CN109993367A

CN109993367A - Dispense estimation method, estimation device, storage medium and the electronic equipment of duration

Info

Publication number: CN109993367A
Application number: CN201910272699.XA
Authority: CN
Inventors: 傅广垣; 刘成亮
Original assignee: Lazhasi Network Technology Shanghai Co Ltd
Current assignee: Rajax Network Technology Co Ltd; Lazhasi Network Technology Shanghai Co Ltd
Priority date: 2019-04-04
Filing date: 2019-04-04
Publication date: 2019-07-09

Abstract

The embodiment of the invention discloses a kind of estimation method, estimation device, storage medium and electronic equipments for dispensing duration.The embodiment of the present invention by obtain dispatching transport power reach target order send that unit sets it is non-loaded with reference to duration, and the consumption parameter of target order is obtained, thus according to the corresponding non-loaded dispatching duration for determining target order with reference to duration and consumption parameter of target order.The consumption parameter of order has stronger correlation with dispatching duration, and non-loaded reference duration and consumption parameter are easily obtained, therefore the embodiment of the present invention can accurately be estimated with dispatching duration of the lower cost to order.

Description

Dispense estimation method, estimation device, storage medium and the electronic equipment of duration

Technical field

The present invention, which discloses, is related to data processing field, and in particular to it is a kind of dispense duration estimation method, estimation device, deposit Storage media and electronic equipment.

Background technique

With the continuous development of internet, O2O (online to offline, under line on line) transaction also becomes more next It is more universal.It is typically different the commodity amount for including in order to differ, when commodity amount is more, trade company gets all the time of commodity ready It is longer, it is also larger to dispense difficulty of the transport power when transporting order, therefore the dispatching duration of order can be longer；Similarly, commodity number When measuring less, the dispatching duration of order can be shorter.Unreasonable dispatching duration estimation method can reduce the estimation of dispatching duration Accuracy, so as to lead to a large amount of order dispatching time-out.

Summary of the invention

In view of this, the embodiment of the invention provides it is a kind of dispense the estimation method of duration, estimation device, storage medium and Electronic equipment can relatively accurately be estimated to dispense duration with lower cost, to reduce the possibility of order dispatching time-out.

In a first aspect, the embodiment of the invention provides a kind of estimation methods for dispensing duration, which comprises

The first estimation duration is determined according to the location information of the order information of target order and corresponding dispatching transport power, it is described A length of dispatching transport power reaches the reference duration for sending unit to set of the target order when the first estimation；

Obtain the consumption parameter of the target order；

The dispatching duration is determined according to the consumption parameter of the first estimation duration and the target order.

Preferably, when the consumption parameter according to the first estimation duration and the target order determines the dispatching Length includes:

The second estimation duration is determined according to the consumption parameter；

The dispatching duration is determined according to the first estimation duration and the second estimation duration.

Preferably, described that the dispatching duration packet is determined according to the first estimation duration and the second estimation duration It includes:

Duration the and determining dispatching duration is estimated according to the first estimation duration and described second.

Obtain the mean consumption parameter of the corresponding first instance of the target order；

Determine that third estimates duration according to the consumption parameter and the mean consumption parameter；

The dispatching duration is determined according to the first estimation duration and third estimation duration.

Preferably, described to determine that third estimation duration includes: according to the consumption parameter and the mean consumption parameter

Meet second condition in response to the ratio of the consumption parameter and the mean consumption parameter, is joined according to the consumption The several and mean consumption parameter determines that third estimates duration.

Preferably, described that the dispatching duration packet is determined according to the first estimation duration and third estimation duration It includes:

Duration the and determining dispatching duration is estimated according to the first estimation duration and the third.

When determining the dispatching according to the first estimation duration, the second estimation duration and third estimation duration It is long.

Second aspect, the embodiment of the invention provides a kind of estimation device for dispensing duration, described device includes:

First determination unit, for being determined according to the order information of target order and the location information of corresponding dispatching transport power First estimation duration, when a length of dispatching transport power reaches the reference for sending unit to set of the target order when the described first estimation It is long；

Acquiring unit, for obtaining the consumption parameter of the target order；

Second determination unit, for according to the consumption parameter determination of the first estimation duration and the target order Dispense duration.

The third aspect, the embodiment of the invention provides a kind of computer readable storage mediums, store computer program thereon Instruction, wherein the computer program instructions realize the method as described in any one of first aspect when being executed by processor.

Fourth aspect, the embodiment of the invention provides a kind of electronic equipment, including memory and processor, wherein described Memory is for storing one or more computer program instructions, wherein one or more computer program instructions are by institute Processor is stated to execute to realize following steps:

Obtain the consumption parameter of the target order；

The embodiment of the present invention by obtain dispatching transport power reach target order send that unit sets it is non-loaded with reference to duration, And the consumption parameter of target order is obtained, thus corresponding non-loaded determining with reference to duration and consumption parameter according to target order The dispatching duration of target order.The consumption parameter of order has stronger correlation with dispatching duration, and when non-loaded reference It is long to be easily obtained with consumption parameter, therefore the embodiment of the present invention can be carried out more with dispatching duration of the lower cost to order Accurately estimation.

