CN108388963A - Luggage arrival time prediction technique, device, computer equipment and readable medium - Google Patents
Luggage arrival time prediction technique, device, computer equipment and readable medium Download PDFInfo
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- CN108388963A CN108388963A CN201810150029.6A CN201810150029A CN108388963A CN 108388963 A CN108388963 A CN 108388963A CN 201810150029 A CN201810150029 A CN 201810150029A CN 108388963 A CN108388963 A CN 108388963A
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Abstract
A kind of luggage arrival time prediction technique of present invention offer, device, computer equipment and readable medium.Its method includes：The landing information for the target luggage that acquisition target passenger consigns at random；The luggage arrival time prediction model on current airport trained according to the landing information of target luggage and in advance, prediction target luggage reach the E.T.A for the turntable picked up goods for target passenger；E.T.A is pushed to corresponding target passenger.Technical scheme of the present invention compensates for the deficiencies in the prior art, a kind of luggage arrival time prediction scheme suitable for airport is provided, to help passenger effectively to arrange the time.Technical scheme of the present invention, the E.T.A of luggage is predicted by using luggage arrival time prediction model trained in advance, the E.T.A of prediction is very accurate, and forecasting efficiency is very high, so as to effectively assist passenger to carry out time planning.
Description
【Technical field】
The present invention relates to computer application technology more particularly to a kind of luggage arrival time prediction technique, device, meters
Calculate machine equipment and readable medium.
【Background technology】
With the maturation development of aircraft industry, the time cost of the perfect and aviation trip of airline subordinate is increasingly
Low, more and more passengers select aircraft trip.
When passenger's airplane is gone on a journey, it will usually carry luggage, and random delivery.But during random delivery,
Luggage needs to undergo multiple consignment nodes and could transport luggage carousel to be extracted for passenger, causes luggage would generally be than passenger later
It reaches.So passenger has descended after aircraft, need to wait for luggage at luggage carousel.
But in the prior art, during passenger waits for luggage, in this case it is not apparent that how long luggage can probably come out, it is desirable to first
It goes shopping and either rests but worry that luggage is out lost or accidentally taken, can only have no destination and be waited at turntable, be wasted
Time cost it is higher.Therefore, it is urgent to provide a kind of luggage arrival time prediction schemes, to help passenger effectively to arrange the time.
【Invention content】
The present invention provides a kind of luggage arrival time prediction technique method and device, computer equipment and readable medium,
For providing a kind of luggage arrival time prediction scheme.
The present invention provides a kind of luggage arrival time prediction technique, the method includes：
The landing information for the target luggage that acquisition target passenger consigns at random；
The luggage arrival time prediction model on current airport trained according to the landing information of the target luggage and in advance,
Predict that the target luggage reaches the E.T.A of the turntable for target passenger delivery of cargo；
The E.T.A is pushed to the corresponding target passenger.
Still optionally further, in method as described above, the landing letter for the target luggage that acquisition target passenger consigns at random
Breath, specifically includes：
Acquire the position that the target luggage that the target passenger consigns at random arrives at the current airport by air, by plane
Information, temporal information, weather characteristics and at least one of the transport power feature on the current airport.
Still optionally further, in method as described above, when being expected to reach to the corresponding target passenger push is described
Between before, the method further includes：
According to the mark of correspondence and the target luggage between the contact method and baggage identification of passenger, obtain
The contact method of the target passenger；
The E.T.A is pushed to the corresponding target passenger, is specifically included：
According to the contact method of the target passenger, pushes to the target passenger and expected described in the target luggage
Up to the time.
Still optionally further, in method as described above, according to the landing information of the target luggage and in advance training
The luggage arrival time prediction model on current airport predicts that the target luggage reaches the turntable picked up goods for the target passenger
Before E.T.A, the method further includes：
It acquires several luggage in the historical time section on the current airport, in preset period of time and reaches data, each item
It includes the landing information of luggage and the actual time of arrival of the luggage that the luggage, which reaches data,；
Data, the training luggage arrival time prediction model are reached according to luggage described in each item.
Still optionally further, in method as described above, the actual time of arrival of the luggage is collected true number
According to, or airport employe is used manually to predict obtained data.
Still optionally further, in method as described above, when being expected to reach to the corresponding target passenger push is described
Between after, the method further includes：
Acquire the time of each trans-shipment point of the target luggage from landing to supplying the turntable of the target passenger delivery of cargo；
The time that the target luggage reaches each trans-shipment point is pushed to the corresponding target passenger.
Still optionally further, in method as described above, the trans-shipment point includes the turntable for target passenger delivery of cargo
Location point acquires the time for the disk position point that the target luggage is reached for target passenger delivery of cargo, specifically includes：
The item of the target luggage is identified using image recognition apparatus in the disk position point for target passenger delivery of cargo
Code, obtains the mark of the target luggage；
The corresponding target luggage of mark for acquiring the target luggage reaches the turntable position of the target passenger delivery of cargo
Set the time a little.
Still optionally further, in method as described above, when being expected to reach to the corresponding target passenger push is described
Between after, the method further includes：
Acquire the actual time of arrival of the target luggage；
Judge whether the time difference between the actual time of arrival and the E.T.A is more than predetermined threshold value；
If so, the reason of sending out the prompt message of prediction error, prediction error detected in time for airport employe.
