CN109598447A - With pressurization pressure adjustment, order allocation method and device, electronic equipment and medium - Google Patents

With pressurization pressure adjustment, order allocation method and device, electronic equipment and medium Download PDF

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CN109598447A
CN109598447A CN201811501926.3A CN201811501926A CN109598447A CN 109598447 A CN109598447 A CN 109598447A CN 201811501926 A CN201811501926 A CN 201811501926A CN 109598447 A CN109598447 A CN 109598447A
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order
dispatching
refused
pressurization pressure
region
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白婷
陈宁
周凯荣
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Rajax Network Technology Co Ltd
Lazhasi Network Technology Shanghai Co Ltd
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Lazhasi Network Technology Shanghai Co Ltd
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    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06Q—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
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    • G06Q10/06312—Adjustment or analysis of established resource schedule, e.g. resource or task levelling, or dynamic rescheduling
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06Q—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
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    • G06Q10/06—Resources, workflows, human or project management; Enterprise or organisation planning; Enterprise or organisation modelling
    • G06Q10/063—Operations research, analysis or management
    • G06Q10/0631—Resource planning, allocation, distributing or scheduling for enterprises or organisations
    • G06Q10/06311—Scheduling, planning or task assignment for a person or group
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06Q—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
    • G06Q10/00—Administration; Management
    • G06Q10/08—Logistics, e.g. warehousing, loading or distribution; Inventory or stock management
    • G06Q10/083—Shipping

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Abstract

The present embodiments relate to Internet technical fields, disclose a kind of with pressurization pressure adjustment, order allocation method and device, electronic equipment and medium.With pressurization pressure method of adjustment, comprising: refused single probability according to the order in dispatching region, obtain the dispatching region matches pressurization pressure；Match pressurization pressure according to described, adjusts the distribution strategy in the dispatching region.Using embodiments of the present invention, the dispatching pressure condition in dispatching region is known by the data of quantization, to carry out balanced adjustment to distribution strategy in time, is improved the efficiency of balanced adjustment distribution strategy, is guaranteed the ability that there is acknowledgement of consignment order enough in dispatching region.

Description

With pressurization pressure adjustment, order allocation method and device, electronic equipment and medium
Technical field
The present invention relates to Internet technical field, in particular to it is a kind of with pressurization pressure adjustment, order allocation method and device, Electronic equipment and medium.
Background technique
With the fast development of Internet technology, more and more people's selection uses this novel shopping side of online shopping Formula, therefore also just produce a large amount of logistics distribution demands.Nowadays, logistics distribution belongs to an open market, in addition to logistics public affairs Take charge of exclusive dispatching jockey, remaining meet jockey be on duty condition people can also participate in order dispatching.Therefore, logistics distribution market On jockey's quantity for being dispensed be dynamic change at any time.
However at least there are the following problems in the related technology for inventor's discovery: since order volume and jockey's quantity are all dynamics Variation, when order volume is larger and when jockey's negligible amounts, will cause the excessive with pressurization pressure of dispatching region, to dispense region It is interior that order is dispensed without enough distribution capacities.
Summary of the invention
Being designed to provide for embodiment of the present invention is a kind of with pressurization pressure adjustment, order allocation method and device, electronics Equipment and medium, so that there is the ability of acknowledgement of consignment order enough in dispatching region.
In order to solve the above technical problems, embodiments of the present invention provide one kind with pressurization pressure method of adjustment, including with Lower step: being refused single probability according to the order in dispatching region, and obtain the dispatching region matches pressurization pressure；According to the dispatching Pressure adjusts the distribution strategy in the dispatching region.
Embodiments of the present invention additionally provide a kind of order allocation method, comprising the following steps: according to dispatching region Order is refused single probability, and obtain the dispatching region matches pressurization pressure；Match pressurization pressure according to described, adjusts to the dispatching area The Order splitting in domain.
Embodiments of the present invention additionally provide a kind of dispatching pressure regulation device, comprising: dispatching calculation of pressure module is used In single probability of being refused according to the order for dispensing region, obtain the dispatching region matches pressurization pressure；Distribution strategy module is adjusted, For matching pressurization pressure according to described, the distribution strategy in the dispatching region is adjusted.
Embodiments of the present invention additionally provide a kind of Order splitting device, comprising: dispatching calculation of pressure module is used for root According to the single probability of being refused for the order for dispensing region, obtain the dispatching region matches pressurization pressure；Order splitting module is adjusted, is used for Match pressurization pressure according to described, adjusts the Order splitting to the dispatching region.
Embodiments of the present invention additionally provide a kind of electronic equipment, at least one processor；And with described at least one The memory of a processor communication connection；Wherein, the memory is stored with the finger that can be executed by least one described processor It enables, described instruction is executed by least one described processor, so that at least one described processor is able to carry out: according to dispatching area The order in domain is refused single probability, and obtain the dispatching region matches pressurization pressure；Match pressurization pressure according to described, adjusts the dispatching The distribution strategy in region.
Embodiments of the present invention additionally provide a kind of electronic equipment, at least one processor；And with described at least one The memory of a processor communication connection；Wherein, the memory is stored with the finger that can be executed by least one described processor It enables, described instruction is executed by least one described processor, so that at least one described processor is able to carry out: according to dispatching area The order in domain is refused single probability, and obtain the dispatching region matches pressurization pressure；Match pressurization pressure according to described, adjustment is matched to described Send the Order splitting in region.
Embodiments of the present invention additionally provide a kind of non-volatile memory medium, for storing computer-readable program, The computer-readable program is used to execute for computer matches pressurization pressure method of adjustment as described above.
Embodiments of the present invention additionally provide a kind of non-volatile memory medium, for storing computer-readable program, The computer-readable program is used to execute order allocation method as described above for computer.
In terms of existing technologies, the main distinction and its effect are embodiment of the present invention: according to dispatching region Order is refused single probability, and obtain the dispatching region matches pressurization pressure；Match pressurization pressure according to described, adjusts the dispatching region Distribution strategy；In this way, the dispatching pressure condition in dispatching region is known by the data of quantization, thus in time to matching It send strategy to carry out balanced adjustment, improves the efficiency of equilibrium adjustment distribution strategy, guarantee that dispatching region has and carry order enough Ability.
In addition, adjusting the distribution strategy in the dispatching region according to pressurization pressure is matched, specifically including: when detecting described match When pressurization pressure is greater than or equal to presetting with pressurization pressure, the dispatching range in the dispatching region is reduced；The region of diminution is incorporated to institute State the adjacent dispatching region in dispatching region；And/or when detect it is described with pressurization pressure be greater than or equal to it is default with pressurization pressure when, Improve the order dispatching expense in the dispatching region.In this way, the method for a variety of adjustment distribution strategies is provided, effectively Ground alleviates the problem of dispatching hypertonia in dispatching region.
In addition, before the dispatching range for reducing the dispatching region, further includes: calculate the adjacent dispatching region With pressurization pressure；Judge that whether being lower than with pressurization pressure for the adjacent dispatching region is described default with pressurization pressure；Adjacent match when described Send region with pressurization pressure lower than it is described it is default with pressurization pressure when, execute the dispatching range for reducing the dispatching region.It is logical Cross this mode, judge adjacent dispatching region whether have the ability to accept dispatching region it is excessive with pressurization pressure, to carry out difference Distribution strategy adjustment, facilitate to dispatching resource reasonable utilization, improve distribution strategy adjustment validity.Matched by reducing The dispatching range in region is sent, so that the quantity of corresponding untreated order is also accordingly reduced in dispatching region, so that dispatching The existing transport power in region carries the untreated order for reducing quantity enough.Reduce dispatching region dispatching range simultaneously, The region of diminution is incorporated to adjacent dispatching region, is equivalent to the dispatching range for expanding adjacent dispatching region, that is, make phase The quantity of corresponding untreated order accordingly increases in neighbour's dispatching region；And adjacent area is little with pressurization pressure, dispenses transport power Surplus, enough acknowledgement of consignment increase the untreated order of quantity, to not interfere with the normal dispatching in adjacent dispatching region, and realize The resource in each dispatching region is effectively utilized.
In addition, improving institute when the adjacent dispatching region is when being greater than or equal to described preset with pressurization pressure with pressurization pressure State the order dispatching expense in dispatching region.Order by improving dispatching region dispenses expense, so that jockey carries out order dispatching Income be also improved so that jockey's quantity for being dispensed of dispatching region is gone to increase, also just improve dispatching area The transport power in domain is to carry untreated order.The untreated quantity on order and transport power in adjacent dispatching region will not be influenced simultaneously, i.e., The normal dispatching in adjacent dispatching region is not interfered with, and increases the income volume of dispatching order.Moreover, making user conscious Because higher order dispense expense due to reduce the amount of placing an order, thus alleviate dispatching region quantity on order growth, alleviate Dispense the situation excessive with pressurization pressure in region.
In addition, being refused single probability according to the order in dispatching region, obtain dispatching region matches pressurization pressure, specifically includes: The order information of the untreated order in dispatching region is obtained, single probability is refused in the prediction for calculating the untreated order；According to institute Single probability is refused in the prediction for stating untreated order and the true of the dispatching processed order in region is refused single probability, described in calculating Dispense region matches pressurization pressure.In this way, single probability is refused to untreated order forecasting, so as to know possibility What is generated matches pressurization pressure；Single probability is refused according to the calculating of true disposition to processed order, so as to know What is generated matches pressurization pressure；Single probability is refused into prediction and is organically combined with really single probability is refused, to calculate dispatching region Match pressurization pressure, with effectively realize to dispatching region the quantization with pressurization pressure, quantization match pressurization pressure help to improve Weighing apparatus adjusts the efficiency for matching pressurization pressure.
In addition, single probability is refused in the prediction for calculating the untreated order, specifically include: calculating described untreated order Single probability is refused in single respective prediction；The prediction according to the untreated order has been refused single probability and the dispatching region The true of processing order is refused single probability, and calculate the dispatching region matches pressurization pressure, is specifically included: to the untreated order Respective prediction is refused single probability and is summed, and obtains predicting to be refused single probability summation, and to the true of the processed order It is refused single probability to sum, obtains really being refused single probability summation；Single probability summation, described true is refused according to the prediction Single probability summation is refused, calculates and is averagely refused single probability, and is averagely refused single probability as the table for matching pressurization pressure for described Value indicative.