Detailed description of the invention

By referring to the drawings to the description of the embodiment of the present invention, the above and other purposes of the present invention, feature and Advantage will be apparent from, in the accompanying drawings:

Fig. 1 is the flow chart of the estimation method of the dispatching duration of first embodiment of the invention；

Fig. 2 is the flow chart that dispatching duration is determined in another optional implementation of first embodiment of the invention；

Fig. 3 is the flow chart that dispatching duration is determined in another optional implementation of first embodiment of the invention；

Fig. 4 is the flow chart that dispatching duration is determined in another optional implementation of first embodiment of the invention；

Fig. 5 is the flow chart that dispatching duration is determined in another optional implementation of first embodiment of the invention；

Fig. 6 is the schematic diagram of the estimation device of the dispatching duration of second embodiment of the invention；

Fig. 7 is the schematic diagram of the electronic equipment of third embodiment of the invention.

Specific embodiment

The present invention is disclosed below based on embodiment and is described, but the present invention discloses and is not restricted to these implementations Example.It is detailed to describe some specific detail sections below in datail description disclosed by the invention.To those skilled in the art Of the invention disclose can also be understood completely in the description of part without these details for member.It is disclosed by the invention in order to avoid obscuring Essence, there is no narrations in detail for well known method, process, process, element and circuit.

In addition, it should be understood by one skilled in the art that provided herein attached drawing be provided to explanation purpose, and What attached drawing was not necessarily drawn to scale.

Unless the context clearly requires otherwise, "include", "comprise" otherwise throughout the specification and claims etc. are similar Word should be construed as the meaning for including rather than exclusive or exhaustive meaning；That is, be " including but not limited to " contains Justice.

In description disclosed by the invention, it is to be understood that term " first ", " second " etc. are used for description purposes only, It is not understood to indicate or imply relative importance.In addition, in description disclosed by the invention, it is unless otherwise indicated, " more It is a " it is meant that two or more.

Usually when order goes out single, logistics company or O2O platform etc. need to estimate the dispatching duration of order.According to user's need Ask (for example, number of meals) different, the commodity amount for including in different orders differs.When commodity amount is more, trade company gets all the quotient ready The time of product is longer, and the transport difficulty of order is higher, and dispense transport power may be needed when order is consigned to user into Row is repeatedly delivered, therefore the dispatching duration of order can be longer；Similarly, when commodity amount is less, the dispatching duration of order can be compared with It is short.That is, the dispatching duration of order will receive the influence of the reasons such as commodity amount.If to dispatching duration estimation inaccuracy, It may result in a large amount of order dispatching time-out, to reduce the experience of user.

Fig. 1 is the flow chart of the estimation method of the dispatching duration of first embodiment of the invention.As shown in Figure 1, the present embodiment Method include the following steps:

Step S100 determines the first estimation according to the location information of the order information of target order and corresponding dispatching transport power Duration.

In the present embodiment, the order information of target order includes taking unit to set, unit being sent to set for target order, dispatching Transport power includes dispatching personnel, dispensing machine people, unmanned plane, unmanned vehicle etc..A length of dispatching transport power is from location information when the first estimation Reach target order send that unit sets it is non-loaded with reference to duration.Target order can correspond to a user, can also be right Ying Yu send unit to set identical multiple users.

It specifically, can be true according to the location information for taking unit to set and send unit to set and dispense transport power in order information Fixed first estimation duration.It is alternatively possible to the current location of dispatching transport power be obtained according to the location information of dispatching transport power, to obtain The current location and target order for taking dispatching transport power take the unit to set distance and target between (that is, trade company position) Order takes unit to set and send unit to set the distance between (that is, user position) (that is, dispatching transport power arrival target is ordered Single send the operating range that unit is set), and the non-loaded average rate travel of the dispatching transport power of record is obtained, and then calculate The summation of distance and the ratio of non-loaded average rate travel are stated, so that it is determined that the first estimation duration.It is alternatively possible to according to The historical data for dispensing transport power obtains the non-loaded average rate travel for dispensing transport power of record.For example, can be according to multiple The non-loaded history rate travel of the dispatching transport power of same type (such as dispatching personnel) calculates the nothing of the dispatching transport power of the type The average rate travel of load is simultaneously recorded.

It optionally, can also basis when dispensing transport power is the dispatching transport power in ground run such as dispatching personnel, unmanned vehicle The dispatching transport power of the acquisition of information such as current traffic information, weather record is in different periods, different weather, different traffic conditions etc. Under the conditions of non-loaded average rate travel, to obtain more accurate first estimation duration.Traffic condition can be to dispatching The rate travel of transport power has an impact, to can have an impact to the first estimation duration.When traffic condition is good, transport power is dispensed Rate travel it is higher, first estimation duration it is shorter；In traffic condition congestion, the rate travel for dispensing transport power is slower, and first Estimate that duration is longer.It is alternatively possible to according to dispatching transport power historical data obtain record dispatching transport power in different periods, no Non-loaded average rate travel under the conditions of same weather, different traffic conditions etc..For example, can according in different periods, no The non-loaded history rate travel of multiple same type of dispatching transport power under the conditions of same weather, different traffic conditions etc. calculates The non-loaded average rate travel of the dispatching transport power of the type simultaneously records.

Step S200 obtains the consumption parameter of target order.

In the present embodiment, consumption parameter is the overall consumption amount of money of commodity in order.Optionally, consumption parameter can also be The total weight of commodity, total volume etc. in order.Consumption parameter can be used for reflecting that the quantity of commodity in order, the transport of order are difficult The information such as degree, for same trade company (that is, following first instances), the consumption parameter of order is higher, indicates in order The quantity of commodity is more, therefore trade company gets all that storewide time in order is longer ready, and the transport difficulty of order is higher, and Dispatching transport power may need repeatedly to be delivered (for example, the commodity amount in order excessively makes when order is consigned to user Transport power, which must be dispensed, disposably to be delivered), cause the dispatching duration of order longer.Conversely, the dispatching duration of order is shorter. That is, the dispatching duration of order and the consumption parameter of order have stronger correlation.Therefore in the present embodiment, need Obtain the consumption parameter of target order.