The present invention provides a kind of luggage arrival time prediction meanss, and described device includes：
Acquisition module, the landing information for acquiring the target luggage that target passenger consigns at random；
Prediction module, for being reached according to the landing information of the target luggage and the luggage on the current airport trained in advance
Time prediction model predicts that the target luggage reaches the E.T.A of the turntable for target passenger delivery of cargo；
Pushing module, for pushing the E.T.A to the corresponding target passenger.
Still optionally further, in device as described above, the acquisition module, be specifically used for acquiring the target passenger with
The target luggage of machine delivery arrive at by air, by plane the location information on the current airport, temporal information, weather characteristics and
At least one of the transport power feature on the current airport.
Still optionally further, in device as described above, described device further includes：
Acquisition module, for according between the contact method and baggage identification of passenger correspondence and the target line
The mark of Lee obtains the contact method of the target passenger；
The pushing module is specifically used for the contact method according to the target passenger, and institute is pushed to the target passenger
State the E.T.A of target luggage.
Still optionally further, further include training module in device as described above；
The acquisition module is additionally operable in the historical time section for acquiring the current airport, the number in preset period of time
Bar luggage reaches data, and luggage reaches landing information and when being actually reached of the luggage that data include luggage described in each item
Between；
The training module is additionally operable to reach data, the training luggage arrival time prediction according to luggage described in each item
Model.
Still optionally further, in device as described above, the actual time of arrival of the luggage is collected true number
According to, or airport employe is used manually to predict obtained data.
Still optionally further, in device as described above, the acquisition module is additionally operable to acquire the target luggage from falling
Time of the ground to each trans-shipment point between the turntable for target passenger delivery of cargo；
The pushing module is additionally operable to push each transhipment of the target luggage arrival to the corresponding target passenger
The time of point.
Still optionally further, in device as described above, the trans-shipment point includes the turntable for target passenger delivery of cargo
Location point, the acquisition module, is specifically used for：
The item of the target luggage is identified using image recognition apparatus in the disk position point for target passenger delivery of cargo
Code, obtains the mark of the target luggage；
The corresponding target luggage of mark for acquiring the target luggage reaches the turntable position of the target passenger delivery of cargo
Set the time a little.
Still optionally further, further include detection module in device as described above；
The acquisition module is additionally operable to acquire the actual time of arrival of the target luggage；
The detection module is additionally operable to judge the time difference between the actual time of arrival and the E.T.A
Whether predetermined threshold value is more than；
If the pushing module sends out the prompt of prediction error be additionally operable to detect more than described more than predetermined threshold value
Information, the reason of detecting prediction error in time for airport employe.
The present invention also provides a kind of computer equipment, the equipment includes：
One or more processors；
Memory, for storing one or more programs；
When one or more of programs are executed by one or more of processors so that one or more of processing
Device realizes luggage arrival time prediction technique as described above.
The present invention also provides a kind of computer-readable mediums, are stored thereon with computer program, which is held by processor
Luggage arrival time prediction technique as described above is realized when row.
Luggage arrival time prediction technique, device, computer equipment and the readable medium of the present invention, by acquiring target trip
The landing information for the target luggage that visitor consigns at random；The row on current airport trained according to the landing information of target luggage and in advance
Lee's arrival time prediction model, prediction target luggage reach the E.T.A for the turntable picked up goods for target passenger；To correspondence
Target passenger push E.T.A.Technical scheme of the present invention compensates for the deficiencies in the prior art, provides a kind of be applicable in
Luggage arrival time prediction scheme in airport, to help passenger effectively to arrange the time.Technical scheme of the present invention, by using
Trained in advance luggage arrival time prediction model predicts the E.T.A of luggage, when the estimated arrival of prediction
Between it is very accurate, forecasting efficiency is very high, so as to effectively assist passenger to carry out time planning, and then the trip of effectively improving
The Experience Degree of visitor.
【Description of the drawings】
Fig. 1 is the flow chart of the luggage arrival time prediction technique embodiment one of the present invention.
Fig. 2 is the structure chart of the luggage arrival time prediction meanss embodiment one of the present invention.
Fig. 3 is the structure chart of the luggage arrival time prediction meanss embodiment two of the present invention.
Fig. 4 is the structure chart of the computer equipment embodiment of the present invention.
Fig. 5 is a kind of exemplary plot of computer equipment provided by the invention.
【Specific implementation mode】
To make the objectives, technical solutions, and advantages of the present invention clearer, right in the following with reference to the drawings and specific embodiments
The present invention is described in detail.
Fig. 1 is the flow chart of the luggage arrival time prediction technique embodiment one of the present invention.As shown in Figure 1, the present embodiment
Luggage arrival time prediction technique, can specifically include following steps：
100, the landing information for the target luggage that acquisition target passenger consigns at random；
The executive agent of the luggage arrival time prediction technique of the present embodiment can be a luggage arrival time prediction dress
Set, the luggage arrival time prediction meanss can be an individual electronic entity, can also apply airport application or
In luggage administrative system or other platforms, for predicting luggage arrival time.The luggage arrival time of the present embodiment
The opportunity of prediction technique, the random checked baggage of passenger also landed acquiescence at this time, can start to predict after passenger gets off the plane
The luggage arrival time of passenger, such passenger can go to drink cup according to the E.T.A of luggage to arrange the time of oneself
Coffee sees joint storytelling or purchase is gone to do shopping, and before the E.T.A of luggage arrives, reaches at the turntable picked up one's luggage i.e.
