired control strategy is determined from least one regulating strategy；Regulate and control unit, is configured to carry out based on desired control strategy
Dispense transport power regulation.
The device of B2, such as B1, area characteristic information include at least one of the following: that temporal information, Weather information, trade company are preferential
Information.
The device of B3, such as B1, each of at least one regulating strategy regulating strategy are joined at least one regulation respectively
Number is corresponding.
The device of B4, such as B1, the first determination unit are further configured to: the area characteristic information of target area is inputted
To order volume prediction model trained in advance, the prediction order volume of the target area is obtained.
The device of B5, such as B1, the device further include: extraction unit is configured to extract target area in multiple history
Between the History Order amount of section, history area characteristic information, history regulating strategy and history dispatching experience result；Training unit is matched
Set for using machine learning method, using extracted History Order amount, history area characteristic information, history regulating strategy as
Extracted history is dispensed experience result as output by input, and training obtains dispatching experience prediction model.
The device of B6, such as B1, the second determination unit include: the first determining module, are configured to based on obtained dispatching
The matching degree of result and default dispatching experience target is experienced, it is determining to be tied with the most similar dispatching experience of default dispatching experience target
Fruit；Second determining module is configured to the corresponding regulating strategy of identified dispatching experience result being determined as desired control plan
Slightly.
The embodiment of the present application also provides C1, a kind of electronic equipment, comprising: one or more processors；Storage device is used
In storing one or more programs, when one or more programs are executed by one or more processors, so that at one or more
Manage method of the device realization as described in implementation any in A1 to A6.
The embodiment of the present application also provides D1, a kind of computer readable storage medium, are stored thereon with computer program, meter
The method as described in implementation any in A1 to A6 is realized when calculation machine program is executed by processor.
Dispatching transport power provided by the embodiments of the present application regulates and controls method and apparatus, is believed by the provincial characteristics based on target area
The prediction order volume for determining target area is ceased, the regulating strategy at least one preset regulating strategy is then seriatim chosen,
It will predict that order volume, area characteristic information and selected regulating strategy are input to dispatching trained in advance and experience prediction model,
Dispatching experience corresponding with each regulating strategy is obtained as a result, finally based on obtained dispatching experience result and default dispatching body
The matching degree for testing target determines desired control strategy from least one regulating strategy, to be carried out based on desired control strategy
Transport power regulation is dispensed, to can both carry out dispatching transport power regulation in the case where predicting the biggish situation of order volume, can also predicted
Dispatching transport power regulation is carried out in the insufficient situation of order volume, improves the regulating effect of dispatching transport power.
Detailed description of the invention
By reading a detailed description of non-restrictive embodiments in the light of the attached drawings below, the application's is other
Feature, objects and advantages will become more apparent upon:
Fig. 1 is that this application can be applied to exemplary system architecture figures therein；
Fig. 2 is the flow chart according to one embodiment of the dispatching transport power regulation method of the application；
Fig. 3 is the schematic diagram according to an application scenarios of the dispatching transport power regulation method of the application；
Fig. 4 is the flow chart according to another embodiment of the dispatching transport power regulation method of the application；
Fig. 5 is the structural schematic diagram according to one embodiment of the dispatching transport power regulation device of the application；
Fig. 6 is adapted for the structural schematic diagram for the computer system for realizing the electronic equipment of the embodiment of the present application.
Specific embodiment
The application is described in further detail with reference to the accompanying drawings and examples.It is understood that this place is retouched
The specific embodiment stated is used only for explaining related invention, rather than the restriction to the invention.It also should be noted that in order to
Convenient for description, part relevant to related invention is illustrated only in attached drawing.
It should be noted that in the absence of conflict, the features in the embodiments and the embodiments of the present application can phase
Mutually combination.The application is described in detail below with reference to the accompanying drawings and in conjunction with the embodiments.
Fig. 1 is shown can be using the dispatching transport power regulation method of the application or the exemplary system of dispatching transport power regulation device
System framework 100.
As shown in Figure 1, system architecture 100 may include terminal device 101,102,103, network 104,106, server
105 and terminal device 107,108,109.Network 104 between terminal device 101,102,103 and server 105 to provide
The medium of communication link；Network 106 between server 105 and terminal device 107,108,109 to provide communication link
Medium.Network 104,106 may include various connection types, such as wired, wireless communication link or fiber optic cables etc..