It is readily appreciated that, step S200 and step S100 may be performed simultaneously, and can also successively execute, and need not distinguish hold herein Row sequence.

Step S300 determines dispatching duration according to the consumption parameter of the first estimation duration and target order.

It, can be according to the consumption of the first estimation duration, target order in an optional implementation of the present embodiment Parameter and scheduled duration prediction model determine the dispatching duration of target order.

Specifically, duration prediction model can be decision tree, Bayes classifier, neural network etc., and be ordered according to target The History Order data of single corresponding first instance or the History Order data training of multiple first instances obtain.Wherein, it is used for In the History Order data of duration prediction model of training, when each order data includes that a History Order corresponding first is estimated Long, consumption parameter and dispatching duration.It is readily appreciated that, the of the acquisition modes of the first estimation duration of History Order and target order The acquisition modes of one estimation duration are similar, and details are not described herein.

By taking neural network as an example, neural network full name artificial neural network (Artificial Neural Network, It ANN), is to interconnect the information processing model formed by a large amount of processing units.Common artificial neural network includes convolutional Neural net Network (Convolutional Neural Network, CNN), Recognition with Recurrent Neural Network (Recurrent Neural Network, RNN) etc..ANN has non-linear (that is, be suitable for processing nonlinear transformations), not limited (that is, the whole row of a system For depending on the interaction between processing unit), very it is qualitative (that is, have adaptive, self-organizing, self-learning capability, can Constantly carry out self-teaching during handling information) and nonconvex property (activation primitive of model have multiple extreme values, this makes Model has multiple relatively stable equilibrium states, so that the variation of model is various) the characteristics of, therefore can be widely Applied to various fields, accurate data prediction is carried out.

In the training process of duration prediction model, the first estimation duration and consumption ginseng for each History Order are inputted Number, exports as corresponding dispatching duration.It is as a result, that the first estimation duration of target order and consumption parameter input is trained After (that is, scheduled) duration prediction model, the dispatching duration of target order can be determined.

Fig. 2 is the flow chart that dispatching duration is determined in another optional implementation of first embodiment of the invention.Such as Shown in Fig. 2, in another optional implementation of the present embodiment, step S300 be may include steps of:

Step S310 determines the second estimation duration according to consumption parameter.

Preferably, the second estimation duration can be determined according to consumption parameter when consumption parameter meets first condition.Its In, first condition can be greater than first threshold etc. for consumption parameter.When consumption parameter meets first condition, target order is indicated The quantity of interior commodity may be more, and the time that trade company needs to get all the ready commodity in target order is longer, or dispatching transport power exists The required time is longer when carrying out order delivery with user, it is therefore desirable to according to second the first estimation duration of estimation duration adjustment with Obtain dispatching duration.

Wherein, first threshold can basis History Order data determine.For example, can be according to the size pair of consumption parameter Multiple History Orders are ranked up, and the consumption parameter according to sequence in the History Order of middle position determines first threshold.

Specifically, the second estimation duration can be determined according to the difference of consumption parameter and predetermined consumption parameter threshold.More Body, the second estimation duration can be calculated by following formula:

T2=k1/50* (p-t)；

Wherein, t2 is the second estimation duration, and k1 is the first pre-determined factor, and p is consumption parameter, and t is predetermined consumption parameter threshold Value.

In the present embodiment, the first pre-determined factor and predetermined consumption parameter threshold can according to actual needs or History Order Data etc. determine and adjustment.It is alternatively possible to which obtaining dispatching transport power respectively according to History Order data reaches each History Order Unit is taken to postpone the quantity of commodity in the delivery time delivered and each History Order, thus according to delivery time and commodity The average value of the ratio of quantity determines the first pre-determined factor.Multiple History Orders can be arranged according to the size of consumption parameter Sequence, and the consumption parameter according to sequence in n-th History Order determines first threshold, wherein n is the predetermined integers greater than 1. It is readily appreciated that, the corresponding predetermined consumption parameter threshold of different first instances and/or first threshold may be the same or different.

Step S320 determines dispatching duration according to the first estimation duration and the second estimation duration.

It is alternatively possible to duration and determining dispatching duration is estimated according to the first estimation duration and second, it can also basis The weighted sum of first estimation duration and the second estimation duration determines dispatching duration, and wherein weight can be according to History Order data etc. It determines.Thus, it is possible to accurately be estimated with dispatching duration of the lower cost to target order, to reduce order Dispense the possibility of time-out.

It is alternatively possible to be transported according to the dispatching duration of each History Order of History Order data acquisition and dispatching parameter, dispatching Power reaches the operating range for sending unit to set of each History Order and the first pre-determined factor of corresponding trade company, consumption parameter and pre- Surely parameter threshold is consumed, and each history is determined according to the operating range for sending unit to set that dispatching transport power reaches each History Order respectively First estimation duration of order, when consumption parameter meets first condition, according to the consumption parameter of each History Order, corresponding quotient First pre-determined factor at family and predetermined consumption parameter threshold determine the second estimation duration of each History Order, thus by linearly returning The modes such as return, the first estimation duration is determined according to the first of each History Order the estimation duration, the second estimation duration and dispatching duration Weight corresponding with the second estimation duration.