It can.This way it is possible to avoid user waits for always luggage at the turntable of luggage, the waste of time cost is caused.
Specifically, target passenger can consign the luggage of carrying at random when airplane is gone on a journey.When delivery, airport
Staff can be that every luggage of passenger sticks bar code, and the bar code of each luggage can uniquely correspond to a string number format
Baggage identification baggage identification and passenger information in this way, in luggage management process, can be established with the unique mark luggage
Correspondence.Such as may include name, the identity card of baggage identification passenger corresponding with the luggage in the correspondence
Correspondence between the passenger informations such as number and contact method.In this way, subsequently can be according to the correspondence, to each luggage
Identify the E.T.A that corresponding passenger pushes the luggage of the passenger.
For example, the step 100, can specifically include：The target luggage that acquisition target passenger consigns at random supports by air, by plane
Up at least one of the location information on current airport, temporal information, weather characteristics and the transport power feature on current airport.
Wherein target luggage arrives at the location information on current airport and the navigation channel on airport may be used to indicate by air, by plane,
In one fixed airport, each aircraft arrive at airport navigation channel to have between the turntable picked up goods for user it is certain away from
From the turntable that some navigation channel distances are picked up goods for user is remote, and the turntable that some navigation channel distances are picked up goods for user is closer, always
It, between the turntable picked up goods for user, there are one general fixed ranges in each navigation channel.Therefore it in the present embodiment, can adopt
The location information that target luggage arrives at current airport by air, by plane is identified with the navigation channel on airport.For a known airport,
If distance is bigger between aircraft arrives at the turntable that the navigation channel distance on current airport is picked up goods for user, the pre- of the target luggage is predicted
It is remoter apart from the aircraft landing time to count arrival time.And if aircraft arrives at the turntable that the navigation channel distance on current airport is picked up goods for user
Between distance it is smaller, then predict that E.T.A of the target luggage is closer apart from the aircraft landing time.
The temporal information that target luggage arrives at current airport by air, by plane may be used the aircraft landing time and indicate, this reality
The different periods can be divided into, for example, late according to the dense degree for arriving at flight when former by 24 hours one day by applying in example
Upper 0 point may be considered the arrival flight fewer period to 6:00 AM, and the flight which arrives at the airport is relative to it
The flight that he reaches the period predicts that the E.T.A of the target luggage of its carrying lands the time difference phase of time with aircraft
To smaller.And if 12 noon arrived before at 10 points in evening, since current airport arrival flight is more, predicted the mesh of its carrying later
The time difference for marking the E.T.A and aircraft landing time of luggage is relatively large.It, can be by one day according to similar principle
Time be segmented according to the quantity of the flight to arrive at the airport, and can opposite adjustment per certain time in target luggage it is pre-
Count the time difference of arrival time and aircraft landing time.By in the flight intensive period, time difference adjustment is slightly larger, and flight is dilute
In the thin period, time difference adjustment is slightly smaller.
Wherein weather characteristics can be preset, for example, it can be set to it is good with bad two kinds, being exactly if good can be by
According to normal prediction, and bad weather characteristics can refer to the bad weathers such as heavy rain and heavy snow, these weather can influence luggage
Transport, therefore can be bad by weather characteristics when, the time difference of E.T.A of target luggage and aircraft landing time
What is adjusted is somewhat larger.Alternatively, it is also possible to according to actual demand, set weather characteristics to third gear or multi gear, and set in advance
It sets, the weather characteristics of which shelves need the time difference that the E.T.A of target luggage and aircraft are landed to the time to adjust
It is slightly larger, and the weather characteristics of which shelves need the time difference that the E.T.A of target luggage and aircraft are landed to the time to adjust
It is slightly smaller.
The transport power feature on wherein current airport also refers to aircraft landing moment, the delivery mesh that current airport can be scheduled for
Mark the quantity of the transport vehicle of luggage.In practical application, it can also be arranged according to the quantity of transport vehicle and transport power feature is set as two
Shelves, third gear or multi gear.Such as when being arranged two grades, a threshold value can be pre-set, when transport vehicle quantity reaches the threshold value,
It can set transport power feature on transport power foot, target luggage traffic is than very fast at this time, when can be by the estimated arrival of target luggage
Between with aircraft land the time time difference adjustment it is slightly smaller.And when transport vehicle quantity is not up to the threshold value, it can be by transport power spy
Sign is set as transport power deficiency, and target luggage traffic is slower at this time, can land the E.T.A of target luggage and aircraft
The time difference of time adjusts slightly larger.In addition, when transport power feature is set as third gear or multi gear, realization principle is similar, no longer
It repeats.The transport power feature of the present embodiment can according to the quantity of the transport vehicle for the delivery target luggage that current airport can be scheduled for
And pre-set threshold value obtains, and the quantity of the transport vehicle for the delivery target luggage that current airport can be scheduled for can be in aircraft
After landing, obtained from the information on services of airport system.