User can be used terminal device 101,102,103 and be interacted by network 104 with server 105, to receive or send out
Send message etc..For example, terminal device 101,102,103, which can be used, in user carries out food and drink, the browsing of information such as article, to service
Device 105 sends order and submits request etc..Various telecommunication customer end applications, example can be installed on terminal device 101,102,103
Such as take out class application, web browser applications, the application of shopping class, searching class application, instant messaging tools.Terminal device 101,
102, the various electronic equipments with display screen and supported web page browsing be can be 103, including but not limited to smart phone, flat
Plate computer, pocket computer on knee and desktop computer etc..
Dispatching personnel can be used terminal device 107,108,109 and be interacted by network 106 with server 105, to receive
Or send message etc..For example, dispatching personnel can be used terminal device 107,108,109 receive order information to be dispensed (for example,
May include trade company address, trade company's phone, dispatching address, subscriber phone etc.), dispatching performance etc. is fed back to server 105.
Terminal device 107,108,109 can be the various electronic equipments with display screen, usually portable mobile apparatus, such as intelligence
Energy mobile phone etc..
Server 105 can be to provide the server of various services, such as submit to terminal device 101,102,103
The order management server that order is managed.Order management server can predict the order volume of each region, and
It selects regulating strategy appropriate to carry out dispatching transport power regulation, and gives order information distribution to terminal device 107,108,109.
It should be noted that dispatching transport power regulation method provided by the embodiment of the present application is generally executed by server 105,
Correspondingly, dispatching transport power regulation device is generally positioned in server 105.
It should be understood that the number of terminal device, network and server in Fig. 1 is only schematical.According to realization need
It wants, can have any number of terminal device, network and server.
With continued reference to Fig. 2, the process 200 of one embodiment of the dispatching transport power regulation method according to the application is shown.
The dispatching transport power regulates and controls method, comprising the following steps:
Step 201, based on the area characteristic information of target area, the prediction order volume of target area is determined.
In the present embodiment, electronic equipment (such as the server shown in FIG. 1 of dispatching transport power regulation method operation thereon
105) the prediction order volume of above-mentioned target area can be determined based on the area characteristic information of target area.For example, above-mentioned electronics
Multiple and different area characteristic information of above-mentioned target area and the corresponding pass of prediction order volume can be previously stored in equipment
It is table, above-mentioned electronic equipment can directly inquire corresponding with current area characteristic information from above-mentioned mapping table
Predict order volume.Herein, above-mentioned target area can be preassigned any geographic range wait regulate and control dispatching transport power, or
Any region wait regulate and control dispatching transport power divided according to administrative region (such as street, community etc.).Above-mentioned zone characteristic information
It can be the various information for influencing the order volume of above-mentioned target area future time period, the including but not limited to target area same period
History Order amount and/or the traffic information of the target area etc..
Step 202, the regulating strategy at least one preset regulating strategy is seriatim chosen, will predict order volume, area
Characteristic of field information and selected regulating strategy are input to dispatching experience prediction model trained in advance, obtain and each regulation plan
Result is experienced in slightly corresponding dispatching.
In the present embodiment, at least one preset regulating strategy has been can store in above-mentioned electronic equipment, wherein described
Regulating strategy can be the quantity of increase and decrease dispatching personnel, increase and decrease dispatching expense etc..It can seriatim be chosen in above-mentioned electronic equipment
The regulating strategy at least one regulating strategy is stated, by above-mentioned prediction order volume, above-mentioned zone characteristic information and selected tune
Control strategy is input in advance trained dispatching experience prediction model, obtain dispatching corresponding with each regulating strategy experience as a result,
Wherein, above-mentioned experience prediction model can be used for predicting opposite with order volume, area characteristic information and selected regulating strategy
The dispatching experience result answered.As an example, above-mentioned experience prediction model can be technical staff be based on mass data statistics and it is pre-
First specified experiences pair of result for characterizing order volume, area characteristic information and this three of selected regulating strategy and dispatching
Answer relation table.In practice, dispatching experience result can be characterized with numerical value such as average dispatching duration, maximum dispatching durations.
Step 203, the matching degree based on obtained dispatching experience result and default dispatching experience target, from least one
Desired control strategy is determined in regulating strategy.