It is readily appreciated that, if the consumption parameter of target order is unsatisfactory for first condition, illustrates that trade company needs to get all the ready target order The time of interior commodity is shorter, target order dispatching difficulty is lower, can be obtained according to the first of target order the estimation duration Take the dispatching duration of target order.For example, using the product of the first estimation duration and third pre-determined factor as dispensing duration etc., In, third pre-determined factor can be any real number greater than 0, and third pre-determined factor can be 1.

It is alternatively possible to respectively be gone through according to the dispatching duration of each History Order of History Order data acquisition and dispatching transport power arrival History order send the operating range that unit is set, and the operating range for sending unit to set point of each History Order is reached according to dispatching transport power The the first estimation duration for not determining each History Order, to be estimated by modes such as linear regressions according to the first of each History Order Timing is long and dispatching duration determines third pre-determined factor.

For example, a length of 15min when the first estimation of target order, consumption parameter is 200, if target order corresponding first The corresponding first condition of entity is that consumption parameter is greater than 150, then the consumption parameter of target order meets first condition.First instance Corresponding k1 is 3min, t 150, and the second estimation duration t2 that can obtain target order is 3min.So as to according to target The dispatching duration of first estimation duration of order and the second estimation duration and determining target order, is 18min.If first condition It is that consumption parameter is greater than 200, then the consumption parameter of target order is unsatisfactory for first condition, and there is no need to obtain the of target order Two estimation durations can determine the dispatching duration of target order according to the first estimation duration, be 15min.

Fig. 3 is the flow chart that dispatching duration is determined in another optional implementation of third embodiment of the invention.Such as Shown in Fig. 3, in another optional implementation of the present embodiment, step S300 be may include steps of:

Step S310 ' obtains the mean consumption parameter of the corresponding first instance of target order.

In the present embodiment, the mean consumption parameter of first instance is average visitor's unit price of trade company (that is, average consumption is golden Volume).Optionally, the mean consumption parameter of first instance can also be the average weight of commodity in the corresponding order of trade company, be averaged Volume etc..Mean consumption parameter can more objectively reflect that trade company gets all the storewide average preparation time, order in order ready The information such as average transport difficulty, there is stronger correlation with the dispatching duration of order, therefore can be subsequent according to target The mean consumption parameter of order relatively accurately estimates the dispatching duration of target order.It is readily appreciated that, mean consumption parameter can be with It is obtained according to the History Order data of first instance.

Step S320 ' determines that third estimates duration according to consumption parameter and mean consumption parameter.

It preferably, can be when the ratio for consuming parameter and mean consumption parameter meets second condition, according to consumption parameter Determine that third estimates duration with mean consumption parameter.Wherein, second condition can be the ratio of consumption parameter and mean consumption parameter Value is greater than second threshold etc..When the ratio for consuming parameter and mean consumption parameter meets second condition, target order is indicated Time is longer and/or the transport difficulty of order is higher, needs to be estimated according to third duration adjustment the first estimation duration with right The dispatching duration of target order is accurately estimated.

Wherein, second threshold can be determined according to History Order data.It is alternatively possible to from the History Order data of trade company In obtain the consumption parameter of multiple History Orders at random, and the average value of the consumption parameter of multiple History Orders is obtained, thus root Second threshold is determined according to the average value of consumption parameter average consumption parameter corresponding with trade company.

Specifically, it can determine that third estimates duration according to the ratio of consumption parameter and mean consumption parameter.More specifically, Third estimation duration can be calculated by following formula:

Wherein, t3 is that third estimates duration, and k2 is the second pre-determined factor, and p is consumption parameter,For mean consumption parameter.

In the present embodiment, the second pre-determined factor can according to actual needs or History Order data etc. determine and adjustment. It is readily appreciated that, the first pre-determined factor and the second pre-determined factor may be the same or different.Second pre-determined factor is predetermined with first The method of determination of coefficient is similar, and details are not described herein.

Step S330 ' determines dispatching duration according to the first estimation duration and third estimation duration.

It is alternatively possible to duration and determining dispatching duration is estimated according to the first estimation duration and third, it can also basis The weighted sum of first estimation duration and third estimation duration determines dispatching duration, and wherein weight can be according to History Order data etc. It determines.

It is alternatively possible to be transported according to the dispatching duration of each History Order of History Order data acquisition and consumption parameter, dispatching Power reaches the operating range for sending unit to set of each History Order and the second pre-determined factor of corresponding trade company and mean consumption ginseng Number, and determine that the first of each History Order estimates respectively according to the operating range for sending unit to set that dispatching transport power reaches each History Order Timing is long, when the ratio for consuming parameter and mean consumption parameter meets second condition, according to the consumption parameter of each History Order, The second pre-determined factor and mean consumption parameter of corresponding trade company determine the third estimation duration of each History Order, to pass through line Property return etc. modes, according to the first of each History Order estimation duration, third estimation duration and dispatching duration determine the first estimation Duration and the corresponding weight of third estimation duration.

For example, a length of 20min when the first estimation of target order, consumption parameter are 150.If corresponding first instance is flat Consume parameterIt is 30, second condition is the ratio > 3 for consuming parameter and mean consumption parameter, then the consumption ginseng of target order Number meets second condition.The corresponding k2 of first instance is 3min, can obtain a length of 15min when the second estimation of target order. So as to be according to the dispatching duration of the first of target order the estimation duration and the second estimation duration and determining target order 35min.If the mean consumption parameter of first instance is 100, the consumption parameter of target order is unsatisfactory for second condition, therefore nothing The second estimation duration of target order need to be obtained, the dispatching duration of target order can be determined according to the first estimation duration, is 20min。

It is readily appreciated that, if the mean consumption parameter of the consumption parameter of target order first instance corresponding with target order Ratio is unsatisfactory for second condition, and the dispatching duration of target order can be obtained according to the first of target order the estimation duration.For example, Using the product of the first estimation duration and third pre-determined factor as dispatching duration etc..