The landing information of the target luggage acquired in the present embodiment may include：Target luggage arrives at current machine by air, by plane
Location information, temporal information, one in weather characteristics and the transport power feature on current airport, two or more, tool
Which feature body, which includes, to be arranged according to the concrete condition on current airport.
101, the luggage arrival time prediction model on the current airport trained according to the landing information of target luggage and in advance,
Prediction target luggage reaches the E.T.A for the turntable picked up goods for target passenger；
After the landing information of the target luggage of above-mentioned steps acquisition, by the landing information input of target luggage to advance
In the luggage arrival time prediction model on trained current airport, in this way, the luggage arrival time prediction model on current airport can
To predict and export the E.T.A that the target luggage reaches the turntable picked up goods for target passenger.
In practical application, the luggage arrival time prediction model on current airport can be pre- according to the landing information of target luggage
Measure the haulage time length needed for the turntable picked up goods from the landing of target luggage to arrival for target passenger.Then it is based on mesh again
Mark luggage landing at the time of and haulage time length, so as to predict the target luggage reach for target passenger pick up goods turn
The E.T.A of disk.
For example, before the step 101 of the present embodiment, can also include the following steps：
(a1) several luggage in the historical time section on current airport, in preset period of time are acquired and reach data, each item
Luggage reaches landing information and the actual time of arrival of luggage that data include luggage；
(b1) data, training luggage arrival time prediction model are reached according to each luggage.
In the present embodiment, the landing information of the luggage in several luggage arrival data of acquisition can refer to above-described embodiment
In luggage land information.And the feature that luggage landing information includes when training must be with the target that acquires when being predicted in step
The feature of luggage is consistent.
Secondly, when training luggage arrival time prediction model, the actual time of arrival of used luggage can be history
Collected truthful data in period, or if when the truthful data in historical time section is less, airport can also be used
The data that staff's manual measurement obtains.It is in training process, the landing information input of luggage is pre- to the luggage arrival time
It surveys in model, which predicts the luggage corresponding E.T.A, then judges the luggage
E.T.A and the actual time of arrival it is whether consistent, if inconsistent, adjust luggage arrival time prediction model parameter,
So that the E.T.A of luggage arrival time prediction model prediction reaches unanimity with the actual time of arrival.Using several luggage
It reaches data to be trained luggage arrival time prediction model, determines the parameter of luggage arrival time prediction model, to really
Determine luggage arrival time prediction model.
Also, during follow-up use, per the period at regular intervals, such as one month, two months or other were predetermined
Time cycle, all luggage for acquiring the time cycle reach data, and are reached again according to all luggage of the time cycle
Data are trained the luggage arrival time prediction model.By constantly using, constantly trains, can luggage be arrived
Prediction up to time prediction model is more and more accurate.
In the present embodiment, for each airport, the luggage arrival time prediction model for locating the airport can be trained, from
And the arrival time of any one luggage in arriving at the airport is predicted.102, estimated to corresponding target passenger push
Arrival time.
It, can be to the corresponding target of target luggage after the E.T.A for predicting target luggage using aforesaid way
Passenger pushes E.T.A, in this way, user can effectively carry out time peace according to the E.T.A of its target luggage
Row, such as other affairs can be handled before the E.T.A of luggage and caught up in time when luggage arrival time arrives
To luggage carousel, pick up one's luggage.In this way, user stays in always waiting luggage at luggage carousel after not had to descend aircraft, it can
User's reasonable arrangement time is helped, the time cost of user is effectively saved.
Still optionally further, in the present embodiment, luggage arrival time prediction meanss, pre- to corresponding target passenger push
Before counting arrival time, which passenger can also first get the corresponding target passenger of the target luggage is, so that it is determined that the mesh
The contact method for marking passenger, when pushing estimated reach to corresponding target passenger to this according to the contact method of target passenger
Between.
Specifically, before step 102, can also include：According to pair between the contact method and baggage identification of passenger
It should be related to and the mark of target luggage, obtain the contact method of target passenger；
Such as the record of above-described embodiment, luggage delivery is handled in passenger, is after the luggage of passenger sticks luggage bar code, just
The correspondence of baggage identification and passenger information can be established in luggage administrative system.For example, in the correspondence, can wrap
Include name of passenger, identity information, current flight information, the corresponding unique identification information of the bar code of luggage and the contact of passenger
The correspondence of mode etc..The contact method of wherein passenger may include phone, wechat or the passenger of passenger on the airport
Account of official website etc..In this way, according to correspondence and target line between the contact method and baggage identification of wherein passenger
The mark of Lee can obtain the contact method of target passenger.It finally can be according to the contact method of target passenger, to target trip
The E.T.A of visitor's push target luggage.
For example, when the contact method of target passenger is telephone number, the telephone number to target passenger can be passed through
The mode for sending short message, the E.T.A of the target luggage of target passenger is pushed to target passenger.
When the contact method of target passenger is wechat, the wechat of target passenger can pay close attention to the wechat public on the airport
Number, in this way, when the wechat public platform on current airport can push the estimated arrival of its target luggage to the wechat of target passenger
Between.