In the present embodiment, above-mentioned electronic equipment can experience mesh based on obtained dispatching experience result and default dispatching
Target matching degree determines desired control strategy from least one regulating strategy.Wherein, above-mentioned dispatching experience result can be used
Dispense the numerical value such as duration, maximum dispatching duration averagely to characterize, above-mentioned default dispatching experience target can be default average dispatching
Duration (such as 35 minutes), default maximum dispatching duration (such as 40 minutes) etc..In practice, in different weather, time
Default dispatching experience target can be different, as an example, can be using a length of 35 minutes when average dispatching as in advance when noon peak
Experience target is sent in establishing；Non- dining peak period can experience target using a length of 30 minutes when average dispatching as default dispatching；
The bad weathers such as rain, snow, which are descended, can experience target using a length of 40 minutes when average dispatching as default dispatching.
It should be noted that above-mentioned matching degree can be default dispatching experience target and dispense close between experience result
The quantitative expression of degree.For example, if dispatching experience result is averagely dispatching duration, then, matching degree for example can be by above-mentioned
The difference of default dispatching experience target and dispatching experience result carrys out quantitative expression.If the difference is positive number, dispatching body can be indicated
Result is tested better than above-mentioned default dispatching experience target；If the difference is zero, dispatching experience result and above-mentioned pre- establishing can be indicated
Send experience target consistent；If the difference is negative, it can indicate that dispatching experience result is inferior to above-mentioned default dispatching experience target.When
When difference is negative, the absolute value of difference is bigger, then it is believed that matching degree is lower.
In application scenes, above-mentioned electronic equipment may first determine whether to be present in above-mentioned default dispatching experience mesh
Mark consistent dispatching experience result, and if it exists, the dispatching can be experienced into regulating strategy corresponding to result and be determined as target tune
Control strategy；If it does not exist, it is corresponding that a dispatching experience result better than above-mentioned default dispatching experience target can be randomly selected
Regulating strategy can also be selected as desired control strategy from the dispatching experience result better than above-mentioned default dispatching experience target
It takes with the immediate dispatching experience of above-mentioned default dispatching experience target as a result, that the corresponding regulating strategy of result is experienced in the dispatching is true
It is set to desired control strategy, to carry out dispatching transport power regulation based on above-mentioned desired control strategy.In practice, above-mentioned electronic equipment can
To carry out dispatching transport power regulation according to above-mentioned desired control strategy.
Step 204, dispatching transport power regulation is carried out based on desired control strategy.
In the present embodiment, above-mentioned electronic equipment can carry out dispatching transport power regulation according to the desired control strategy.Make
For example, above-mentioned desired control strategy is the quantity increase by 10% that will dispense personnel, then above-mentioned electronic equipment can match currently
On the basis of the person of making a gift to someone, subdivided 10% dispatching personnel are that above-mentioned target area dispenses.
With continued reference to the signal that Fig. 3, Fig. 3 are according to the application scenarios of the dispatching transport power regulation method of the present embodiment
Figure.In the application scenarios of Fig. 3, server is primarily based on the area characteristic information 301 of target area, determines target area
Predict order volume 302；Then, server seriatim chooses the regulating strategy at least one preset regulating strategy 303, will be pre-
It surveys order volume 302, area characteristic information 301 and selected regulating strategy and is input to dispatching experience prediction mould trained in advance
Type obtains dispatching experience result 304 corresponding with each regulating strategy；Finally, server is based on obtained dispatching experience knot
The matching degree of fruit 304 and default dispatching experience target 305, determines desired control strategy 306 from least one regulating strategy,
To carry out dispatching transport power regulation based on desired control strategy.
The method provided by the above embodiment of the application determines above-mentioned mesh by the area characteristic information based on target area
The prediction order volume for marking region, then seriatim chooses the regulating strategy at least one preset regulating strategy, will be above-mentioned pre-
It surveys order volume, above-mentioned zone characteristic information and selected regulating strategy and is input to dispatching experience prediction model trained in advance,
Dispatching experience corresponding with each regulating strategy is obtained as a result, finally based on obtained dispatching experience result and default dispatching body
The matching degree for testing target determines desired control strategy from least one above-mentioned regulating strategy, to be based on above-mentioned desired control
Strategy carries out dispatching transport power regulation, so that dispatching transport power regulation can be both carried out in the case where predicting the biggish situation of order volume, it can also
To carry out dispatching transport power regulation in the case where predicting the insufficient situation of order volume, the regulating effect of dispatching transport power is improved.
With further reference to Fig. 4, it illustrates the processes 400 of another embodiment of dispatching transport power regulation method.The dispatching
The process 400 of transport power regulation method, comprising the following steps:
Step 401, the area characteristic information of target area is input to order volume prediction model trained in advance, obtains mesh
Mark the prediction order volume in region.