In addition, untreated order includes the untreated order of current time piece and the untreated order of preceding L timeslice； Prediction respective to the untreated order is refused single probability and is summed, and is specifically included: according to untreated order include it is each Single probability is refused in the respective prediction of the untreated order of a timeslice, and single probability and value are refused in the prediction for obtaining each timeslice； The prediction of each timeslice is refused into single probability and value respectively multiplied by the weight of each timeslice；It will be multiplied by described each Single probability and value are refused in the prediction of each timeslice after the weight of a timeslice, are summed, and the prediction quilt is obtained Refuse single probability summation.In this way, it avoids leading since untreated quantity on order is very few in dispatching region under current time piece It causes calculated prediction to be refused single probability summation without stronger informative situation, preceding the untreated of L timeslice is ordered It is single to be also included in calculating, improve the property of can refer to that single probability summation calculating is refused prediction；And the prediction of each timeslice is refused The weight of single probability and each timeslice all incorporates design conditions, close to truth under different time piece with pressurization pressure become Change, clearly reflects prediction of the untreated order under different time piece and refused single probability summation.
In addition, the dispatching processed order in region includes the processed order of current time piece and the place of preceding L timeslice Manage order；The true of the processed order is refused by single probability is summed, specifically includes: including according to processed order The processed order of each timeslice is respective really to be refused single probability, obtain each timeslice it is true refused single probability and Value；By the true single probability and value refused of each timeslice respectively multiplied by the weight of each timeslice；Will multiplied by institute The true of each timeslice after stating the weight of each timeslice is refused single probability and value, is summed, and is obtained described true It is real to be refused single probability summation.
In addition, single probability is refused in the prediction for calculating the untreated order, specifically include: obtaining described untreated order Single order information, according to the order information of the acquisition and it is preset refused single probabilistic model, calculate the untreated order It is respective to be refused single probability；Wherein, described to be refused single probabilistic model and obtain in the following manner: to obtain the dispatching region more Historical data in a historical time section, the historical data include History Order information；Institute is obtained according to the historical data State multiple characteristic values of the dispatching region in each historical time section；Wherein, each characteristic value is respectively used to indicate following Feature: order rate, difference comments rate, overtime rate, order trade company feature, jockey's feature, weather characteristics；By each historical time Multiple characteristic values in section, are trained as training data to single probabilistic model is refused, and acquisition is described to be refused single probabilistic model. It has effectively taken into account and will affect many factors with pressurization pressure in delivery process, it is single general to effectively improve being refused of training The accuracy rate of rate model, so that calculated refused single probability closer to truth；According to the historical data instruction in dispatching region It gets to preset and is refused single probabilistic model, more close to truth, ensure that and calculate the accuracy that single probability is refused in prediction.
In addition, described refused single probabilistic model, specifically: iteration decision-tree model.In this way, can flexibly locate Various types of data are managed, and the accuracy rate of model, execution efficiency etc. are more excellent.
In addition, matching pressurization pressure according to described, the Order splitting to the dispatching region is adjusted, is specifically included: when detecting It is described with pressurization pressure be greater than or equal to it is default with pressurization pressure when, by the Order splitting in the dispatching region to the dispatching region Adjacent dispatching region.In this way, a kind of method for adjusting Order splitting is provided, dispatching region is effectively alleviated Order excessively leads to the problem excessive with pressurization pressure.
In addition, before the Order splitting that will dispense region to the adjacent dispatching region in the dispatching region, further includes: calculate Match pressurization pressure in the adjacent dispatching region in the dispatching region；Whether judge the adjacent dispatching region is lower than institute with pressurization pressure It states default with pressurization pressure；When the adjacent dispatching region with pressurization pressure lower than it is described it is default with pressurization pressure when, execute it is described will It is described dispatching region Order splitting to it is described dispatching region adjacent dispatching region.In this way, judge adjacent dispatching Region whether have the ability to accept dispatching region it is excessive match pressurization pressure, to carry out different Order splitting adjustment, facilitate pair The reasonable utilization of resource is dispensed, the validity of Order splitting adjustment is improved.By the way that the Order splitting for dispensing region is matched to adjacent Region is sent, so that the quantity of corresponding untreated order is also accordingly reduced in dispatching region, so that dispatching region is existing Transport power carries the untreated order for reducing quantity enough；And adjacent area is little with pressurization pressure, dispatching transport power is superfluous, enough Acknowledgement of consignment increases the untreated order of quantity, to not interfere with the normal dispatching in adjacent dispatching region, and realizes effective benefit With the resource in each dispatching region.
In addition, improving institute when the adjacent dispatching region is when being greater than or equal to described preset with pressurization pressure with pressurization pressure State the order dispatching expense in dispatching region.In this way, so that user is conscious due to higher order dispenses expense The reduction amount of placing an order alleviates the excessive with pressurization pressure of dispatching region to slow down the growth of the quantity on order in dispatching region Situation.Moreover, in this way, so that the income that jockey carries out order dispatching is also improved, so that going to dispatching Jockey's quantity that region is dispensed increases, therefore can carry untreated order, also increases the income volume of dispatching order.
Detailed description of the invention
Fig. 1 is the flow chart for matching pressurization pressure method of adjustment in first embodiment according to the present invention；
Fig. 2 is the flow chart for matching pressurization pressure method of adjustment in second embodiment according to the present invention；
Fig. 3 is the flow chart of order allocation method in third embodiment according to the present invention；
Fig. 4 is the flow chart of order allocation method in the 4th embodiment according to the present invention；
Fig. 5 is the structure chart of the dispatching pressure regulation device in the 5th embodiment according to the present invention；
Fig. 6 is the structure chart of the Order splitting device in sixth embodiment according to the present invention；
Fig. 7 is the structure chart of electronic equipment in the 7th embodiment according to the present invention；
Fig. 8 is the structure chart of electronic equipment in the 8th embodiment according to the present invention.
Specific embodiment
In order to make the object, technical scheme and advantages of the embodiment of the invention clearer, below in conjunction with attached drawing to the present invention Each embodiment be explained in detail.However, it will be understood by those skilled in the art that in each embodiment party of the present invention In formula, in order to make the reader understand this application better, many technical details are proposed.But even if without these technical details And various changes and modifications based on the following respective embodiments, the application technical solution claimed also may be implemented.With Under the division of each embodiment be for convenience, any restriction should not to be constituted to specific implementation of the invention, it is each Embodiment can be combined with each other mutual reference under the premise of reconcilable.
The first embodiment of the present invention is related to a kind of dispatching pressure method, detailed process is as shown in Figure 1.Present embodiment In, single probability is refused according to the order in dispatching region, obtain the dispatching region matches pressurization pressure, presses according to the dispatching Power, the distribution strategy for adjusting the dispatching region improve balanced tune so as to carry out balanced adjustment to distribution strategy in time The efficiency of whole distribution strategy guarantees the ability that there is acknowledgement of consignment order enough in dispatching region.The process of Fig. 1 is illustrated below.
Step 101, single probability is refused according to the order in dispatching region, obtain dispatching region matches pressurization pressure.
Specifically, dispatching region can according to administrative division or road distribution etc. standards divide one piece of region, It can be the one piece of region divided according to trade company, residential quarter or dispensing station point；Calculate the prediction quilt of the dispatching untreated order in region Refuse single probability and the true of processed order refused single probability, by the two organically combine to obtain dispatching region with pressurization pressure, have Effect realizes the quantization for matching pressurization pressure, helps to improve the efficiency of balanced adjustment distribution strategy.
Step 102, whether judgement is greater than or equal to default with pressurization pressure with pressurization pressure.If so, step 103 is executed, if it is not, Terminate.
Specifically, being influenced by dispatching region acknowledgement of consignment order and transport power with pressurization pressure due to dispatching region, it can be with Default one is in the default with pressurization pressure of equilibrium state with pressurization pressure for indicating, for reflecting the acknowledgement of consignment order in dispatching region Amount and transport power situation.When being calculated with pressurization pressure greater than or equal to presetting with pressurization pressure, the dispatching in dispatching region is indicated Pressure is excessive, and dispatching transport power is insufficient, needs to adjust distribution strategy to reduce and match pressurization pressure, improves dispatching transport power.
Step 103, the dispatching range in dispatching region is reduced, and/or improves the order dispatching expense in dispatching region.
Specifically, by the dispatching range for reducing dispatching region, and the region of diminution is incorporated to adjacent dispatching region, make The quantity that corresponding untreated order in region must be dispensed also accordingly is reduced, so that the existing transport power in dispatching region is held enough Fortune reduces the untreated order of quantity.
Specifically, expense is dispensed by the order for improving dispatching region, so that jockey carries out the income of order dispatching It is improved, so that the jockey's quantity for going to dispatching region to be dispensed increases, also just improves the transport power in dispatching region To carry untreated order, and increase the income volume of dispatching order.Moreover, making user conscious because higher order is matched It send expense and reduces the amount of placing an order, to alleviate the growth of the quantity on order in dispatching region, alleviate the dispatching pressure in dispatching region The excessive situation of power.
Specifically, the dispatching range in dispatching region can be reduced simultaneously and improve the order dispatching expense in dispatching region, with Realize simultaneously and reduce untreated order and increase jockey's quantity, with significantly reduce dispatching region with pressurization pressure.
Below with an example, to being illustrated with pressurization pressure method of adjustment for present embodiment: according to ordering for dispatching region Single, the prediction that untreated order is calculated is refused the true of single probability and processed order and is refused single probability, and the two is organic It is 0.2 with pressurization pressure in conjunction with obtain dispatching region.Since default pressurization pressure of matching is 0.1, i.e., dispatching region is high with pressurization pressure Match pressurization pressure in default, then reduce the dispatching range in dispatching region to first wife and send the 70% of range, and by 30% area of diminution Domain is incorporated to adjacent dispatching region；And/or it improves the order in dispatching region and dispenses expense and send the 150% of expense to first wife.
Present embodiment is refused single probability in terms of existing technologies, according to the order in dispatching region, described in acquisition Dispense region matches pressurization pressure, according to pressurization pressure is matched, adjusts the distribution strategy in the dispatching region；It is higher than or waits when with pressurization pressure When presetting with pressurization pressure, the order that the dispatching range and/or raising for reducing dispatching region dispense region dispenses expense, passes through this Kind mode provides the methods of a variety of adjustment distribution strategies, has effectively achieved the quantization with pressurization pressure to dispatching region, from And balanced adjustment is carried out to distribution strategy in time, the efficiency of balanced adjustment distribution strategy is improved, guarantees that dispatching region has enough Carry the ability of order.
Second embodiment of the present invention is related to one kind with pressurization pressure method of adjustment, and detailed process is as shown in Figure 2.This implementation Mode is roughly the same with first embodiment, and specific difference place is, in second embodiment of the invention, to how calculating Obtain dispatching region has done further refinement with pressurization pressure, and is further optimized to the method for adjustment with pressurization pressure.Under Process in face of Fig. 2 illustrates:
Step 201, the order information for obtaining the dispatching untreated order in region, the prediction for calculating untreated order are refused list generally Rate.