When the contact method of target passenger is airport official website account, the luggage administrative system on current airport can be to the mesh
The airport official website account of mark passenger pushes the E.T.A of its target luggage, and target passenger is by logging in the airport official website
Account can learn the E.T.A of its target luggage.
It above are only several realization methods of the embodiment of the present invention, in practical application, the contact method of target passenger may be used also
To use other forms, and corresponds to and realized to when the estimated arrival of target passenger push target luggage using other push modes
Between, no longer citing repeats one by one herein.
It should be noted that on the basis of the technical solution of above-described embodiment, in step 202 " to corresponding target trip
After visitor's push E.T.A ", it can also include the following steps：
(a2) time of the acquisition target luggage from landing to each trans-shipment point the turntable picked up goods for target passenger；
(b2) time that target luggage reaches each trans-shipment point is pushed to corresponding target passenger.
In practical application, target luggage is from landing to may include multiple transhipments the turntable picked up goods for target passenger
Point such as may include pick-up point, entrucking point, transport point of destination and reach turntable, in each trans-shipment point, airport employe
The bar code of target luggage can be scanned using handheld terminal when assembling target luggage, to which acquisition is in the trans-shipment point
Operating time.For example, after landing, is carried from aircraft luggage compartment, the bar code of luggage scanning, obtain unique mark of luggage
Know, so as to collect the luggage pick-up point time.Entrucking transport when, can also luggage scanning bar code, obtain
The unique mark of luggage, so as to collect the time of the luggage entrucking.When transporting point of destination, luggage scanning can also be passed through
Bar code, obtain the unique mark of luggage, so as to collect the luggage under transport vehicle to transport point of destination time.
When transporting from point of destination to the disk position point picked up goods for target passenger, which can also be used as a trans-shipment point,
Transport terminal.Be disk position point pick up goods for target passenger in the trans-shipment point, can also luggage scanning bar code, acquisition
The unique mark of luggage, so as to collect the time that the luggage reaches disk position point.It, can be in turntable in the present embodiment
It is upper setting one luggage scanning bar code equipment come acquire the luggage reach disk position point time.For example, the luggage scanning
Image recognition apparatus may be used to realize in the equipment of bar code, the bar code that the equipment of the luggage scanning bar code passes through luggage scanning
Image the luggage is obtained according to the correspondence between the image of the bar code of pre-stored luggage and the mark of luggage
Mark.Time of the current time as the corresponding luggage arrival disk position point of the baggage identification is acquired simultaneously.Similarly, for
An any other trans-shipment point, the equipment of luggage scanning bar code may be used similar image recognition technology and realizes this turn of arrival
Transport the acquisition of the time of point.
If transportational process further includes other trans-shipment points, similar mode may be used in each trans-shipment point, get row
Lee reaches the time of trans-shipment point.Then, it after collecting the time of each trans-shipment point, can be pushed away to corresponding target passenger
The time for sending target luggage to reach each trans-shipment point, specific push mode may be used above-mentioned estimated to corresponding target passenger push
The mode of arrival time realizes that details are not described herein.Target passenger can also get the current of target luggage in time in this way
The state of position and transport, and E.T.A is combined, the reasonable arrangement time can effectively improve the trip of user's aircraft
Experience Degree.
Moreover, still optionally further, " estimated reach is pushed to corresponding target passenger in the step 102 of above-described embodiment
After time ", it can also include the following steps：
(a3) actual time of arrival of target luggage is acquired；
(b3) judge whether the time difference between actual time of arrival and E.T.A is more than predetermined threshold value；If so,
Execute step (c3)；Otherwise any operation wouldn't be done.
(c3) prompt message for sending out prediction error, the reason of detecting prediction error in time for airport employe.
In the present embodiment, can also acquire target luggage actual time of arrival i.e. target luggage be actually reached turntable when
Between, which can be acquired by the way that the equipment of a luggage scanning bar code is arranged on turntable, each target
When luggage is placed into turntable, a fixed placement location can be set, top or surrounding, which can be arranged, in the position sweeps
The equipment for retouching luggage bar code obtains the mark of target luggage by the bar code of the device scan target luggage of the luggage scanning bar code,
To collect the actual time of arrival of target luggage.Similarly, image recognition skill may be used in the equipment of the luggage scanning bar code
Art is realized, is specifically as follows an image recognition apparatus.The equipment of the luggage scanning bar code by scan bar code image,
According to the correspondence of pre-stored bar code image and baggage identification, the mark of the target luggage can be uniquely obtained, together
When acquire current time, the actual time of arrival as target luggage.Then, by actual time of arrival and E.T.A into
Row compares, and judges whether the time difference between the two is more than predetermined threshold value, if so, indicate that transportational process is likely to occur problem,
The prompt message that prediction error can be sent out at this time, the reason of detecting prediction error in time for airport employe, to help
It helps airport employe to allocate and check luggage traffic, improves the efficiency of luggage traffic.