It, can be more according to the mean consumption parameter of the consumption parameter of target order and first instance in this implementation Accurately estimate the dispatching duration of target order, while to the consumption very little of computing resource, therefore can be with lower cost pair The dispatching duration of target order carries out more accurate estimation, to reduce the possibility of order dispatching time-out.

Fig. 4 is the flow chart that dispatching duration is determined in another optional implementation of first embodiment of the invention.Such as Shown in Fig. 4, in another optional implementation of the present embodiment, step S300 be may include steps of:

Step S310 " obtains the mean consumption parameter of the corresponding first instance of target order.

In this implementation, step S310 " is similar with the implementation of step S310 ', and details are not described herein.

Step S3A0 judges whether consume parameter and the ratio of mean consumption parameter meets second condition.

If so, executing step S320 "；If not, executing step S3B0.

Step S320 " determines that third estimates duration according to consumption parameter and mean consumption parameter.

In this implementation, third estimates that third estimation duration is really in the method for determination and above-mentioned implementation of duration It is similar to determine mode, details are not described herein.

Step S330 " determines dispatching duration according to the first estimation duration and third estimation duration.

In this implementation, step S330 " is similar with the implementation of step S330 ', and details are not described herein.

Step S3B0 judges to consume whether parameter meets first condition.

If so, executing step S350 "；If not, executing step S340 ".

Step S340 " determines dispatching duration according to the first estimation duration.

It specifically, can be using the product of the first estimation duration and the first estimation duration and third pre-determined factor as when dispatching It is long etc..Wherein, third pre-determined factor can be any real number greater than 0, and third pre-determined factor can be 1.

Step S350 " determines the second estimation duration according to consumption parameter.

In this implementation, second estimates duration really in the method for determination of the second estimation duration and above-mentioned implementation It is similar to determine mode, details are not described herein.

Step S360 " determines dispatching duration according to the first estimation duration and the second estimation duration.

In this implementation, step S360 " is similar with the implementation of step S320, and details are not described herein.

In this implementation, the consumption parameter of target order and the consumption parameter of corresponding first instance are preferentially judged Whether ratio meets second condition, if meeting second condition, according to first estimation duration and target order consumption parameter with The ratio of the consumption parameter of corresponding first instance determines the dispatching duration of target order, improves the standard of the estimation of dispatching duration True property；If being unsatisfactory for second condition, judge whether the consumption parameter of target order meets first condition, if meeting first Part then determines target order according to the difference of the consumption parameter and predetermined consumption parameter threshold of the first estimation duration and target order Dispatching duration, thus also improve dispatching duration estimation flexibility.This implementation is smaller to the consumption of computing resource And implementation is relatively simple, therefore can accurately be estimated with lower cost dispatching duration.

In the case where a kind of possible, if the mean consumption parameter of first instance is larger, such as order (including History Order With target order) in commodity quantity is more or the preparation difficulty of order is larger so that trade company is getting all the whole quotient in order ready Time when product is longer, even if the ratio of the consumption parameter of current order and the mean consumption parameter of corresponding first instance It is unsatisfactory for second condition, the dispatching duration of current order still may be longer.Fig. 5 be first embodiment of the invention another is optional Implementation in determine dispatching duration flow chart.As shown in figure 5, in another optional implementation of the present embodiment In, step S300 may include steps of:

Step S310 " ' determines the second estimation duration according to consumption parameter.

In this implementation, step S310 " ' is similar with the implementation of step S310, and details are not described herein.

Step S320 " ' obtains the mean consumption parameter of the corresponding first instance of target order.

In this implementation, step S320 " ' is similar with the implementation of step S310 ', and details are not described herein.

Step S330 " ' determines that third estimates duration according to consumption parameter and mean consumption parameter.

It specifically, can be true according to consumption parameter and mean consumption parameter when mean consumption parameter meets third condition Determine third estimation duration.If mean consumption parameter meets third condition, illustrate the mean consumption level of corresponding first instance compared with It is high, it is understood that there may be the ratio of target consumption parameter and mean consumption parameter is unsatisfactory for the dispatching duration of second condition but target order Longer situation, therefore there is still a need for determine that third estimates duration according to consumption parameter and mean consumption parameter.

Wherein, third condition can be greater than third threshold value etc. for mean consumption parameter.It is alternatively possible to according to multiple first The History Order data of entity determine third threshold value, for example, according to multiple history in the History Order number of multiple first instances The average value of the consumption parameter of order determines third threshold value.

In this implementation, third estimates that third estimation duration is really in the acquisition modes and above-mentioned implementation of duration It is similar to determine mode, details are not described herein.

Step S340 " ', when according to the first estimation duration, the second estimation duration and third estimation duration and determining dispatching It is long.

It is alternatively possible to duration and determining dispatching duration is estimated according to the first estimation duration and third, it can also basis The weighted sum of first estimation duration, the second estimation duration and third estimation duration determines dispatching duration, and wherein weight can basis History Order data etc. determine.