Specifically, obtaining the order information of each untreated order in dispatching region, order information be can specifically include The not processed duration of lower single time of order, order, the geographical location etc. of the affiliated trade company of order are any number of about order Information；The order information for the untreated order that will acquire as input data, be input to it is preset refused single probabilistic model, lead to Cross refused the calculating of single probabilistic model to get to untreated order it is respective prediction refused single probability.It is noted that being used for The order information of the untreated order calculated is abundanter, and it is more accurate that single probability is refused in the prediction being calculated.
More specifically, it is above-mentioned refused single probabilistic model can by mode below training obtain: obtain dispatching region Historical data in multiple historical time sections, wherein historical data includes History Order information, and History Order information specifically may be used To include any number of information about order, such as: about order itself information (include at least: order whether by order, Whether order is commented by difference, whether order is a time out the information such as order), about the affiliated trade company of order information (include at least trade company Geographical location, the positive rating of trade company, trade company go out the information such as single time), about the information of jockey (include at least dispatching region Interior jockey's quantity, the positive rating of jockey, the information such as average food delivery time of jockey) and the information of environmental factor (include at least The information such as the weather conditions under historical time)；Multiple features of the dispatching region in historical time section are obtained according to historical data Value, wherein each characteristic value, be respectively used to the following characteristics for indicating to obtain according to above-mentioned History Order information: order rate, difference are commented Rate, overtime rate, order trade company feature, jockey's feature, weather characteristics etc.；Using multiple characteristic values as training data, to being refused list Probabilistic model is trained, and obtains preset being refused single probabilistic model.Such as: obtain dispatching region in, 18 points three at 8 points at 14 points The order of a historical time obtains the multiple of the corresponding dispatching region of History Order according to the historical data of above-mentioned History Order Characteristic value, such as: get order rate, difference comments rate, overtime rate of History Order etc.；Get the geographical position of History Order trade company It sets, positive rating, out single time etc., for indicating order trade company feature；Get the jockey's quantity dispensed in dispatching region Deng for indicating jockey's feature；Getting the weather under historical time is bad weather, for indicating weather characteristics, etc.. By multiple true characteristic values of each History Order (i.e. order rate, difference comments rate, overtime rate, the geographical location of order trade company, Positive rating goes out single time, the weather etc. under jockey's quantity and historical time) it is used as training data, single probabilistic model is refused in input, Obtain the output as above-mentioned History Order of model is refused single probability；By output obtain History Order refused single probability with The practical of the corresponding History Order of the characteristic value of input is refused single probability and is compared, and adjusts model ginseng according to comparison result Number, so that constantly iteration optimization is refused single probabilistic model.In this way, it ensure that the accurate of single probability is refused in calculating prediction Property, having effectively taken into account will affect many factors with pressurization pressure in delivery process, effectively improve being refused of training The accuracy rate of single probabilistic model, so that calculated refused single probability closer to truth.
More specifically, being refused single probabilistic model can be iteration decision-tree model (GBDT model).The calculation of GBDT model Method is made of more decision trees, and the conclusion of all trees has added up as the output of final mask.It is commented using models such as accuracys rate Estimate after index tests a variety of models, using GBDT model as single probabilistic model is refused, can flexibly handle various types of The data of type, and the accuracy rate of model, execution efficiency etc. are more excellent.In addition, being refused single probabilistic model can also be logistic regression mould The models such as type, xg-boost, do not enumerate herein.
Step 202, single probability summation is refused in prediction respective to untreated order, obtains predicting to be refused single probability summation.
Specifically, untreated order includes that the untreated order of current time piece and preceding the untreated of L timeslice are ordered It is single.By taking the unit time is 15 minutes as an example, can be divided into several timeslices one day time, 00:00 to 00:15 is the One timeslice；00:15 to 00:30 is second timeslice, and so on.That is, this moment can obtain in 00:15 First timeslice can obtain second timeslice at this moment of 00:30.Therefore, if current time piece be 10 points 45 minutes Obtained timeslice, then when L takes 3, preceding L timeslice be 10 points 30 minutes, 10 points of 15 minutes, 10 o'clock sharp when respectively obtain Timeslice.Certainly, L can be set as any positive number according to demand.According to the respective prediction of untreated order of each timeslice Single probability is refused, single probability and value are refused in the prediction for obtaining each timeslice；By the prediction of each timeslice refused single probability and Value multiplied by the weight of each timeslice, will be refused single general respectively multiplied by the prediction of each timeslice after the weight of each timeslice Rate and value, sum, and obtain predicting to be refused single probability summation.
More specifically, it is different due to dispensing the quantity on order in region under different time piece, is predicted when calculating When being refused single probability summation, it is understood that there may be untreated quantity on order is very few in dispatching region under current time piece, calculated pre- Survey is refused single probability summation without stronger referential, therefore the untreated order of preceding L timeslice can be also included in meter It calculates, improves the property of can refer to for being refused prediction single probability summation calculating.If current time piece is in dining peak period, area is dispensed The untreated quantity on order in domain is refused the data of single probability summation as calculating prediction enough, then L can take 0, i.e., according only to working as Single probability is refused in the prediction of preceding timeslice and value obtains predicting to be refused single probability summation, regardless of the prediction quilt of multiple timeslices Refuse single probability and value.
More specifically, single probability summation is refused in the prediction of untreated order, and the prediction with each timeslice is refused single general Rate and value are related with the weight of each timeslice, wherein and the weight of timeslice can be preset according to the specific moment, for example, , can relatively large with pressurization pressure in dining peak period when 12, then default 12 when the total weight of weight Zhan 0.5.First to each The prediction of a timeslice is refused single probability and is summed, and single probability and value are refused in the prediction for obtaining each timeslice；When will be each Between the prediction of piece refused the multiplied by weight of single probability and value and each timeslice, the prediction of each timeslice after multiplication is refused Single probability and value are summed, and obtain predicting to be refused single probability summation, in this way, the prediction of each timeslice is refused The weight of single probability and each timeslice all incorporates design conditions, close to truth under different time piece with pressurization pressure become Change, clearly reflects prediction of the untreated order under different time piece and refused single probability summation.
Step 203, single probability summation is refused to the true of processed order, obtains really being refused single probability summation.
Specifically, processed order includes that the processed order of current time piece and preceding the processed of L timeslice are ordered It is single；The processed order for each timeslice for including according to processed order is respective really to be refused single probability, when obtaining each Between the true of piece refused single probability and value；By the true single probability and value refused of each timeslice respectively multiplied by each timeslice Weight will be refused single probability and value multiplied by the true of each timeslice after the weight of each timeslice, be summed, and be obtained true It is real to be refused single probability summation.
More specifically, the L value that the L value taken herein and above-mentioned calculating prediction are refused to take when single probability is identical.Due to not It is different with the quantity on order in region is dispensed under timeslice, when calculating is really refused single probability summation, it is understood that there may be when It is very few that processed quantity on order in region is dispensed under preceding timeslice, it is calculated really to be refused single probability summation without stronger Referential, therefore the processed order of preceding L timeslice can be also included in calculating is improved to really being refused single probability summation meter The property of can refer to calculated.If current time piece is in dining peak period, the processed quantity on order in region is dispensed enough as meter The data for really being refused single probability summation are calculated, then L can take 0, i.e., refused single probability and value according only to the true of current time piece It obtains really being refused single probability summation, true regardless of multiple timeslices is refused single probability and value.
More specifically, the true of processed order is refused single probability summation, and true with each timeslice is refused list generally Rate and value are related with the weight of each timeslice.It is obtained in the processed order of each timeslice first and is refused single order numbers Amount is refused single probability and is summed, obtained the true of each timeslice and refused single probability and value to the true of each timeslice；For Convenient for reflecting that each the true of timeslice is refused single probability, it can preset and be refused single order really to refuse single probability to be 1, not It is refused single order and really refuses single probability to be 0.By the true power for being refused single probability and value and each timeslice of each timeslice Heavy phase multiplies, and true by each timeslice after multiplication is refused single probability and value is summed, and obtains really being refused single probability total With in this way, the true weight for being refused single probability and each timeslice of each timeslice is all incorporated into calculating item Part, close to truth under different time piece dispatching pressure change, clearly reflect processed order under different time piece True refused single probability summation.
Step 204, single probability summation is refused according to prediction and is really refused single probability summation, calculate the dispatching in dispatching region Pressure.
It sums specifically, being refused single probability summation to expection with single probability summation is really refused, by summed result Single probability is refused as average with the ratio of dispatching region total number of orders amount, matches pressurization pressure for characterize dispatching region.Pass through This mode averaged obtains the characterization value with pressurization pressure in dispatching region, and the dispatching pressure in dispatching region is reflected convenient for quantization The integral level situation of power.
It is above-mentioned to how to be calculated dispatching region the refinement step with pressurization pressure can be by following calculation formula body It is existing:
Wherein, pressure refers to the characterization value with pressurization pressure in dispatching region；
Wt refers to the weight of timeslice, and single probability and value are refused in the prediction that predict_ratio refers to timeslice；
T refers to timeslice, npredictRefer to the quantity of the untreated order of timeslice；
Real_ratio refers to the true of timeslice and is refused single probability and value；
nrealRefer to the quantity of the processed order of timeslice；
N refers to the quantity of all orders in dispatching region；
That is ∑ t ∑ npredictWt × predict_ratio is the prediction quilt to the timeslice after the weight multiplied by timeslice It refuses single probability and single probability summation is refused in prediction that value is summed, and obtained；
That is ∑ t ∑ nrealWt × real_ratio is to be refused list generally to the true of the timeslice after the weight multiplied by timeslice Rate and value are summed, and what is obtained true is refused single probability summation；
The characterization value with pressurization pressure for dispensing region is averagely to be refused single probability.
Be specifically described with pressurization pressure with an example to how being calculated below: current time piece was 11 o'clock sharps, 11 The timeslice weight of o'clock sharp is 0.5, and current untreated order shares 20 single, existing 10 lists of processed order.It is single that 20 are obtained first The order information of untreated order is refused single probabilistic model and is obtained by preset, wherein there is 10 single single probability of being refused to be 0.1, having 10 single single probability of being refused is 0.3.Single probability is refused according to above-mentioned untreated order is respective, was calculated for 11 o'clock sharps Prediction refused single probability and value as (10 × 0.1+10 × 0.3)=4；Single probability and value and are refused into the prediction of 11 o'clock sharps at 11 points Whole timeslice multiplied by weight, it is (0.5 × 4)=2 that single probability and value are refused in the prediction of 11 o'clock sharps after being multiplied, that is, is weighted Single probability is refused in the prediction of 11 o'clock sharps afterwards and value is 2.Take simultaneously preceding 2 timeslices for example 10 points 45 minutes and 10 points 30 minutes, and lead to Crossing 10 points of predictions in 45 minutes that similar method is calculated after weighting and being refused single probability and value is 1,10 points after weighting 30 minutes Prediction to be refused single probability and value be 1.Therefore, it is (2+1+1)=4 that single probability summation is refused in prediction.