The luggage arrival time prediction technique of the present embodiment, the target luggage consigned at random by acquisition target passenger are fallen
Ground information；The luggage arrival time prediction model on current airport trained according to the landing information of target luggage and in advance, prediction
Target luggage reaches the E.T.A for the turntable picked up goods for target passenger；When pushing estimated reach to corresponding target passenger
Between.The technical solution of the present embodiment, compensates for the deficiencies in the prior art, and it is pre- to provide a kind of luggage arrival time suitable for airport
Survey scheme, to help passenger effectively to arrange the time.The technical solution of the present embodiment, when being reached by using luggage trained in advance
Between prediction model predict that the E.T.A of luggage, the E.T.A of prediction is very accurate, forecasting efficiency
It is very high, so as to effectively assist passenger to carry out time planning, and then effectively improve the Experience Degree of passenger.
Fig. 2 is the structure chart of the luggage arrival time prediction meanss embodiment one of the present invention.As shown in Fig. 2, the present embodiment
Luggage arrival time prediction meanss, can specifically include：
Acquisition module 10 is used to acquire the landing information for the target luggage that target passenger consigns at random；
The landing information for the target luggage that prediction module 11 is used to acquire according to acquisition module 10 and trained in advance current
The luggage arrival time prediction model on airport, when prediction target luggage reaches the estimated arrival for the turntable picked up goods for target passenger
Between；
Pushing module 12 is used to push the E.T.A that prediction module 11 is predicted to corresponding target passenger.
The luggage arrival time prediction meanss of the present embodiment realize the prediction of luggage arrival time by using above-mentioned module
Realization principle and technique effect are identical as the realization of above-mentioned related method embodiment, and it is real to refer to above-mentioned correlation technique in detail
The record of example is applied, details are not described herein.
Fig. 3 is the structure chart of the luggage arrival time prediction meanss embodiment two of the present invention.As shown in figure 3, the present embodiment
Luggage arrival time prediction meanss, on the basis of the technical solution of above-mentioned embodiment illustrated in fig. 2, further in further detail
Introduce technical scheme of the present invention.
In the luggage arrival time prediction meanss of the present embodiment, acquisition module 10 is specifically used for acquisition target passenger and holds in the palm at random
The target luggage of fortune arrives at location information, temporal information, weather characteristics and the fortune on current airport on current airport by air, by plane
At least one of power feature.
Still optionally further, as shown in figure 3, the luggage arrival time prediction meanss of the present embodiment, further include acquisition module
13。
Acquisition module 13 is used for according to the correspondence and target luggage between the contact method and baggage identification of passenger
Mark, obtain target passenger contact method；
Pushing module 12 is specifically used for the contact method of the target passenger obtained according to acquisition module 13, and to target, passenger pushes away
Send the E.T.A of the target luggage of the prediction of prediction module 11.
Still optionally further, as shown in figure 3, the luggage arrival time prediction meanss of the present embodiment, further include training module
14。
Acquisition module 10 is additionally operable in the historical time section for acquiring current airport, several luggage in preset period of time arrive
Up to data, each luggage reaches landing information and the actual time of arrival of luggage that data include luggage；
Training module 14 is additionally operable to reach data, training luggage arrival time according to each luggage that acquisition module 10 acquires
Prediction model.
Wherein, the actual time of arrival of the luggage in above-described embodiment is collected truthful data, or uses airport
Staff manually predicts obtained data.
Still optionally further, in the luggage arrival time prediction meanss of the present embodiment, acquisition module 10 is additionally operable to acquisition mesh
Mark time of the luggage from landing to each trans-shipment point the turntable picked up goods for target passenger；
The target luggage that pushing module 12 is additionally operable to push the acquisition of acquisition module 10 to corresponding target passenger reaches each turn
Transport the time of point.
Still optionally further, in the luggage arrival time prediction meanss of the present embodiment, trans-shipment point includes being carried for target passenger
When the disk position point of goods, acquisition module 10 is specifically used for：
The bar code for identifying target luggage using image recognition apparatus in the disk position point picked up goods for target passenger, obtains mesh
Mark the mark of luggage；
The corresponding target luggage of mark for acquiring target luggage reaches the time for the disk position point that target passenger picks up goods.
Still optionally further, further include detection module 15 in the luggage arrival time prediction meanss of the present embodiment；
Acquisition module 10 is additionally operable to the actual time of arrival of acquisition target luggage；
It is pre- that detection module 15 is additionally operable to judge that the actual time of arrival that acquisition module 10 acquires is predicted with prediction module 11
Count whether the time difference between arrival time is more than predetermined threshold value；
If pushing module 12 be additionally operable to detection module 15 detect more than be more than predetermined threshold value when, send out carrying for prediction error
The reason of showing information, prediction error detected in time for airport employe.
The luggage arrival time prediction meanss of the present embodiment realize the prediction of luggage arrival time by using above-mentioned module
Realization principle and technique effect are identical as the realization of above-mentioned related method embodiment, and it is real to refer to above-mentioned correlation technique in detail
The record of example is applied, details are not described herein.
Fig. 4 is the structure chart of the computer equipment embodiment of the present invention.As shown in figure 4, the computer equipment of the present embodiment,
Including：One or more processors 30 and memory 40, memory 40 work as memory for storing one or more programs
The one or more programs stored in 40 are executed by one or more processors 30 so that one or more processors 30 are realized such as
The luggage arrival time prediction technique of figure 1 above illustrated embodiment.In embodiment illustrated in fig. 4 for including multiple processors 30.