In the present embodiment, electronic equipment (such as the server shown in FIG. 1 of dispatching transport power regulation method operation thereon
105) above-mentioned zone characteristic information can be input to order volume prediction model trained in advance, obtain the pre- of the target area
Survey order volume, wherein the above order amount prediction model is used to characterize area characteristic information and predict the corresponding relationship of order volume.Make
For example, the above order amount prediction model can be technical staff be in advance based on mass data statistics it is prepared, for characterizing
The mapping table of area characteristic information and prediction order volume；It is also possible to using machine learning method, based on a large amount of training
Sample, to GBRT (Gradient Boost Regression Tree, progressive gradient regression tree), GBDT (Gradient
Boosting Decision Tree, gradient promote decision tree), the existing regression model such as neural network carry out Training
It is generated, wherein above-mentioned training sample may include a large amount of area characteristic information and with each area characteristic information pair
The order volume answered.
In the present embodiment, above-mentioned zone characteristic information may include at least one of following: temporal information, Weather information,
Merchant offers.Wherein, above-mentioned temporal information can be plays currently for characterizing the predetermined time before current time
Moment is formed by the period.Above-mentioned Weather information can be the character string for describing weather, for example, " fine ", " rain ", " wind ",
" snow " etc..Above-mentioned merchant offers can be information for characterizing the preferential strategy of trade company, such as rebate value, full derating etc..
Step 402, the regulating strategy at least one preset regulating strategy is seriatim chosen, will predict order volume, area
Characteristic of field information and selected regulating strategy are input to dispatching experience prediction model trained in advance, obtain and each regulation plan
Result is experienced in slightly corresponding dispatching.
In the present embodiment, at least one preset regulating strategy has been can store in above-mentioned electronic equipment, wherein above-mentioned
Each of at least one regulating strategy regulating strategy can respectively at least one regulation parameter (such as dispatching personnel number
Amount, dispatching expense etc.) it is corresponding.The regulation at least one above-mentioned regulating strategy can be seriatim chosen in above-mentioned electronic equipment
Above-mentioned prediction order volume, above-mentioned zone characteristic information and selected regulating strategy are input to dispatching trained in advance by strategy
Prediction model is experienced, obtains dispatching experience result corresponding with each regulating strategy, wherein above-mentioned experience prediction model can be used
Result is experienced in prediction dispatching corresponding with order volume, area characteristic information and selected regulating strategy.In practice, dispatching
Experience result can be characterized with numerical value such as average dispatching duration, maximum dispatching durations.
In some optional implementations of the present embodiment, this method can also include the above-mentioned dispatching experience prediction of training
The step of model: firstly, above-mentioned electronic equipment can extract above-mentioned target area in multiple historical time sections (such as by one week
Period made of every day interior, in one month or in half a year is divided with hour) History Order amount, history area it is special
Reference breath, history regulating strategy and history dispatching experience result；Later, above-mentioned electronic equipment can use machine learning method,
Extracted History Order amount, history area characteristic information, history regulating strategy are dispensed as input, by extracted history
Result is experienced as output, training obtains above-mentioned dispatching experience prediction model.It should be noted that above-mentioned electronic equipment can make
Training is carried out with the existing regression model such as GBRT, GBDT, obtains above-mentioned dispatching experience prediction model.
It should be noted that the operation of above-mentioned steps 402 and the operation of above-mentioned steps 202 are essentially identical, it is no longer superfluous herein
It states.
Step 403, the matching degree based on obtained dispatching experience result and default dispatching experience target, it is determining with it is default
Result is experienced in the most similar dispatching of dispatching experience target.
In the present embodiment, above-mentioned electronic equipment can experience mesh based on obtained dispatching experience result and default dispatching
Target matching degree, it is determining to experience result with the above-mentioned default most similar dispatching of dispatching experience target.Wherein, above-mentioned dispatching experience knot
Fruit can be characterized with numerical value such as average dispatching duration, maximum dispatching durations, and above-mentioned default dispatching experience target can be default
Averagely dispense duration, default maximum dispatching duration etc..Above-mentioned matching degree can be above-mentioned default dispatching experience target and dispatching body
The difference for testing result can be the absolute value of matching degree most with the above-mentioned default most similar dispatching experience result of dispatching experience target
Result is experienced in the dispatching of hour.
Step 404, the corresponding regulating strategy of identified dispatching experience result is determined as desired control strategy.