The true calculation for being refused single probability summation of processed order is similar, such as 11 o'clock sharps had 10 lists are processed to order It is single, wherein there is 8 lists by order, to there are 2 lists to be refused list；Refused that single order is respective really to refuse single probability according to preset It is 1, be calculated for 11 o'clock sharps refuses single probability and value really as (2 × 1)=2；By 11 points true refused single probability and value with The timeslice multiplied by weight of 11 o'clock sharps, single probability is refused in the prediction of 11 o'clock sharps after being multiplied and value is (0.5 × 2)=1, i.e., True single probability and the value of being refused of 11 o'clock sharps after weighting is 1.Take 10 points of preceding 2 timeslices simultaneously 45 minutes and 10 points 30 minutes, meter Calculate that 10 points of 45 minutes true after weight are refused single probability and values are 0,10 points after weighting 30 minutes true are refused single probability It is 1 with value.Therefore, really being refused single probability summation is (1+0+1)=2.
It is refused single probability summation to expection to sum with single probability summation is really refused, by summed result and dispatching region The ratio of total number of orders amount is refused single probability as average, i.e., average to be refused single probability as (4+2)/(20+10)=0.2, is used for Match pressurization pressure in characterization dispatching region.
Step 205, whether judgement is greater than or equal to default with pressurization pressure with pressurization pressure.If so, step 206 is executed, if it is not, Terminate.
Specifically, due to the influence for receiving dispatching region acknowledgement of consignment order and transport power with pressurization pressure in dispatching region, it can be with Default one is in the default with pressurization pressure of equilibrium state with pressurization pressure for indicating, for reflecting the acknowledgement of consignment order in dispatching region Amount and transport power situation.When being calculated with pressurization pressure greater than or equal to presetting with pressurization pressure, the dispatching in dispatching region is indicated Pressure is excessive, and dispatching transport power is insufficient, needs to adjust distribution strategy to reduce and match pressurization pressure, improves dispatching transport power.When dispatching region With pressurization pressure it is excessive, dispense transport power deficiency when, execute step 206, judge it is adjacent dispatching region match pressurization pressure whether be lower than It is default to match pressurization pressure, with confirm adjacent dispatching region whether have the ability to accept dispatching region it is excessive with pressurization pressure.
Step 206, judge that whether being lower than with pressurization pressure for adjacent dispatching region is default with pressurization pressure.If so, executing step 207, if it is not, executing step 208.
Specifically, pressurization pressure is matched in the adjacent dispatching region of calculating, to judge whether adjacent dispatching region has the ability to hold Connect dispatching region it is excessive with pressurization pressure, to carry out different distribution strategy adjustment, facilitate the reasonable benefit to dispatching resource With the validity of raising distribution strategy adjustment.When matching pressurization pressure lower than presetting with pressurization pressure of region, expression phase are dispensed when adjacent Neighbour dispenses the little with pressurization pressure of region, and dispatching transport power is superfluous, then can enable the dispatching in adjacent dispatching region undertaking dispatching region Pressure.When matching pressurization pressure equally also above or equal to default with pressurization pressure of region is dispensed when adjacent, indicates adjacent dispatching region It is also excessive with pressurization pressure, dispatching transport power is also insufficient, cannot be further added by adjacent dispatching region with pressurization pressure.
Step 207, the dispatching range in dispatching region is reduced.
Specifically, indicating adjacent dispatching region when adjacent dispatching region is when matching pressurization pressure lower than presetting with pressurization pressure It is little with pressurization pressure, dispatching transport power is superfluous, then the transport power in adjustable adjacent dispatching region to the insufficient dispatching of current transport power Region.By reducing the dispatching range in dispatching region, so that the quantity of corresponding untreated order also accordingly subtracts in dispatching region It is few, so that the existing transport power in dispatching region carries the untreated order for reducing quantity enough.Reducing dispatching region Dispatching range simultaneously, the region of diminution is incorporated to adjacent dispatching region, be equivalent to expand it is adjacent dispatching region dispatching model It encloses, that is, the quantity of corresponding untreated order in adjacent dispatching region is accordingly increased；And the dispatching pressure of adjacent area Power is little, and dispatching transport power is superfluous, and acknowledgement of consignment enough increases the untreated order of quantity, to not interfere with adjacent dispatching region Normal dispatching, and realize the resource that each dispatching region is effectively utilized.
Step 208, the order for improving dispatching region dispenses expense.
Specifically, being indicated when adjacent dispatching region is when matching pressurization pressure equally also above or equal to default with pressurization pressure Adjacent to dispense the also excessive with pressurization pressure of region, dispatching transport power is also insufficient, and cannot be further added by adjacent dispatching region matches pressurization pressure. Therefore expense is dispensed by improving the order in dispatching region, so that the income that jockey carries out order dispatching is also improved, thus So that the jockey's quantity for going to dispatching region to be dispensed increases, the transport power in dispatching region is improved just also to carry untreated order It is single.The untreated quantity on order and transport power that will not influence adjacent dispatching region simultaneously, that is, do not interfere with adjacent dispatching region Normal dispatching, and increase dispatching order income volume.Moreover, making user conscious because higher order dispenses expense And the amount of placing an order is reduced, to alleviate the growth of the quantity on order in dispatching region, alleviate the excessive with pressurization pressure of dispatching region The case where.
In present embodiment, the method with pressurization pressure that dispatching region how is calculated further has been refined: will be each The respective prediction of the untreated order of timeslice is refused single probability and value respectively multiplied by the weight of each timeslice, will be multiplied by weight Single probability is refused in the prediction of each timeslice afterwards and value is summed, and obtains predicting to be refused single probability summation；It similarly obtains Processing the true of order is refused single probability summation, in this way, it is contemplated that the impression of Multiple factors, more really clearly Single probability summation is refused in the prediction for reflecting untreated order and the true of processed order is refused single probability summation.It finally will be pre- Survey, which is refused single probability summation and really refused single probability summation, to be organically combined, to obtain the flat with pressurization pressure of characterization dispatching region Single probability is refused, to effectively realize the quantization with pressurization pressure to dispatching region, to match pressurization pressure according to quantization, Weighing apparatus adjusts distribution strategy, guarantees the ability that there is acknowledgement of consignment order enough in dispatching region.Also to the tune for matching pressurization pressure in present embodiment Adjusting method is further optimized, and different adjustment is carried out to distribution strategy with pressurization pressure selection according to adjacent dispatching region, Facilitate the reasonable utilization to dispatching resource, improves the validity of distribution strategy adjustment.
Third embodiment of the present invention is related to a kind of order allocation method, and detailed process is as shown in Figure 3.Present embodiment In, single probability is refused according to the order in dispatching region, obtain the dispatching region matches pressurization pressure, presses according to the dispatching Power, adjusts the Order splitting to the dispatching region, carries out balanced adjustment so as to the distribution in time to order, improves The efficiency of weighing apparatus adjustment Order splitting guarantees that the order in dispatching region can carried in range.The process of Fig. 3 is done specifically below It is bright.
Step 301, single probability is refused according to the order in dispatching region, obtain the dispatching region matches pressurization pressure.This Step is identical as step 101, and details are not described herein again.
Step 302, whether judgement is greater than or equal to default with pressurization pressure with pressurization pressure.If so, step 303 is executed, if it is not, Terminate.This step is roughly the same with step 102, and details are not described herein again.
Step 303, the Order splitting in region will be dispensed to adjacent dispatching region.
Specifically, passing through the Order splitting that will dispense region to adjacent dispatching region, so that corresponding in dispatching region The quantity of untreated order is accordingly reduced, so that the existing transport power in dispatching region is carried enough reduces the untreated of quantity Order.
Specifically, being illustrated below with order allocation method of the example to present embodiment: according to dispatching region Order, single probability is refused in the prediction that untreated order is calculated and the true of processed order is refused single probability, by the two Organically combining and obtaining the pressurization pressure of matching in dispatching region is 0.2.Since default pressurization pressure of matching is 0.1, that is, dispense the dispatching pressure in region Power, which is higher than to preset, matches pressurization pressure, then dispenses 30% Order splitting for dispensing region to adjacent dispatching region.
Present embodiment is refused single probability in terms of existing technologies, according to the order in dispatching region, described in acquisition Dispense region matches pressurization pressure, according to pressurization pressure is matched, adjusts the Order splitting in the dispatching region, is higher than or waits when with pressurization pressure When presetting with pressurization pressure, the Order splitting for dispensing region to adjacent dispatching region is had effectively achieved in this way The quantization with pressurization pressure to dispatching region improves balanced adjustment order to carry out balanced adjustment to Order splitting in time The efficiency of distribution guarantees that the order in dispatching region can carried in range.
4th embodiment of the invention is related to a kind of order allocation method, and detailed process is as shown in Figure 4.Present embodiment Roughly the same with third embodiment, specific difference place is, in four embodiment of the invention, to how being calculated Further refinement has been done with pressurization pressure in dispatching region, and is further optimized to the method for adjustment of Order splitting.It is right below The process of Fig. 4 illustrates:
Step 401, the order information for obtaining the dispatching untreated order in region, the prediction for calculating untreated order are refused list generally Rate.
Step 402, single probability summation is refused in prediction respective to untreated order, obtains predicting to be refused single probability summation.
Step 403, single probability summation is refused to the true of processed order, obtains really being refused single probability summation.
Step 404, single probability summation is refused according to prediction and is really refused single probability summation, calculate the dispatching in dispatching region Pressure.
Above-mentioned steps 401 are real with second to the specific refinement with pressurization pressure that step 404 is to dispatching region is calculated Apply in mode that the specifically refinement with pressurization pressure is identical, and details are not described herein again to being calculated.
Step 405, whether judgement is greater than or equal to default with pressurization pressure with pressurization pressure.If so, step 406 is executed, if it is not, Terminate.This step is identical as step 205, and details are not described herein again.
Step 406, judge that whether being lower than with pressurization pressure for adjacent dispatching region is default with pressurization pressure.If so, executing step 407, if it is not, executing step 408.