It is alternatively possible to according to the dispatching duration of each History Order of History Order data acquisition and consumption parameter, corresponding First pre-determined factor of trade company and predetermined consumption parameter threshold, dispatching transport power reach the traveling for sending unit to set of each History Order away from From and corresponding trade company the second pre-determined factor and mean consumption parameter, and according to dispatching transport power reach giving for each History Order The operating range that unit is set determines the first estimation duration of each History Order, when consumption parameter meets first condition, root respectively Determine that each history is ordered according to the consumption parameter of each History Order, the first pre-determined factor of corresponding trade company and predetermined consumption parameter threshold The second single estimation duration, when mean consumption parameter meets third condition, according to the consumption parameter of each History Order, corresponding The second pre-determined factor and mean consumption parameter of trade company determine the third estimation duration of each History Order, to pass through linear regression Etc. modes, determine the according to the first of each History Order the estimation duration, the second estimation duration, third estimation duration and dispatching duration One estimation duration, the second estimation duration and the corresponding weight of third estimation duration.

It is readily appreciated that, if the consumption parameter of target order meets the flat of first condition but the corresponding first instance of target order Consumption parameter is unsatisfactory for third condition, can determine dispatching duration according to the first estimation duration and the second estimation duration；If mesh The mean consumption parameter that the consumption parameter of mark order is unsatisfactory for first condition and the corresponding first instance of target order is unsatisfactory for the Three conditions can obtain the dispatching duration of target order according to the first of target order the estimation duration.For example, when by the first estimation The long product with third pre-determined factor is used as dispatching duration etc..

The present embodiment by obtain dispatching transport power reach target order send that unit sets it is non-loaded with reference to duration, and obtain The consumption parameter of target order is taken, to determine target according to the corresponding non-loaded reference duration of target order and consumption parameter The dispatching duration of order.The consumption parameter of order with dispatching duration have stronger correlation, and it is non-loaded with reference to duration with Consumption parameter is easily obtained, thus the method for the present embodiment can be subject to lower cost to the dispatching duration of order carry out compared with True estimation.

Fig. 6 is the schematic diagram of the estimation device of the dispatching duration of second embodiment of the invention.As shown in fig. 6, the present embodiment Device include the first determination unit 61, acquiring unit 62 and the second determination unit 63.

Wherein, the first determination unit 61 is used to be believed according to the order information of target order and the position of corresponding dispatching transport power Breath determines the first estimation duration, when the described first estimation a length of dispatching transport power reach the target order send unit to set With reference to duration.Acquiring unit 62 is used to obtain the consumption parameter of the target order.Second determination unit 63 is used for according to First estimation duration and the consumption parameter of the target order determine the dispatching duration.

Further, second determination unit 63 includes that the first determining subelement 631 and second determines subelement 632.

Wherein, first determine that subelement 631 is used to determine the second estimation duration according to the consumption parameter.Second determines son Unit 632 is used to determine the dispatching duration according to the first estimation duration and the second estimation duration.

Further, described second determine that subelement 632 is used for according to the first estimation duration and second estimation Duration the and determining dispatching duration.

Further, second determination unit 63 determines subelement 634 and the 4th including acquisition subelement 633, third Determine subelement 635.

Wherein, the mean consumption parameter that subelement 633 is used to obtain the corresponding first instance of the target order is obtained.The Three determine that subelement 634 is used to determine that third estimates duration according to the consumption parameter and the mean consumption parameter.4th really Stator unit 635 is used to determine the dispatching duration according to the first estimation duration and third estimation duration.

Further, the third determines subelement 634 for joining in response to the consumption parameter and the mean consumption Several ratios meet second condition, determine that third estimates duration according to the consumption parameter and the mean consumption parameter.

Further, the described 4th determine that subelement 635 is used to estimate according to the first estimation duration and the third Duration the and determining dispatching duration.

Further, second determination unit 63 determines that subelement 631, acquisition subelement 633, third are true including first Stator unit 634 and the 5th determines subelement 636.

Wherein, first determine that subelement 631 is used to determine the second estimation duration according to the consumption parameter.Obtain subelement 633 for obtaining the mean consumption parameter of the corresponding first instance of the target order.Third determines subelement 634 for basis The consumption parameter and the mean consumption parameter determine that third estimates duration.5th determines that subelement 636 is used for according to First estimation duration, the second estimation duration and third estimation duration determine the dispatching duration.

Further, the third determines that subelement 634 is used to meet third condition in response to the mean consumption parameter, Determine that third estimates duration according to the consumption parameter and the mean consumption parameter.

Further, when the described 5th determining subelement 636 is used for according to the first estimation duration, second estimation Long and third estimation duration the and determining dispatching duration.

Further, described first determine that subelement 631 is used to meet first condition in response to the consumption parameter, according to The consumption parameter determines the second estimation duration.

Further, described first determine that subelement 631 is used for according to the consumption parameter and predetermined consumption parameter threshold Difference determine it is described second estimation duration.

Further, the third determines subelement 634 for according to the consumption parameter and the mean consumption parameter Ratio determine third estimation duration.

Further, first determination unit 61 is used to take unit to set to send list with described according in the order information The location information of position and the dispatching transport power determines the first estimation duration.

Further, second determination unit 63 includes the 6th determining subelement 637.

Wherein, the 6th determine that subelement 637 is used for according to the first estimation duration, the consumption parameter of the target order The dispatching duration is determined with scheduled duration prediction model.