For example, Fig. 5 is a kind of exemplary plot of computer equipment provided by the invention.Fig. 5 is shown suitable for being used for realizing this
The block diagram of the exemplary computer device 12a of invention embodiment.The computer equipment 12a that Fig. 5 is shown is only an example,
Any restrictions should not be brought to the function and use scope of the embodiment of the present invention.
As shown in figure 5, computer equipment 12a is showed in the form of universal computing device.The component of computer equipment 12a can
To include but not limited to：One or more processor 16a, system storage 28a, connection different system component (including system
Memory 28a and processor 16a) bus 18a.
Bus 18a indicates one or more in a few class bus structures, including memory bus or Memory Controller,
Peripheral bus, graphics acceleration port, processor or the local bus using the arbitrary bus structures in a variety of bus structures.It lifts
For example, these architectures include but not limited to industry standard architecture (ISA) bus, microchannel architecture (MAC)
Bus, enhanced isa bus, Video Electronics Standards Association (VESA) local bus and peripheral component interconnection (PCI) bus.
Computer equipment 12a typically comprises a variety of computer system readable media.These media can be it is any can
The usable medium accessed by computer equipment 12a, including volatile and non-volatile media, moveable and immovable Jie
Matter.
System storage 28a may include the computer system readable media of form of volatile memory, such as deposit at random
Access to memory (RAM) 30a and/or cache memory 32a.Computer equipment 12a may further include it is other it is removable/
Immovable, volatile/non-volatile computer system storage medium.Only as an example, storage system 34a can be used for reading
Write immovable, non-volatile magnetic media (Fig. 5 do not show, commonly referred to as " hard disk drive ").Although being not shown in Fig. 5,
It can provide for the disc driver to moving non-volatile magnetic disk (such as " floppy disk ") read-write, and to removable non-easy
The CD drive that the property lost CD (such as CD-ROM, DVD-ROM or other optical mediums) is read and write.In these cases, each
Driver can be connected by one or more data media interfaces with bus 18a.System storage 28a may include at least
There is one group of (for example, at least one) program module, these program modules to be configured to hold for one program product, the program product
The function of the above-mentioned each embodiments of Fig. 1-Fig. 3 of the row present invention.
Program with one group of (at least one) program module 42a/utility 40a can be stored in such as system and deposit
In reservoir 28a, such program module 42a include --- but being not limited to --- operating system, one or more application program,
Other program modules and program data may include the reality of network environment in each or certain combination in these examples
It is existing.Program module 42a usually executes the function and/or method in above-mentioned each embodiments of Fig. 1-Fig. 3 described in the invention.
Computer equipment 12a can also be with one or more external equipment 14a (such as keyboard, sensing equipment, display
24a etc.) communication, the equipment interacted with computer equipment 12a communication can be also enabled a user to one or more, and/or
(such as network interface card is adjusted with any equipment that computer equipment 12a communicated with one or more of the other computing device is enable
Modulator-demodulator etc.) communication.This communication can be carried out by input/output (I/O) interface 22a.Also, computer equipment
12a can also by network adapter 20a and one or more network (such as LAN (LAN), wide area network (WAN) and/or
Public network, such as internet) communication.As shown, network adapter 20a by bus 18a and computer equipment 12a its
Its module communicates.It should be understood that although not shown in the drawings, other hardware and/or software can be used in conjunction with computer equipment 12a
Module, including but not limited to：Microcode, device driver, redundant processor, external disk drive array, RAID system, tape
Driver and data backup storage system etc..
Processor 16a is stored in program in system storage 28a by operation, to perform various functions application and
Data processing, such as realize luggage arrival time prediction technique shown in above-described embodiment.
The present invention also provides a kind of computer-readable mediums, are stored thereon with computer program, which is held by processor
The luggage arrival time prediction technique as shown in above-described embodiment is realized when row.
The computer-readable medium of the present embodiment may include in the system storage 28a in above-mentioned embodiment illustrated in fig. 5
RAM30a, and/or cache memory 32a, and/or storage system 34a.
With the development of science and technology, the route of transmission of computer program is no longer limited by tangible medium, it can also be directly from net
Network is downloaded, or is obtained using other modes.Therefore, the computer-readable medium in the present embodiment may include not only tangible
Medium can also include invisible medium.
The arbitrary combination of one or more computer-readable media may be used in the computer-readable medium of the present embodiment.
Computer-readable medium can be computer-readable signal media or computer readable storage medium.Computer-readable storage medium
Matter for example may be-but not limited to-system, device or the device of electricity, magnetic, optical, electromagnetic, infrared ray or semiconductor, or
The arbitrary above combination of person.The more specific example (non exhaustive list) of computer readable storage medium includes：There are one tools
Or the electrical connections of multiple conducting wires, portable computer diskette, hard disk, random access memory (RAM), read-only memory (ROM),
Erasable programmable read only memory (EPROM or flash memory), optical fiber, portable compact disc read-only memory (CD-ROM), light
Memory device, magnetic memory device or above-mentioned any appropriate combination.In this document, computer readable storage medium can
With to be any include or the tangible medium of storage program, the program can be commanded execution system, device or device use or
Person is in connection.