Specifically, pressurization pressure is matched in the adjacent dispatching region of calculating, to judge whether adjacent dispatching region has the ability to hold Connect dispatching region it is excessive with pressurization pressure, to carry out different Order splitting adjustment, facilitate the reasonable benefit to dispatching resource With the validity of raising Order splitting adjustment.When matching pressurization pressure lower than presetting with pressurization pressure of region, expression phase are dispensed when adjacent Neighbour dispenses the little with pressurization pressure of region, and dispatching transport power is superfluous, then can enable the dispatching in adjacent dispatching region undertaking dispatching region Pressure.When matching pressurization pressure equally also above or equal to default with pressurization pressure of region is dispensed when adjacent, indicates adjacent dispatching region It is also excessive with pressurization pressure, dispatching transport power is also insufficient, cannot be further added by adjacent dispatching region with pressurization pressure.
Step 407, the Order splitting in region will be dispensed to adjacent dispatching region.
Specifically, indicating adjacent dispatching region when adjacent dispatching region is when matching pressurization pressure lower than presetting with pressurization pressure It is little with pressurization pressure, dispatching transport power is superfluous, then can adjust the order for dispensing region to adjacent dispatching region and dispense. In this way, so that the quantity of corresponding untreated order is accordingly reduced in dispatching region, so that dispatching region Existing transport power carries the untreated order for reducing quantity enough.And adjacent area is little with pressurization pressure, dispatching transport power is superfluous, Acknowledgement of consignment enough increases the untreated order of quantity, to not interfere with the normal dispatching in adjacent dispatching region, and realizes effective Be utilized it is each dispatching region resource.
Step 408, the order for improving dispatching region dispenses expense.
Specifically, being indicated when adjacent dispatching region is when matching pressurization pressure equally also above or equal to default with pressurization pressure Adjacent to dispense the excessive with pressurization pressure of region, dispatching transport power is also insufficient, and cannot be further added by adjacent dispatching region matches pressurization pressure.Cause This dispenses expense by improving the order in dispatching region, so that the income that jockey carries out order dispatching is also improved, to make Jockey's quantity that dispatching region must be gone to be dispensed increases, therefore can carry untreated order.Phase will not be influenced simultaneously The untreated quantity on order and transport power in neighbour's dispatching region, that is, do not interfere with the normal dispatching in adjacent dispatching region, and increases Dispense the income volume of order.The amount of placing an order is reduced because higher order dispenses expense moreover, making user conscious, to subtract The growth for having delayed the quantity on order in dispatching region alleviates the situation excessive with pressurization pressure in dispatching region.
Present embodiment in terms of existing technologies, the dispatching pressure that dispatching region how is calculated further has been refined The method of power: the respective prediction of the untreated order of each timeslice is refused into single probability and value respectively multiplied by each timeslice Weight will be refused single probability multiplied by the prediction of each timeslice after weight and value summed, and obtain predicting to be refused single probability Summation；It similarly obtains the true of processed order and is refused single probability summation, in this way, it is contemplated that the print of Multiple factors As single probability summation is refused in the prediction for more really clearly reflecting untreated order and the true of processed order is refused list Probability summation.Single probability summation finally is refused in prediction to organically combine with single probability summation is really refused, to obtain characterization dispatching Single probability is averagely refused with pressurization pressure in region, to effectively realize the quantization with pressurization pressure to dispatching region, thus root According to the pressurization pressure of matching of quantization, well-balanced adjustment Order splitting guarantees that the order in dispatching region can carried in range.Present embodiment In further refinement also has been done to the method for adjustment of Order splitting, according to adjacent dispatching region with pressurization pressure selection to order point With different adjustment is carried out, facilitate the reasonable utilization to dispatching resource, improves the validity of Order splitting adjustment.
5th embodiment of the invention is related to a kind of dispatching pressure regulation device, as shown in figure 5, the device includes: to match Pressurization pressure computing module 501 and adjustment distribution strategy module 502.
Dispatching calculation of pressure module 501 is used to be refused single probability according to the order for dispensing region, obtains the dispatching area Match pressurization pressure in domain.
It adjusts distribution strategy module 502 to be used to match pressurization pressure according to described, adjusts the distribution strategy in the dispatching region.
In one example, adjustment distribution strategy module 502 is also used to described be greater than or equal to pressurization pressure when detecting When presetting with pressurization pressure, the dispatching range in the dispatching region is reduced；The region of diminution is incorporated to the adjacent of the dispatching region Dispense region；And/or when detect it is described with pressurization pressure be greater than or equal to it is default with pressurization pressure when, improve the dispatching region Order dispense expense.
In one example, adjustment distribution strategy module 502 is also used in the dispatching model for reducing the dispatching region Before enclosing, calculate the adjacent dispatching region matches pressurization pressure；Whether judge the adjacent dispatching region is lower than institute with pressurization pressure It states default with pressurization pressure；When the adjacent dispatching region with pressurization pressure lower than it is described it is default with pressurization pressure when, execute the contracting The dispatching range in the small dispatching region.
In one example, adjustment distribution strategy module 502 is also used to when the adjacent dispatching region is with pressurization pressure height In or be equal to it is described it is default with pressurization pressure when, the order for improving the dispatching region dispenses expense.
In one example, dispatching calculation of pressure module 501 is also used to obtain the order of the untreated order in dispatching region Single probability is refused in information, the prediction for calculating the untreated order；According to the prediction of the untreated order refused single probability and The true of the dispatching processed order in region is refused single probability, and calculate the dispatching region matches pressurization pressure.
In one example, dispatching calculation of pressure module 501 is also used to calculate the respective prediction quilt of the untreated order Refuse single probability；The prediction according to the untreated order refused single probability and it is described dispatching the processed order in region it is true Single probability is refused, calculate the dispatching region matches pressurization pressure, specifically includes: being refused the untreated respective prediction of order Single probability is summed, and obtains predicting to be refused single probability summation, and refused single probability progress to the true of the processed order Summation, obtains really being refused single probability summation；Refused that single probability summation, described really to be refused single probability total according to the prediction With, calculate it is average is refused single probability, and average refused single probability as the characterization value with pressurization pressure for described.
In one example, dispatching calculation of pressure module 501 is also used to each timeslice for including according to untreated order Untreated order it is respective prediction refused single probability, single probability and value are refused in the prediction for obtaining each timeslice；It will be described each The prediction of a timeslice is refused single probability and value respectively multiplied by the weight of each timeslice；It will be multiplied by each timeslice Weight after the prediction of each timeslice refused single probability and value, sum, obtain the prediction and refused single probability Summation.
In one example, dispatching calculation of pressure module 501 is also used to each timeslice for including according to processed order Processed order it is respective really refused single probability, obtain the true of each timeslice and refused single probability and value；It will be described each The true single probability and value refused of a timeslice is respectively multiplied by the weight of each timeslice；It will be multiplied by each timeslice Weight after the true of each timeslice refused single probability and value, sum, obtain described really being refused single probability Summation.
In one example, dispatching calculation of pressure module 501 is also used to obtain the order information of the untreated order, root According to the acquisition order information and it is preset refused single probabilistic model, calculate the untreated order it is respective is refused it is single general Rate；Wherein, described to be refused single probabilistic model and obtain in the following manner: to obtain the dispatching region in multiple historical time sections Historical data, the historical data includes History Order information；The dispatching region is obtained each according to the historical data Multiple characteristic values in the historical time section；Wherein, each characteristic value is respectively used to indicate following characteristics: order rate, difference Comment rate, overtime rate, order trade company feature, jockey's feature, weather characteristics；By multiple features in each historical time section Value, is trained as training data to single probabilistic model is refused, and acquisition is described to be refused single probabilistic model.
In one example, single probability is refused in the prediction that dispatching calculation of pressure module 501 is used to calculate untreated order Model is specially iteration decision-tree model.
It is not difficult to find that present embodiment is system corresponding with first embodiment to second embodiment implementation Example, present embodiment can work in coordination implementation with first embodiment to second embodiment.First embodiment is to second real It is still effective in the present embodiment to apply the relevant technical details mentioned in mode, in order to reduce repetition, which is not described herein again.Phase It answers, the relevant technical details mentioned in present embodiment are also applicable in first embodiment into second embodiment.
It is noted that each module involved in present embodiment is logic module, and in practical applications, one A logic unit can be a physical unit, be also possible to a part of a physical unit, can also be with multiple physics lists The combination of member is realized.In addition, in order to protrude innovative part of the invention, it will not be with solution institute of the present invention in present embodiment The technical issues of proposition, the less close unit of relationship introduced, but this does not indicate that there is no other single in present embodiment Member.
Sixth embodiment of the invention is related to a kind of Order splitting device, as shown in fig. 6, the device includes: dispatching pressure Power computing module 601 and adjustment Order splitting module 602.
Dispatching calculation of pressure module 601 is used to be refused single probability according to the order for dispensing region, obtains the dispatching area Match pressurization pressure in domain.
It adjusts Order splitting module 602 to be used to match pressurization pressure according to described, adjusts the Order splitting to the dispatching region.
In one example, adjustment Order splitting module 602 is also used to described be greater than or equal to pressurization pressure when detecting When presetting with pressurization pressure, by the Order splitting in the dispatching region to the adjacent dispatching region in the dispatching region.
In one example, adjustment Order splitting module 602 is also used in the Order splitting by the dispatching region To the adjacent dispatching region in the dispatching region, calculate the adjacent dispatching region in the dispatching region matches pressurization pressure；Judgement Whether being lower than with pressurization pressure for the adjacent dispatching region is described default with pressurization pressure；When the dispatching pressure in the adjacent dispatching region Power lower than it is described it is default with pressurization pressure when, it is adjacent to the dispatching region to execute the Order splitting by the dispatching region Dispense region.
In one example, adjustment Order splitting module 602 is also used to when the adjacent dispatching region is with pressurization pressure height In or be equal to it is described it is default with pressurization pressure when, the order for improving the dispatching region dispenses expense.
In one example, dispatching calculation of pressure module 601 is also used to obtain the order of the untreated order in dispatching region Single probability is refused in information, the prediction for calculating the untreated order；According to the prediction of the untreated order refused single probability and The true of the dispatching processed order in region is refused single probability, and calculate the dispatching region matches pressurization pressure.
In one example, dispatching calculation of pressure module 601 is also used to calculate the respective prediction quilt of the untreated order Refuse single probability；The prediction according to the untreated order refused single probability and it is described dispatching the processed order in region it is true Single probability is refused, calculate the dispatching region matches pressurization pressure, specifically includes: being refused the untreated respective prediction of order Single probability is summed, and obtains predicting to be refused single probability summation, and refused single probability progress to the true of the processed order Summation, obtains really being refused single probability summation；Refused that single probability summation, described really to be refused single probability total according to the prediction With, calculate it is average is refused single probability, and average refused single probability as the characterization value with pressurization pressure for described.