In the present embodiment, identified dispatching can be experienced the corresponding regulating strategy of result and determined by above-mentioned electronic equipment
For desired control strategy.In practice, above-mentioned electronic equipment can be according to regulation parameter (example corresponding to above-mentioned desired control strategy
Such as dispense quantity, the dispatching expense of personnel) carry out dispatching transport power regulation.
Step 405, dispatching transport power regulation is carried out based on desired control strategy.
In the present embodiment, above-mentioned electronic equipment can carry out dispatching transport power regulation according to above-mentioned desired control strategy.Tool
Body, above-mentioned electronic equipment can carry out dispatching transport power regulation according to regulation parameter corresponding with above-mentioned desired control strategy.
As an example, the quantity that the corresponding regulation parameter of the desired control strategy is dispatching personnel is 100 people, dispatching expense is 5 yuan,
Then above-mentioned electronic equipment can be increased and decreased to reach 100 people in the quantity to current dispatching personnel, and to current dispatching expense
It is adjusted.
Figure 4, it is seen that the dispatching transport power in the present embodiment regulates and controls method compared with the corresponding embodiment of Fig. 2
Process 400 is highlighted the step of being predicted using order volume prediction model order volume and is determined as target distribution strategy
The step of with distribution strategy corresponding to the most similar dispatching experience result of default dispatching experience target.The present embodiment is retouched as a result,
The scheme stated can more accurately obtain prediction order volume, further improve dispatching transport power regulating effect.
With further reference to Fig. 5, as the realization to method shown in above-mentioned each figure, this application provides a kind of dispatching transport power tune
One embodiment of device is controlled, the Installation practice is corresponding with embodiment of the method shown in Fig. 2, which can specifically apply
In various electronic equipments.
As shown in figure 5, dispatching transport power regulation device 500 described in the present embodiment includes: the first determination unit 501, configuration
For the area characteristic information based on target area, the prediction order volume of above-mentioned target area is determined；Input unit 502, configuration
It is for seriatim choosing the regulating strategy at least one preset regulating strategy, above-mentioned prediction order volume, above-mentioned zone is special
Reference breath and selected regulating strategy are input to dispatching experience prediction model trained in advance, obtain and each regulating strategy pair
The dispatching experience result answered, wherein above-mentioned experience prediction model is for predicting and order volume, area characteristic information and selected
Regulating strategy corresponding dispatching experience as a result, each of at least one above-mentioned regulating strategy regulating strategy respectively and at least
One regulation parameter is corresponding；Second determination unit 503 is configured to based on obtained dispatching experience result and default dispatching
The matching degree for experiencing target, determines desired control strategy from least one above-mentioned regulating strategy；Regulate and control unit 504, configuration
For carrying out dispatching transport power regulation based on above-mentioned desired control strategy.
In the present embodiment, the first determination unit 501 can determine above-mentioned mesh based on the area characteristic information of target area
Mark the prediction order volume in region.Specifically, above-mentioned target area can be previously stored in above-mentioned dispatching transport power regulation device 500
Multiple and different area characteristic informations and prediction order volume mapping table, above-mentioned first determination unit 501 can be from upper
It states and directly inquires prediction order volume corresponding with current area characteristic information in mapping table.
In some optional implementations of the present embodiment, above-mentioned zone characteristic information may include following at least one
: temporal information, Weather information, merchant offers.
In some optional implementations of the present embodiment, each of at least one above-mentioned regulating strategy regulates and controls plan
It slightly can be corresponding at least one regulation parameter respectively.
In some optional implementations of the present embodiment, above-mentioned first determination unit 501 can further configure use
In: the area characteristic information of target area is input to order volume prediction model trained in advance, is obtained and above-mentioned zone feature
The corresponding prediction order volume of information, wherein the above order amount prediction model is for characterizing area characteristic information and prediction order
The corresponding relationship of amount.
In the present embodiment, at least one preset regulating strategy has been can store in above-mentioned apparatus.Above-mentioned input unit
The regulating strategy at least one above-mentioned regulating strategy can be seriatim chosen in 502, by above-mentioned prediction order volume, above-mentioned zone
Characteristic information and selected regulating strategy are input to dispatching experience prediction model trained in advance, obtain and each regulating strategy
Result is experienced in corresponding dispatching, wherein above-mentioned experience prediction model can be used for predicting and order volume, area characteristic information and institute
Result is experienced in the corresponding dispatching of the regulating strategy of selection.As an example, above-mentioned experience prediction model can be technical staff's base
It is preassigned for characterizing order volume, area characteristic information and selected regulating strategy this three in mass data statistics
With the mapping table of dispatching experience result.In practice, dispatching experience result can use averagely dispatching duration, maximum dispatching duration
Numerical value are waited to characterize.