Fig. 7 is the schematic diagram of the electronic equipment of third embodiment of the invention.As shown in fig. 7, the electronic equipment: including 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:

Obtain the consumption parameter of the target order；

Further, the consumption parameter according to the first estimation duration and the target order determines the dispatching Duration includes:

Further, described that the dispatching duration packet is determined according to the first estimation duration and the second estimation duration It includes:

Further, described to determine that third estimation duration includes: according to the consumption parameter and the mean consumption parameter

Further, described that the dispatching duration packet is determined according to the first estimation duration and third estimation duration It includes:

Meet third condition in response to the mean consumption parameter, according to the consumption parameter and the mean consumption parameter Determine that third estimates duration.

Further, described that duration is estimated according to the first estimation duration, the second estimation duration and the third Determine that the dispatching duration includes:

Match according to the first estimation duration, the second estimation duration and third estimation duration and determining Send duration.

Further, described to determine that the second estimation duration includes: according to the consumption parameter

Meet first condition in response to the consumption parameter, the second estimation duration is determined according to the consumption parameter.

The second estimation duration is determined according to the difference of the consumption parameter and predetermined consumption parameter threshold.

The third estimation duration is determined according to the ratio of the consumption parameter and the mean consumption parameter.

Further, described to determine first according to the order information of target order and the location information of corresponding dispatching transport power Estimate that duration includes:

According in the order information take unit set with it is described send unit set and it is described dispatching transport power location information Determine the first estimation duration.

Institute is determined according to the first estimation duration, the consumption parameter of the target order and scheduled duration prediction model State dispatching duration.

Specifically, which includes: one or more processors 701 and memory 702, at one in Fig. 7 For reason device 701.Processor 701, memory 702 can be connected by bus or other modes, to be connected by bus in Fig. 7 It is connected in example.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 Send the estimation method of duration.

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 memory 702 is optional 701 remotely located memories, these remote memories can pass through network connection to external equipment.The example packet of above-mentioned network Include but be 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 The estimation method of dispatching duration in the above-mentioned any means embodiment of row.

Method provided by the embodiment of the present application can be performed in the said goods, has the corresponding functional module of execution method and has Beneficial effect, the not technical detail of detailed description in the present embodiment, reference can be made to method provided by the embodiment of the present application.

The fourth embodiment of the present invention is related to a kind of non-volatile memory medium, for storing computer-readable program, institute Computer-readable program is stated for executing 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 each embodiment the method for the application All or part of the steps.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.

The embodiment of the invention discloses A1, a kind of estimation method for dispensing duration, which comprises

Obtain the consumption parameter of the target order；

In A2, method as described in a1, the consumption parameter according to the first estimation duration and the target order Determine that the dispatching duration includes:

A3, as described in A2 in method, it is described that institute is determined according to the first estimation duration and the second estimation duration Stating dispatching duration includes:

In A4, method as described in a1, the consumption parameter according to the first estimation duration and the target order Determine that the dispatching duration includes:

It is described to determine that third is estimated according to the consumption parameter and the mean consumption parameter in A5, the method as described in A4 Timing length includes:

It is described that institute is determined according to the first estimation duration and third estimation duration in A6, the method as described in A4 Stating dispatching duration includes:

In A7, method as described in a1, the consumption parameter according to the first estimation duration and the target order Determine that the dispatching duration includes:

It is described to determine that third is estimated according to the consumption parameter and the mean consumption parameter in A8, the method as described in A7 Timing length includes:

It is described according to the first estimation duration, the second estimation duration and described the in A9, the method as described in A7 Three estimation durations determine that the dispatching duration includes:

It is described to determine that the second estimation duration includes: according to the consumption parameter in A10, the method as described in A2 or A7

It is described that second estimation duration packet is determined according to the consumption parameter in A11, the method as described in A2 or A7 or A10 It includes:

It is described true according to the consumption parameter and the mean consumption parameter in A12, the method as described in A4 or A7 or A8 Determining third estimation duration includes:

In A13, method as described in a1, the order information according to target order and the corresponding position for dispensing transport power Information determines that the first estimation duration includes:

In A14, method as described in a1, the consumption parameter according to the first estimation duration and the target order Determine that the dispatching duration includes:

The embodiment of the invention also discloses B1, a kind of estimation device for dispensing duration, described device includes:

Acquiring unit, for obtaining the consumption parameter of the target order；

In B2, the device as described in B1, second determination unit includes:

First determines subelement, for determining the second estimation duration according to the consumption parameter；

Second determines subelement, for determining the dispatching according to the first estimation duration and the second estimation duration Duration.

In B3, the device as described in B2, described second determines that subelement is used for according to the first estimation duration and described Second estimation duration the and determining dispatching duration.

In B4, the device as described in B1, second determination unit includes:

Subelement is obtained, for obtaining the mean consumption parameter of the corresponding first instance of the target order；

Third determines subelement, when for determining third estimation according to the consumption parameter and the mean consumption parameter It is long；

4th determines subelement, for determining the dispatching according to the first estimation duration and third estimation duration Duration.

In B5, the device as described in B4, the third determines subelement for putting down in response to the consumption parameter with described The ratio for consuming parameter meets second condition, when determining third estimation according to the consumption parameter and the mean consumption parameter It is long.

In B6, the device as described in B4, the described 4th determines that subelement is used for according to the first estimation duration and described Third estimates duration the and determining dispatching duration.

In B7, the device as described in B1, second determination unit includes:

5th determines subelement, for being estimated according to the first estimation duration, the second estimation duration and the third Timing is long to determine the dispatching duration.

In B8, device as described in b7, the third determines subelement for meeting in response to the mean consumption parameter Third condition determines that third estimates duration according to the consumption parameter and the mean consumption parameter.