In one example, dispatching calculation of pressure module 601 is also used to each timeslice for including according to untreated order Untreated order it is respective prediction refused single probability, single probability and value are refused in the prediction for obtaining each timeslice；It will be described each The prediction of a timeslice is refused single probability and value respectively multiplied by the weight of each timeslice；It will be multiplied by each timeslice Weight after the prediction of each timeslice refused single probability and value, sum, obtain the prediction and refused single probability Summation.
In one example, dispatching calculation of pressure module 601 is also used to each timeslice for including according to processed order Processed order it is respective really refused single probability, obtain the true of each timeslice and refused single probability and value；It will be described each The true single probability and value refused of a timeslice is respectively multiplied by the weight of each timeslice；It will be multiplied by each timeslice Weight after the true of each timeslice refused single probability and value, sum, obtain described really being refused single probability Summation.
In one example, dispatching calculation of pressure module 601 is also used to obtain the order information of the untreated order, root According to the acquisition order information and it is preset refused single probabilistic model, calculate the untreated order it is respective is refused it is single general Rate；Wherein, described to be refused single probabilistic model and obtain in the following manner: to obtain the dispatching region in multiple historical time sections Historical data, the historical data includes History Order information；The dispatching region is obtained each according to the historical data Multiple characteristic values in the historical time section；Wherein, each characteristic value is respectively used to indicate following characteristics: order rate, difference Comment rate, overtime rate, order trade company feature, jockey's feature, weather characteristics；By multiple features in each historical time section Value, is trained as training data to single probabilistic model is refused, and acquisition is described to be refused single probabilistic model.
In one example, single probability is refused in the prediction that dispatching calculation of pressure module 601 is used to calculate untreated order Model is specially iteration decision-tree model.
It is not difficult to find that present embodiment is to implement with the corresponding system of third embodiment to the 4th embodiment Example, present embodiment can work in coordination implementation with third embodiment to the 4th embodiment.Third embodiment is to the 4th real It is still effective in the present embodiment to apply the relevant technical details mentioned in mode, in order to reduce repetition, which is not described herein again.Phase It answers, the relevant technical details mentioned in present embodiment are also applicable in third embodiment into the 4th embodiment.
It is noted that each module involved in present embodiment is logic module, and in practical applications, one A logic unit can be a physical unit, be also possible to a part of a physical unit, can also be with multiple physics lists The combination of member is realized.In addition, in order to protrude innovative part of the invention, it will not be with solution institute of the present invention in present embodiment The technical issues of proposition, the less close unit of relationship introduced, but this does not indicate that there is no other single in present embodiment Member.
7th embodiment of the invention is related to a kind of electronic equipment, as shown in fig. 7, the electronic equipment 700 includes: at least One processor 701；And the memory 702 with the communication connection of at least one processor 701；And it is communicated with scanning means The communication component 703 of connection, communication component 703 send and receive data under the control of processor 701；Wherein, memory 702 It is stored with the instruction that can be executed by least one processor 701, instruction is executed by least one processor 701 to realize:
Single probability is refused according to the order in dispatching region, obtain the dispatching region matches pressurization pressure；
Match pressurization pressure according to described, adjusts the distribution strategy in the dispatching region.
Specifically, which includes: one or more processors 701 and memory 702, with one in Fig. 7 For processor 701.Processor 701, memory 702 can be connected by bus or other modes, to pass through bus in Fig. 7 For connection.Memory 702 is used as a kind of non-volatile computer readable storage medium storing program for executing, can be used for storing non-volatile software journey Sequence, non-volatile computer executable program and module.Processor 701 is stored in non-easy in memory 702 by operation The property lost software program, instruction and module realize above-mentioned match thereby executing the various function application and data processing of equipment Pressurization pressure method of adjustment.
Memory 702 may include storing program area and storage data area, wherein storing program area can store operation system Application program required for system, at least one function；It storage data area can the Save option list etc..In addition, memory 702 can be with It can also include nonvolatile memory, for example, at least disk memory, a flash memory including high-speed random access memory Device or other non-volatile solid state memory parts.In some embodiments, it includes relative to processor that storage 702 is optional 701 remotely located memories 702, these remote memories 702 can pass through network connection to external equipment.Above-mentioned network Example includes but is not limited to internet, intranet, local area network, mobile radio communication and combinations thereof.
One or more module is stored in memory 702, when being executed by one or more processor 701, is held Match pressurization pressure method of adjustment in the above-mentioned any means embodiment of row.
The said goods can be performed the application embodiment provided by method, have the corresponding functional module of execution method and Beneficial effect, the not technical detail of detailed description in the present embodiment, reference can be made to method provided by the application embodiment.
In the present embodiment, single probability is refused according to the order in dispatching region, obtains the dispatching in the dispatching region Pressure；Match pressurization pressure according to described, adjusts the distribution strategy in the dispatching region；In this way, pass through the data of quantization Know the dispatching pressure condition in dispatching region, to carry out balanced adjustment to distribution strategy in time, improves balanced adjustment dispatching The efficiency of strategy guarantees the ability that there is acknowledgement of consignment order enough in dispatching region.
8th embodiment of the invention is related to a kind of electronic equipment, as shown in figure 8, the electronic equipment 800 includes: at least One processor 801；And the memory 802 with the communication connection of at least one processor 801；And it is communicated with scanning means The communication component 803 of connection, communication component 803 send and receive data under the control of processor 801；Wherein, memory 802 It is stored with the instruction that can be executed by least one processor 801, instruction is executed by least one processor 801 to realize:
Single probability is refused according to the order in dispatching region, obtain the dispatching region matches pressurization pressure；
Match pressurization pressure according to described, adjusts the Order splitting to the dispatching region.
Specifically, which includes: one or more processors 801 and memory 802, with one in Fig. 8 For processor 801.Processing 801, memory 802 can be connected by bus or other modes, to be connected by bus in Fig. 8 It is connected in example.Memory 802 is used as a kind of non-volatile computer readable storage medium storing program for executing, can be used for storing non-volatile software journey Sequence, non-volatile computer executable program and module.Processor 801 is stored in non-easy in memory 802 by operation The property lost software program, instruction and module realize above-mentioned order thereby executing the various function application and data processing of equipment Single distribution method.
Memory 802 may include storing program area and storage data area, wherein storing program area can store operation system Application program required for system, at least one function；It storage data area can the Save option list etc..In addition, memory 802 can be with It can also include nonvolatile memory, for example, at least disk memory, a flash memory including high-speed random access memory Device or other non-volatile solid state memory parts.In some embodiments, it includes relative to processor that storage 802 is optional 801 remotely located memories 802, these remote memories 802 can pass through network connection to external equipment.Above-mentioned network Example includes but is not limited to internet, intranet, local area network, mobile radio communication and combinations thereof.
One or more module is stored in memory 802, when being executed by one or more processor 801, is held Order allocation method in the above-mentioned any means embodiment of row.
The said goods can be performed the application embodiment provided by method, have the corresponding functional module of execution method and Beneficial effect, the not technical detail of detailed description in the present embodiment, reference can be made to method provided by the application embodiment.
In the present embodiment, single probability is refused according to the order in dispatching region, obtains the dispatching in the dispatching region Pressure, according to pressurization pressure is matched, the Order splitting for adjusting the dispatching region has effectively achieved to dispatching in this way The quantization with pressurization pressure in region improves balanced adjustment Order splitting to carry out balanced adjustment to Order splitting in time Efficiency guarantees that the order in dispatching region can carried in range.
9th embodiment of the invention is related to a kind of non-volatile memory medium, for storing computer-readable program, The computer-readable program is used to execute above-mentioned all or part of embodiment of the method for computer.
That is, it will be understood by those skilled in the art that implement the method for the above embodiments be can be with Relevant hardware is instructed to complete by program, which is stored in a storage medium, including some instructions are to make It obtains an equipment (can be single-chip microcontroller, chip etc.) or processor (processor) executes side described in each embodiment of the application The all or part of the steps of method.And storage medium above-mentioned includes: USB flash disk, mobile hard disk, read-only memory (ROM, Read-Only Memory), random access memory (RAM, Random Access Memory), magnetic or disk etc. are various can store journey The medium of sequence code.
It will be understood by those skilled in the art that the respective embodiments described above are to realize specific embodiments of the present invention, And in practical applications, can to it, various changes can be made in the form and details, without departing from the spirit and scope of the present invention.
The embodiment of the present application discloses A1. one kind with pressurization pressure method of adjustment, comprising:
Single probability is refused according to the order in dispatching region, obtain the dispatching region matches pressurization pressure；
Match pressurization pressure according to described, adjusts the distribution strategy in the dispatching region.
A2. as described in a1 to match pressurization pressure method of adjustment, it is described to match pressurization pressure according to, adjust the dispatching region Distribution strategy specifically includes:
When detect it is described with pressurization pressure be greater than or equal to it is default with pressurization pressure when, reduce the dispatching model in the dispatching region It encloses；
The region of diminution is incorporated to the adjacent dispatching region in the dispatching region；
And/or
When detect it is described with pressurization pressure be greater than or equal to it is default with pressurization pressure when, the order for improving the dispatching region is matched Send expense.
A3. match pressurization pressure method of adjustment as described in A2, before the dispatching range for reducing the dispatching region, also wrap It includes:
Calculate the adjacent dispatching region matches pressurization pressure；
Judge that whether being lower than with pressurization pressure for the adjacent dispatching region is described default with pressurization pressure；
When the adjacent dispatching region with pressurization pressure lower than it is described it is default with pressurization pressure when, execute and match described in the diminution Send the dispatching range in region.
A4. match pressurization pressure method of adjustment as described in A3, further includes:
When the adjacent dispatching region with pressurization pressure be greater than or equal to it is described it is default with pressurization pressure when, improve the dispatching The order in region dispenses expense.
A5. as described in a1 to match pressurization pressure method of adjustment, the order according to dispatching region is refused single probability, is obtained Dispense region matches pressurization pressure, specifically includes:
The order information for obtaining the untreated order in dispatching region, the prediction for calculating the untreated order are refused list generally Rate；
Single probability is refused according to the prediction of the untreated order and dispatching the true of the processed order in region is refused Single probability, calculate the dispatching region matches pressurization pressure.
A6. as described in a5 to match pressurization pressure method of adjustment, single probability is refused in the prediction for calculating the untreated order, It specifically includes: calculating the respective prediction of the untreated order and refused single probability；
The prediction according to the untreated order refused single probability and it is described dispatching the processed order in region it is true Single probability is refused, calculate the dispatching region matches pressurization pressure, it specifically includes:
Single probability is refused to the untreated respective prediction of order to sum, and obtains predicting to be refused single probability summation, And the true of the processed order is refused by single probability sums, it obtains really being refused single probability summation；
According to the prediction refused single probability summation, it is described really refused single probability summation, calculate it is average is refused single probability, And single probability is averagely refused as the characterization value for matching pressurization pressure using described.