In the present embodiment, above-mentioned second determination unit 503 can be based on obtained dispatching experience result and pre- establishing
The matching degree for sending experience target, determines desired control strategy from least one regulating strategy.It should be noted that above-mentioned
It can be the difference of above-mentioned default dispatching experience target and dispatching experience result with degree.If the difference is positive number, can indicate to match
Send experience result better than above-mentioned default dispatching experience target；If the difference is zero, can indicate dispatching experience result with it is above-mentioned pre-
Establishing send experience target consistent；If the difference is negative, it can indicate that dispatching experience result is inferior to above-mentioned default dispatching experience mesh
Mark.Above-mentioned second determination unit 503 may first determine whether to be present in the above-mentioned default dispatching experience consistent dispatching body of target
Test result, and if it exists, the dispatching can be experienced into regulating strategy corresponding to result and be determined as desired control strategy；If not depositing
, the corresponding regulating strategy of dispatching experience result better than above-mentioned default dispatching experience target can be randomly selected, as
Desired control strategy can also be chosen and above-mentioned pre- establishing from the dispatching experience result better than above-mentioned default dispatching experience target
The immediate dispatching experience of experience target is sent as a result, the corresponding regulating strategy of dispatching experience result is determined as desired control plan
Slightly, to carry out dispatching transport power regulation based on above-mentioned desired control strategy.In practice, the second determination unit 503 can be according to above-mentioned
Regulation parameter corresponding to desired control strategy (such as quantity, dispatching expense etc. of dispatching personnel) carries out dispatching transport power regulation.
In the present embodiment, above-mentioned regulation unit 504 can carry out dispatching transport power regulation according to the desired control strategy.
In some optional implementations of the present embodiment, which can also include extraction unit and training unit
(not shown).Wherein, said extracted unit may be configured to extract above-mentioned target area in multiple historical time sections
History Order amount, history area characteristic information, history regulating strategy and history dispatching experience result.Above-mentioned training unit can match
Set for using machine learning method, using extracted History Order amount, history area characteristic information, history regulating strategy as
Extracted history is dispensed experience result as output by input, and training obtains above-mentioned dispatching experience prediction model.
In some optional implementations of the present embodiment, above-mentioned second determination unit 503 may include first determining
Module and the second determining module (not shown).Wherein, above-mentioned first determining module may be configured to based on obtained
The matching degree of dispatching experience result and default dispatching experience target, it is determining to experience the most similar dispatching of target with above-mentioned default dispatching
Experience result.Above-mentioned second determining module may be configured to determine the corresponding regulating strategy of identified dispatching experience result
For desired control strategy.
The device provided by the above embodiment of the application, the region by the first determination unit 501 based on target area are special
Reference breath determines the prediction order volume of above-mentioned target area, and then input unit 502 seriatim chooses at least one preset tune
Regulating strategy in control strategy, above-mentioned prediction order volume, above-mentioned zone characteristic information and selected regulating strategy are input to
Prediction model is experienced in trained dispatching in advance, obtains dispatching experience corresponding with each regulating strategy as a result, then second determining
Matching degree of the unit 503 based on obtained dispatching experience result and default dispatching experience target, from least one above-mentioned regulation
Desired control strategy is determined in strategy, is finally regulated and controled unit 504 based on above-mentioned desired control strategy and is carried out dispatching transport power regulation,
It, can also be in the prediction insufficient feelings of order volume to can both carry out dispatching transport power regulation in the case where predicting the biggish situation of order volume
Dispatching transport power regulation is carried out under condition, improves the regulating effect of dispatching transport power.
Below with reference to Fig. 6, it illustrates the computer systems 600 for the electronic equipment for being suitable for being used to realize the embodiment of the present application
Structural schematic diagram.Electronic equipment shown in Fig. 6 is only an example, function to the embodiment of the present application and should not use model
Shroud carrys out any restrictions.
As shown in fig. 6, computer system 600 includes central processing unit (CPU) 601, it can be read-only according to being stored in
Program in memory (ROM) 602 or be loaded into the program in random access storage device (RAM) 603 from storage section 608 and
Execute various movements appropriate and processing.In RAM 603, also it is stored with system 600 and operates required various programs and data.