In B9, device as described in b7, the described 5th determines that subelement is used for according to the first estimation duration, described the Two estimation durations and the third estimate duration the and determining dispatching duration.

In B10, the device as described in B2 or B7, described first determines that subelement is used to meet in response to the consumption parameter First condition determines the second estimation duration according to the consumption parameter.

In B11, the device as described in B2 or B7 or B10, described first determines that subelement is used for according to the consumption parameter The second estimation duration is determined with the difference of predetermined consumption parameter threshold.

In B12, the device as described in B4 or B7 or B8, the third determine subelement for according to the consumption parameter and The ratio of the mean consumption parameter determines the third estimation duration.

In B13, the device as described in B1, first determination unit is used to take unit to set according in the order information With it is described send unit set and it is described dispatching transport power location information determine it is described first estimation duration.

In B14, the device as described in B1, second determination unit includes:

6th determines subelement, for estimating duration, the consumption parameter of the target order according to described first and making a reservation for Duration prediction model determine the dispatching duration.

The embodiment of the invention also discloses C1, a kind of computer readable storage medium, store computer program instructions thereon, Wherein, the computer program instructions realize method described in any one of A1-A14 when being executed by processor.

The embodiment of the invention also discloses D1, a kind of electronic equipment, including memory and processor, wherein the storage Device is for storing one or more computer program instructions, wherein one or more computer program instructions are by the place Device is managed to execute to realize following steps:

Obtain the consumption parameter of the target order；

In D2, the electronic equipment as described in D1, the consumption according to the first estimation duration and the target order Parameter determines that the dispatching duration includes:

It is described true according to the first estimation duration and the second estimation duration in D3, the electronic equipment as described in D2 Determining the dispatching duration includes:

In D4, the electronic equipment as described in D1, the consumption according to the first estimation duration and the target order Parameter determines that the dispatching duration includes:

It is described to determine according to the consumption parameter and the mean consumption parameter in D5, the electronic equipment as described in D4 Three estimate that durations include:

It is described true according to the first estimation duration and third estimation duration in D6, the electronic equipment as described in D4 Determining the dispatching duration includes:

In D7, the electronic equipment as described in D1, the consumption according to the first estimation duration and the target order Parameter determines that the dispatching duration includes:

It is described to determine according to the consumption parameter and the mean consumption parameter in D8, the electronic equipment as described in D7 Three estimate that durations include:

It is described according to the first estimation duration, the second estimation duration and institute in D9, the electronic equipment as described in D7 It states third estimation duration and determines that the dispatching duration includes:

It is described that second estimation duration packet is determined according to the consumption parameter in D10, the electronic equipment as described in D2 or D7 It includes:

It is described when determining the second estimation according to the consumption parameter in D11, the electronic equipment as described in D2 or D7 or D10 Length includes:

It is described to be joined according to the consumption parameter and the mean consumption in D12, the electronic equipment as described in D4 or D7 or D8 Number determines that third estimation duration includes:

In D13, the electronic equipment as described in D1, the order information according to target order and corresponding dispatching transport power Location information determines that the first estimation duration includes:

In D14, the electronic equipment as described in D1, the consumption according to the first estimation duration and the target order Parameter determines that the dispatching duration includes:

It will be understood by those skilled in the art that the various embodiments described above are realization 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.

Claims

1. a kind of estimation method for dispensing duration, which is characterized in that the described method includes:

The first estimation duration is determined according to the location information of the order information of target order and corresponding dispatching transport power, described first A length of dispatching transport power reaches the reference duration for sending unit to set of the target order when estimation；

Obtain the consumption parameter of the target order；

2. the method according to claim 1, wherein described order according to the first estimation duration and the target Single consumption parameter determines that the dispatching duration includes:

3. according to the method described in claim 2, it is characterized in that, described estimate according to the first estimation duration and described second Timing is long to determine that the dispatching duration includes:

4. the method according to claim 1, wherein described order according to the first estimation duration and the target Single consumption parameter determines that the dispatching duration includes:

5. according to the method described in claim 4, it is characterized in that, described join according to the consumption parameter and the mean consumption Number determines that third estimation duration includes:

Meet second condition in response to the consumption parameter and the ratio of the mean consumption parameter, according to the consumption parameter with The mean consumption parameter determines that third estimates duration.

6. according to the method described in claim 4, it is characterized in that, described estimate according to the first estimation duration and the third Timing is long to determine that the dispatching duration includes:

7. the method according to claim 1, wherein described order according to the first estimation duration and the target Single consumption parameter determines that the dispatching duration includes:

The dispatching duration is determined according to the first estimation duration, the second estimation duration and third estimation duration.

8. a kind of estimation device for dispensing duration, which is characterized in that described device includes:

First determination unit, for determining first according to the order information of target order and the location information of corresponding dispatching transport power Estimate duration, described first a length of dispatching transport power when estimating reaches the reference duration for sending unit to set of the target order；

Acquiring unit, for obtaining the consumption parameter of the target order；

Second determination unit, for determining the dispatching according to the consumption parameter of the first estimation duration and the target order Duration.

9. a kind of computer readable storage medium, stores computer program instructions thereon, which is characterized in that the computer program Such as method of any of claims 1-7 is realized in instruction when being executed by processor.

10. a kind of electronic equipment, including memory and processor, which is characterized in that the memory is for storing one or more Computer program instructions, wherein one or more computer program instructions are executed as follows to realize by the processor Step:

Obtain the consumption parameter of the target order；