A7. match pressurization pressure method of adjustment as described in A6, the untreated order includes that the untreated of current time piece is ordered The untreated order of single and preceding L timeslice；
Single probability is refused to the untreated respective prediction of order to sum, and is specifically included:
Single probability is refused in the respective prediction of the untreated order for each timeslice for including according to untreated order, is obtained each Single probability and value are refused in the prediction of a timeslice；
The prediction of each timeslice is refused into single probability and value respectively multiplied by the weight of each timeslice；
Single probability and value will be refused multiplied by the prediction of each timeslice after the weight of each timeslice, is carried out Summation obtains the prediction and is refused single probability summation.
A8. match pressurization pressure method of adjustment as described in A6, the processed order in the dispatching region includes current time piece The processed order of processed order and preceding L timeslice；
The true of the processed order is refused by single probability is summed, is specifically included:
The processed order for each timeslice for including according to processed order is respective really to be refused single probability, is obtained each The true of a timeslice is refused single probability and value；
By the true single probability and value refused of each timeslice respectively multiplied by the weight of each timeslice；
Single probability and value will be refused multiplied by the true of each timeslice after the weight of each timeslice, is carried out Summation obtains described really being refused single probability summation.
A9. match pressurization pressure method of adjustment as described in any one of A5 to A8, it is described to calculate the pre- of the untreated order Single probability is refused in survey, is specifically included:
The order information for obtaining the untreated order according to the order information of the acquisition and preset is refused single probability Model, the calculating untreated order is respective to be refused single probability；
Wherein, described to be refused single probabilistic model and obtain in the following manner:
Historical data of the dispatching region in multiple historical time sections is obtained, the historical data includes History Order Information；
Multiple characteristic values of the dispatching region in each historical time section are obtained according to the historical data；
Wherein, each characteristic value is respectively used to indicate following characteristics:
Order rate, difference comments rate, overtime rate, order trade company feature, jockey's feature, weather characteristics；
By multiple characteristic values in each historical time section, carried out as training data to single probabilistic model is refused Training, acquisition is described to be refused single probabilistic model.
A10. as described in A9 match pressurization pressure method of adjustment, it is described to be refused single probabilistic model, specifically: iteration decision tree mould Type.
The embodiment of the present application discloses a kind of order allocation method of B1., comprising:
Single probability is refused according to the order in dispatching region, obtain the dispatching region matches pressurization pressure；
Match pressurization pressure according to described, adjusts the Order splitting to the dispatching region.
B2. the order allocation method as described in B1, described to match pressurization pressure according to, the dispatching region is ordered in adjustment Single distribution, specifically includes:
When detect it is described with pressurization pressure be greater than or equal to it is default with pressurization pressure when, by the Order splitting in the dispatching region To the adjacent dispatching region in the dispatching region.
B3. the order allocation method as described in B2, in the Order splitting by the dispatching region to the dispatching area Before the adjacent dispatching region in domain, further includes:
Calculate the adjacent dispatching region in the dispatching region matches pressurization pressure；
Judge that whether being lower than with pressurization pressure for the adjacent dispatching region is described default with pressurization pressure；
When the adjacent dispatching region with pressurization pressure lower than it is described it is default with pressurization pressure when, execute described by the dispatching The Order splitting in region to it is described dispatching region adjacent dispatching region.
B4. the order allocation method as described in B3, further includes:
When the adjacent dispatching region with pressurization pressure be greater than or equal to it is described it is default with pressurization pressure when, improve the dispatching The order in region dispenses expense.
B5. the order allocation method as described in B1, the order according to dispatching region are refused single probability, obtain dispatching Pressurization pressure is matched in region, is specifically included:
The order information for obtaining the untreated order in dispatching region, the prediction for calculating the untreated order are refused list generally Rate；
Single probability is refused according to the prediction of the untreated order and dispatching the true of the processed order in region is refused Single probability, calculate the dispatching region matches pressurization pressure.
B6. single probability is refused in the order allocation method as described in B5, the prediction for calculating the untreated order, specifically It include: to calculate the respective prediction of the untreated order to be refused single probability；
The prediction according to the untreated order refused single probability and it is described dispatching the processed order in region it is true Single probability is refused, calculate the dispatching region matches pressurization pressure, it specifically includes:
Single probability is refused to the untreated respective prediction of order to sum, and obtains predicting to be refused single probability summation, And the true of the processed order is refused by single probability sums, it obtains really being refused single probability summation；
According to the prediction refused single probability summation, it is described really refused single probability summation, calculate it is average is refused single probability, And single probability is averagely refused as the characterization value for matching pressurization pressure using described.
B7. the order allocation method as described in B6, the untreated order include the untreated order of current time piece, and The untreated order of preceding L timeslice；
Single probability is refused to the untreated respective prediction of order to sum, and is specifically included:
Single probability is refused in the respective prediction of the untreated order for each timeslice for including according to untreated order, is obtained each Single probability and value are refused in the prediction of a timeslice；
The prediction of each timeslice is refused into single probability and value respectively multiplied by the weight of each timeslice；
Single probability and value will be refused multiplied by the prediction of each timeslice after the weight of each timeslice, is carried out Summation obtains the prediction and is refused single probability summation.
B8. the order allocation method as described in B6, the dispatching processed order in region include the place of current time piece Manage the processed order of order and preceding L timeslice；
The true of the processed order is refused by single probability is summed, is specifically included:
The processed order for each timeslice for including according to processed order is respective really to be refused single probability, is obtained each The true of a timeslice is refused single probability and value；
By the true single probability and value refused of each timeslice respectively multiplied by the weight of each timeslice；
Single probability and value will be refused multiplied by the true of each timeslice after the weight of each timeslice, is carried out Summation obtains described really being refused single probability summation.
B9. the order allocation method as described in any one of B5 to B8, the prediction quilt for calculating the untreated order Single probability is refused, is specifically included:
The order information for obtaining the untreated order according to the order information of the acquisition and preset is refused single probability Model, the calculating untreated order is respective to be refused single probability；
Wherein, described to be refused single probabilistic model and obtain in the following manner:
Historical data of the dispatching region in multiple historical time sections is obtained, the historical data includes History Order Information；
Multiple characteristic values of the dispatching region in each historical time section are obtained according to the historical data；
Wherein, each characteristic value is respectively used to indicate following characteristics:
Order rate, difference comments rate, overtime rate, order trade company feature, jockey's feature, weather characteristics；
By multiple characteristic values in each historical time section, carried out as training data to single probabilistic model is refused Training, acquisition is described to be refused single probabilistic model.
B10. the order allocation method as described in B9, it is described to be refused single probabilistic model, specifically: iteration decision-tree model.
The embodiment of the present application discloses a kind of dispatching pressure regulation device of C1., comprising:
Calculation of pressure module is dispensed, for being refused single probability according to the order for dispensing region, obtains the dispatching region Match pressurization pressure；
Distribution strategy module is adjusted, for matching pressurization pressure according to described, adjusts the distribution strategy in the dispatching region.
The embodiment of the present application discloses a kind of Order splitting device of D1., comprising:
Calculation of pressure module is dispensed, for being refused single probability according to the order for dispensing region, obtains the dispatching region Match pressurization pressure；
Order splitting module is adjusted, for matching pressurization pressure according to described, adjusts the Order splitting to the dispatching region.
The embodiment of the present application discloses E1. a kind of electronic equipment, comprising:
At least one processor；And
The memory being connect at least one described processor communication；Wherein,
The memory is stored with the instruction that can be executed by least one described processor, and described instruction is by described at least one A processor executes, so that at least one described processor is able to carry out:
Single probability is refused according to the order in dispatching region, obtain the dispatching region matches pressurization pressure；
Match pressurization pressure according to described, adjusts the distribution strategy in the dispatching region.
E2. the electronic equipment as described in E1, it is described to match pressurization pressure according to, adjust the dispatching plan in the dispatching region Slightly, it specifically includes:
When detect it is described with pressurization pressure be greater than or equal to it is default with pressurization pressure when, reduce the dispatching model in the dispatching region It encloses；
The region of diminution is incorporated to the adjacent dispatching region in the dispatching region；
And/or
When detect it is described with pressurization pressure be greater than or equal to it is default with pressurization pressure when, the order for improving the dispatching region is matched Send expense.
E3. the electronic equipment as described in E2, before the geographic range for reducing the dispatching region, further includes:
Calculate the adjacent dispatching region matches pressurization pressure；
Judge that whether being lower than with pressurization pressure for the adjacent dispatching region is described default with pressurization pressure；
When the adjacent dispatching region with pressurization pressure lower than it is described it is default with pressurization pressure when, execute and match described in the diminution Send the dispatching range in region.
E4. the electronic equipment as described in E3, further includes:
When the adjacent dispatching region with pressurization pressure be greater than or equal to it is described it is default with pressurization pressure when, improve the dispatching The order in region dispenses expense.
E5. the electronic equipment as described in E1, the order according to dispatching region are refused single probability, obtain dispatching region Match pressurization pressure, specifically include:
The order information for obtaining the untreated order in dispatching region, the prediction for calculating the untreated order are refused list generally Rate；
Single probability is refused according to the prediction of the untreated order and dispatching the true of the processed order in region is refused Single probability, calculate the dispatching region matches pressurization pressure.
E6. the electronic equipment as described in E5, single probability is refused in the prediction for calculating the untreated order, specific to wrap It includes: calculating the respective prediction of the untreated order and refused single probability；
The prediction according to the untreated order refused single probability and it is described dispatching the processed order in region it is true Single probability is refused, calculate the dispatching region matches pressurization pressure, it specifically includes:
Single probability is refused to the untreated respective prediction of order to sum, and obtains predicting to be refused single probability summation, And the true of the processed order is refused by single probability sums, it obtains really being refused single probability summation；
According to the prediction refused single probability summation, it is described really refused single probability summation, calculate it is average is refused single probability, And single probability is averagely refused as the characterization value for matching pressurization pressure using described.
E7. the electronic equipment as described in E6, the untreated order include the untreated order and preceding L of current time piece The untreated order of a timeslice；
Single probability is refused to the untreated respective prediction of order to sum, and is specifically included:
Single probability is refused in the respective prediction of the untreated order for each timeslice for including according to untreated order, is obtained each Single probability and value are refused in the prediction of a timeslice；
The prediction of each timeslice is refused into single probability and value respectively multiplied by the weight of each timeslice；
Single probability and value will be refused multiplied by the prediction of each timeslice after the weight of each timeslice, is carried out Summation obtains the prediction and is refused single probability summation.