CPU 601, ROM 602 and RAM 603 are connected with each other by bus 604.Input/output (I/O) interface 605 is also connected to always
Line 604.
I/O interface 605 is connected to lower component: the importation 606 including keyboard, mouse etc.；It is penetrated including such as cathode
The output par, c 607 of spool (CRT), liquid crystal display (LCD) etc. and loudspeaker etc.；Storage section 608 including hard disk etc.；
And the communications portion 609 of the network interface card including LAN card, modem etc..Communications portion 609 via such as because
The network of spy's net executes communication process.Driver 610 is also connected to I/O interface 605 as needed.Detachable media 611, such as
Disk, CD, magneto-optic disk, semiconductor memory etc. are mounted on as needed on driver 610, in order to read from thereon
Computer program be mounted into storage section 608 as needed.
Particularly, in accordance with an embodiment of the present disclosure, it may be implemented as computer above with reference to the process of flow chart description
Software program.For example, embodiment of the disclosure includes a kind of computer program product comprising be carried on computer-readable medium
On computer program, which includes the program code for method shown in execution flow chart.In such reality
It applies in example, which can be downloaded and installed from network by communications portion 609, and/or from detachable media
611 are mounted.When the computer program is executed by central processing unit (CPU) 601, limited in execution the present processes
Above-mentioned function.It should be noted that computer-readable medium described herein can be computer-readable signal media or
Computer readable storage medium either the two any combination.Computer readable storage medium for example can be --- but
Be not limited to --- electricity, magnetic, optical, electromagnetic, infrared ray or semiconductor system, device or device, or any above combination.
The more specific example of computer readable storage medium can include but is not limited to: have one or more conducting wires electrical connection,
Portable computer diskette, hard disk, random access storage device (RAM), read-only memory (ROM), erasable type may be programmed read-only deposit
Reservoir (EPROM or flash memory), optical fiber, portable compact disc read-only memory (CD-ROM), light storage device, magnetic memory
Part or above-mentioned any appropriate combination.In this application, computer readable storage medium, which can be, any include or stores
The tangible medium of program, the program can be commanded execution system, device or device use or in connection.And
In the application, computer-readable signal media may include in a base band or the data as the propagation of carrier wave a part are believed
Number, wherein carrying computer-readable program code.The data-signal of this propagation can take various forms, including but not
It is limited to electromagnetic signal, optical signal or above-mentioned any appropriate combination.Computer-readable signal media can also be computer
Any computer-readable medium other than readable storage medium storing program for executing, the computer-readable medium can send, propagate or transmit use
In by the use of instruction execution system, device or device or program in connection.Include on computer-readable medium
Program code can transmit with any suitable medium, including but not limited to: wireless, electric wire, optical cable, RF etc., Huo Zheshang
Any appropriate combination stated.
Flow chart and block diagram in attached drawing are illustrated according to the system of the various embodiments of the application, method and computer journey
The architecture, function and operation in the cards of sequence product.In this regard, each box in flowchart or block diagram can generation
A part of one module, program segment or code of table, a part of the module, program segment or code include one or more use
The executable instruction of the logic function as defined in realizing.It should also be noted that in some implementations as replacements, being marked in box
The function of note can also occur in a different order than that indicated in the drawings.For example, two boxes succeedingly indicated are actually
It can be basically executed in parallel, they can also be executed in the opposite order sometimes, and this depends on the function involved.Also it to infuse
Meaning, the combination of each box in block diagram and or flow chart and the box in block diagram and or flow chart can be with holding
The dedicated hardware based system of functions or operations as defined in row is realized, or can use specialized hardware and computer instruction
Combination realize.
Being described in unit involved in the embodiment of the present application can be realized by way of software, can also be by hard
The mode of part is realized.Described unit also can be set in the processor, for example, can be described as: a kind of processor packet
Include the first determination unit, input unit, the second determination unit and regulation unit.Wherein, the title of these units is in certain situation
Under do not constitute restriction to the unit itself, for example, the first determination unit is also described as the " area based on target area
Characteristic of field information determines the unit of the prediction order volume of target area ".
As on the other hand, present invention also provides a kind of computer-readable medium, which be can be
Included in device described in above-described embodiment；It is also possible to individualism, and without in the supplying device.Above-mentioned calculating
Machine readable medium carries one or more program, when said one or multiple programs are executed by the device, so that should
Device: the area characteristic information based on target area determines the prediction order volume of the target area；Seriatim choose it is preset extremely
Regulating strategy in a few regulating strategy, the prediction order volume, the area characteristic information and selected regulating strategy is defeated
Enter to dispatching trained in advance and experience prediction model, obtains dispatching experience result corresponding with each regulating strategy；Based on gained
The matching degree of the dispatching experience result and default dispatching experience target that arrive, determines target tune from least one regulating strategy
Control strategy；Dispatching transport power regulation is carried out based on the desired control strategy.
Above description is only the preferred embodiment of the application and the explanation to institute's application technology principle.Those skilled in the art
Member is it should be appreciated that invention scope involved in the application, however it is not limited to technology made of the specific combination of above-mentioned technical characteristic
Scheme, while should also cover in the case where not departing from foregoing invention design, it is carried out by above-mentioned technical characteristic or its equivalent feature
Any combination and the other technical solutions formed.Such as features described above has similar function with (but being not limited to) disclosed herein
Can technical characteristic replaced mutually and the technical solution that is formed.
Claims (10)
1. a kind of dispatching transport power regulates and controls method, which is characterized in that the described method includes:
Area characteristic information based on target area determines the prediction order volume of the target area；
The regulating strategy at least one preset regulating strategy is seriatim chosen, the prediction order volume, the region is special
Reference breath and selected regulating strategy are input to dispatching experience prediction model trained in advance, obtain and each regulating strategy pair
The dispatching experience result answered；
Matching degree based on obtained dispatching experience result and default dispatching experience target, from least one described regulating strategy
In determine desired control strategy；
Dispatching transport power regulation is carried out based on the desired control strategy.
2. the method according to claim 1, wherein when the area characteristic information includes at least one of the following:
Between information, Weather information, merchant offers.
3. the method according to claim 1, wherein each of at least one described regulating strategy regulates and controls plan
It is slightly corresponding at least one regulation parameter respectively.
4. the method according to claim 1, wherein the area characteristic information based on target area, determines
The prediction order volume of the target area, comprising:
The area characteristic information of target area is input to order volume prediction model trained in advance, obtains the target area
Predict order volume.
5. the method according to claim 1, wherein the method also includes training to dispense experience prediction model
Step, comprising:
The target area is extracted in the History Order amount of multiple historical time sections, history area characteristic information, history regulation plan
Slightly and result is experienced in history dispatching；
Using machine learning method, using extracted History Order amount, history area characteristic information, history regulating strategy as defeated
Enter, extracted history is dispensed to experience result as output, training obtains the dispatching experience prediction model.
6. the method according to claim 1, wherein described based on obtained dispatching experience result and pre- establishing
The matching degree for sending experience target, determines desired control strategy from least one described regulating strategy, comprising:
Matching degree based on obtained dispatching experience result and default dispatching experience target, it is determining to be experienced with the default dispatching
Result is experienced in the most similar dispatching of target；
The corresponding regulating strategy of identified dispatching experience result is determined as desired control strategy.
7. a kind of dispatching transport power regulation device, which is characterized in that described device includes:
First determination unit is configured to the area characteristic information based on target area, determines that the prediction of the target area is ordered
Dan Liang；
Input unit is configured to seriatim choose the regulating strategy at least one preset regulating strategy, by the prediction
Order volume, the area characteristic information and selected regulating strategy are input to dispatching experience prediction model trained in advance, obtain
Result is experienced to dispatching corresponding with each regulating strategy；
Second determination unit is configured to the matching degree based on obtained dispatching experience result and default dispatching experience target,
Desired control strategy is determined from least one described regulating strategy；
Regulate and control unit, is configured to carry out dispatching transport power regulation based on the desired control strategy.
8. device according to claim 7, which is characterized in that when the area characteristic information includes at least one of the following:
Between information, Weather information, merchant offers.
9. a kind of electronic equipment, comprising:
One or more processors；
Storage device, for storing one or more programs,
When one or more of programs are executed by one or more of processors, so that one or more of processors are real
Now such as method as claimed in any one of claims 1 to 6.
10. a kind of computer readable storage medium, is stored thereon with computer program, which is characterized in that the program is by processor
Such as method as claimed in any one of claims 1 to 6 is realized when execution.
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| CN201710828733.8A CN109508842A (en) | 2017-09-14 | 2017-09-14 | It dispenses transport power and regulates and controls method and apparatus |
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| CN201710828733.8A CN109508842A (en) | 2017-09-14 | 2017-09-14 | It dispenses transport power and regulates and controls method and apparatus |
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