E8. the electronic equipment as described in E6, the processed order in the dispatching region includes that the processed of current time piece is ordered The processed order of single and preceding L timeslice；
The true of the processed order is refused by single probability is summed, is specifically included:
The processed order for each timeslice for including according to processed order is respective really to be refused single probability, is obtained each The true of a timeslice is refused single probability and value；
By the true single probability and value refused of each timeslice respectively multiplied by the weight of each timeslice；
Single probability and value will be refused multiplied by the true of each timeslice after the weight of each timeslice, is carried out Summation obtains described really being refused single probability summation.
E9. such as the described in any item electronic equipments of E5 to E8, the prediction for calculating the untreated order is refused single general Rate specifically includes:
The order information for obtaining the untreated order according to the order information of the acquisition and preset is refused single probability Model, the calculating untreated order is respective to be refused single probability；
Wherein, described to be refused single probabilistic model and obtain in the following manner:
Historical data of the dispatching region in multiple historical time sections is obtained, the historical data includes History Order Information；
Multiple characteristic values of the dispatching region in each historical time section are obtained according to the historical data；
Wherein, each characteristic value is respectively used to indicate following characteristics:
Order rate, difference comments rate, overtime rate, order trade company feature, jockey's feature, weather characteristics；
By multiple characteristic values in each historical time section, carried out as training data to single probabilistic model is refused Training, acquisition is described to be refused single probabilistic model.
E10. the electronic equipment as described in E9, it is described to be refused single probabilistic model, specifically: iteration decision-tree model.
The embodiment of the present application discloses F1. a kind of electronic equipment, comprising:
At least one processor；And
The memory being connect at least one described processor communication；Wherein,
The memory is stored with the instruction that can be executed by least one described processor, and described instruction is by described at least one A processor executes, so that at least one described processor is able to carry out:
Single probability is refused according to the order in dispatching region, obtain the dispatching region matches pressurization pressure；
Match pressurization pressure according to described, adjusts the Order splitting to the dispatching region.
F2. the electronic equipment as described in F1, it is described to match pressurization pressure according to, adjust the order point to the dispatching region Match, specifically include:
When detect it is described with pressurization pressure be greater than or equal to it is default with pressurization pressure when, by the Order splitting in the dispatching region To the adjacent dispatching region in the dispatching region.
F3. the electronic equipment as described in F2, in the Order splitting by the dispatching region to the dispatching region Before adjacent dispatching region, further includes:
Calculate the adjacent dispatching region in the dispatching region matches pressurization pressure；
Judge that whether being lower than with pressurization pressure for the adjacent dispatching region is described default with pressurization pressure；
When the adjacent dispatching region with pressurization pressure lower than it is described it is default with pressurization pressure when, execute described by the dispatching The Order splitting in region to it is described dispatching region adjacent dispatching region.
F4. the electronic equipment as described in F3, further includes:
When the adjacent dispatching region with pressurization pressure be greater than or equal to it is described it is default with pressurization pressure when, improve the dispatching The order in region dispenses expense.
F5. the electronic equipment as described in F1, the order according to dispatching region are refused single probability, obtain dispatching region Match pressurization pressure, specifically include:
The order information for obtaining the untreated order in dispatching region, the prediction for calculating the untreated order are refused list generally Rate；
Single probability is refused according to the prediction of the untreated order and dispatching the true of the processed order in region is refused Single probability, calculate the dispatching region matches pressurization pressure.
F6. the electronic equipment as described in F5, single probability is refused in the prediction for calculating the untreated order, specific to wrap It includes: calculating the respective prediction of the untreated order and refused single probability；
The prediction according to the untreated order refused single probability and it is described dispatching the processed order in region it is true Single probability is refused, calculate the dispatching region matches pressurization pressure, it specifically includes:
Single probability is refused to the untreated respective prediction of order to sum, and obtains predicting to be refused single probability summation, And the true of the processed order is refused by single probability sums, it obtains really being refused single probability summation；
According to the prediction refused single probability summation, it is described really refused single probability summation, calculate it is average is refused single probability, And single probability is averagely refused as the characterization value for matching pressurization pressure using described.
F7. the electronic equipment as described in F6, the untreated order include the untreated order and preceding L of current time piece The untreated order of a timeslice；
Single probability is refused to the untreated respective prediction of order to sum, and is specifically included:
Single probability is refused in the respective prediction of the untreated order for each timeslice for including according to untreated order, is obtained each Single probability and value are refused in the prediction of a timeslice；
The prediction of each timeslice is refused into single probability and value respectively multiplied by the weight of each timeslice；
Single probability and value will be refused multiplied by the prediction of each timeslice after the weight of each timeslice, is carried out Summation obtains the prediction and is refused single probability summation.
F8. the electronic equipment as described in F6, the processed order in the dispatching region includes that the processed of current time piece is ordered The processed order of single and preceding L timeslice；
The true of the processed order is refused by single probability is summed, is specifically included:
The processed order for each timeslice for including according to processed order is respective really to be refused single probability, is obtained each The true of a timeslice is refused single probability and value；
By the true single probability and value refused of each timeslice respectively multiplied by the weight of each timeslice；
Single probability and value will be refused multiplied by the true of each timeslice after the weight of each timeslice, is carried out Summation obtains described really being refused single probability summation.
F9. such as the described in any item electronic equipments of F5 to F8, the prediction for calculating the untreated order is refused single general Rate specifically includes:
The order information for obtaining the untreated order according to the order information of the acquisition and preset is refused single probability Model, the calculating untreated order is respective to be refused single probability；
Wherein, described to be refused single probabilistic model and obtain in the following manner:
Historical data of the dispatching region in multiple historical time sections is obtained, the historical data includes History Order Information；
Multiple characteristic values of the dispatching region in each historical time section are obtained according to the historical data；
Wherein, each characteristic value is respectively used to indicate following characteristics:
Order rate, difference comments rate, overtime rate, order trade company feature, jockey's feature, weather characteristics；
By multiple characteristic values in each historical time section, carried out as training data to single probabilistic model is refused Training, acquisition is described to be refused single probabilistic model.
F10. the electronic equipment as described in F9, it is described to be refused single probabilistic model, specifically: iteration decision-tree model.
The embodiment of the present application discloses a kind of non-volatile memory medium of G1., described for storing computer-readable program Computer-readable program, which is used to execute for computer, matches pressurization pressure method of adjustment as described in any one of A1 to A10.
The embodiment of the present application also discloses a kind of non-volatile memory medium of H1., for storing computer-readable program, institute Computer-readable program is stated for executing the order allocation method as described in any one of B1 to B10 for computer.

Claims (10)

1. one kind matches pressurization pressure method of adjustment characterized by comprising
Single probability is refused according to the order in dispatching region, obtain the dispatching region matches pressurization pressure；
Match pressurization pressure according to described, adjusts the distribution strategy in the dispatching region.
2. according to claim 1 match pressurization pressure method of adjustment, which is characterized in that it is described to match pressurization pressure according to, it adjusts The distribution strategy in the whole dispatching region, specifically includes:
When detect it is described with pressurization pressure be greater than or equal to it is default with pressurization pressure when, reduce the dispatching range in the dispatching region；
The region of diminution is incorporated to the adjacent dispatching region in the dispatching region；
And/or
When detect it is described with pressurization pressure be greater than or equal to it is default with pressurization pressure when, the order dispatching for improving the dispatching region takes With.
3. according to claim 2 match pressurization pressure method of adjustment, which is characterized in that in the diminution dispatching region Before dispensing range, further includes:
Calculate the adjacent dispatching region matches pressurization pressure；
Judge that whether being lower than with pressurization pressure for the adjacent dispatching region is described default with pressurization pressure；
When the adjacent dispatching region with pressurization pressure lower than it is described it is default with pressurization pressure when, execute and described reduce the dispatching area The dispatching range in domain.
4. a kind of order allocation method characterized by comprising
Single probability is refused according to the order in dispatching region, obtain the dispatching region matches pressurization pressure；
Match pressurization pressure according to described, adjusts the Order splitting to the dispatching region.
5. order allocation method according to claim 4, which is characterized in that described to match pressurization pressure, adjustment pair according to The Order splitting in the dispatching region, specifically includes:
When detect it is described with pressurization pressure be greater than or equal to it is default with pressurization pressure when, by the Order splitting in the dispatching region to institute State the adjacent dispatching region in dispatching region.
6. a kind of dispatching pressure regulation device characterized by comprising
Calculation of pressure module is dispensed, for single probability of being refused according to the order for dispensing region, obtains matching for the dispatching region Pressurization pressure；
Distribution strategy module is adjusted, for matching pressurization pressure according to described, adjusts the distribution strategy in the dispatching region.
7. a kind of Order splitting device characterized by comprising
Calculation of pressure module is dispensed, for single probability of being refused according to the order for dispensing region, obtains matching for the dispatching region Pressurization pressure；
Order splitting module is adjusted, for matching pressurization pressure according to described, adjusts the Order splitting to the dispatching region.
8. a kind of electronic equipment characterized by comprising
At least one processor；And
The memory being connect at least one described processor communication；Wherein,
The memory is stored with the instruction that can be executed by least one described processor, and described instruction is by described at least one Device is managed to execute, so that at least one described processor is able to carry out:
Single probability is refused according to the order in dispatching region, obtain the dispatching region matches pressurization pressure；
Match pressurization pressure according to described, adjusts the distribution strategy in the dispatching region；
9. a kind of electronic equipment characterized by comprising
At least one processor；And
The memory being connect at least one described processor communication；Wherein,
The memory is stored with the instruction that can be executed by least one described processor, and described instruction is by described at least one Device is managed to execute, so that at least one described processor is able to carry out:
Single probability is refused according to the order in dispatching region, obtain the dispatching region matches pressurization pressure；
Match pressurization pressure according to described, adjusts the Order splitting to the dispatching region.
10. a kind of non-volatile memory medium, for storing computer-readable program, which is characterized in that described computer-readable Program is used to execute for computer matches pressurization pressure method of adjustment or claim 4 as claimed any one in claims 1 to 3 To order allocation method described in any one of 5.
CN201811501926.3A 2018-12-10 2018-12-10 With pressurization pressure adjustment, order allocation method and device, electronic equipment and medium Pending CN109598447A (en)

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CN116562557A (en) * 2023-04-28 2023-08-08 汉唐融科(北京)科技有限公司 Flexible intelligent recruitment dispatching system
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Application publication date: 20190409