Computer-readable signal media may include in a base band or as the data-signal that a carrier wave part is propagated,
Wherein carry computer-readable program code.Diversified forms may be used in the data-signal of this propagation, including --- but
It is not limited to --- electromagnetic signal, optical signal or above-mentioned any appropriate combination.Computer-readable signal media can also be
Any computer-readable medium other than computer readable storage medium, which can send, propagate or
Transmission for by instruction execution system, device either device use or program in connection.
The program code for including on computer-readable medium can transmit with any suitable medium, including --- but it is unlimited
In --- wireless, electric wire, optical cable, RF etc. or above-mentioned any appropriate combination.
It can be write with one or more programming languages or combinations thereof for executing the computer that operates of the present invention
Program code, described program design language include object oriented program language-such as Java, Smalltalk, C++,
Further include conventional procedural programming language-such as " C " language or similar programming language.Program code can be with
It fully executes, partly execute on the user computer on the user computer, being executed as an independent software package, portion
Divide and partly executes or executed on a remote computer or server completely on the remote computer on the user computer.
Be related in the situation of remote computer, remote computer can pass through the network of any kind --- including LAN (LAN) or
Wide area network (WAN)-be connected to subscriber computer, or, it may be connected to outer computer (such as carried using Internet service
It is connected by internet for quotient).
In several embodiments provided by the present invention, it should be understood that disclosed system, device and method can be with
It realizes by another way.For example, the apparatus embodiments described above are merely exemplary, for example, the unit
It divides, only a kind of division of logic function, formula that in actual implementation, there may be another division manner.
The unit illustrated as separating component may or may not be physically separated, aobvious as unit
The component shown may or may not be physical unit, you can be located at a place, or may be distributed over multiple
In network element.Some or all of unit therein can be selected according to the actual needs to realize the mesh of this embodiment scheme
's.
In addition, each functional unit in each embodiment of the present invention can be integrated in a processing unit, it can also
It is that each unit physically exists alone, it can also be during two or more units be integrated in one unit.Above-mentioned integrated list
The form that hardware had both may be used in member is realized, can also be realized in the form of hardware adds SFU software functional unit.
The above-mentioned integrated unit being realized in the form of SFU software functional unit can be stored in one and computer-readable deposit
In storage media.Above-mentioned SFU software functional unit is stored in a storage medium, including some instructions are used so that a computer
It is each that equipment (can be personal computer, server or the network equipment etc.) or processor (processor) execute the present invention
The part steps of embodiment the method.And storage medium above-mentioned includes：USB flash disk, mobile hard disk, read-only memory (Read-
Only Memory, ROM), random access memory (Random Access Memory, RAM), magnetic disc or CD etc. it is various
The medium of program code can be stored.
The foregoing is merely illustrative of the preferred embodiments of the present invention, is not intended to limit the invention, all essences in the present invention
With within principle, any modification, equivalent substitution, improvement and etc. done should be included within the scope of protection of the invention god.
Claims (18)
1. a kind of luggage arrival time prediction technique, which is characterized in that the method includes：
The landing information for the target luggage that acquisition target passenger consigns at random；
The luggage arrival time prediction model on current airport trained according to the landing information of the target luggage and in advance, prediction
The target luggage reaches the E.T.A of the turntable for target passenger delivery of cargo；
The E.T.A is pushed to the corresponding target passenger.
2. according to the method described in claim 1, it is characterized in that, the landing for the target luggage that acquisition target passenger consigns at random
Information specifically includes：
Acquire the target luggage that the target passenger consigns at random arrive at by air, by plane the current airport location information,
Temporal information, weather characteristics and at least one of the transport power feature on the current airport.
3. according to the method described in claim 1, it is characterized in that, to the corresponding target passenger push estimated arrival
Before time, the method further includes：
According to the mark of correspondence and the target luggage between the contact method and baggage identification of passenger, described in acquisition
The contact method of target passenger；
The E.T.A is pushed to the corresponding target passenger, is specifically included：
According to the contact method of the target passenger, when pushing the estimated arrival of the target luggage to the target passenger
Between.
4. according to the method described in claim 1, it is characterized in that, according to the landing information of the target luggage and training in advance
Current airport luggage arrival time prediction model, predict that the target luggage reaches the turntable for target passenger delivery of cargo
E.T.A before, the method further includes：
It acquires several luggage in the historical time section on the current airport, in preset period of time and reaches data, described in each item
It includes the landing information of luggage and the actual time of arrival of the luggage that luggage, which reaches data,；
Data, the training luggage arrival time prediction model are reached according to luggage described in each item.
5. according to the method described in claim 4, it is characterized in that, the actual time of arrival of the luggage is collected true
Data, or obtained data are manually predicted using airport employe.
6. according to any methods of claim 1-5, which is characterized in that described pre- to the corresponding target passenger push
After counting arrival time, the method further includes：
Acquire the time of each trans-shipment point of the target luggage from landing to supplying the turntable of the target passenger delivery of cargo；
The time that the target luggage reaches each trans-shipment point is pushed to the corresponding target passenger.
7. according to the method described in claim 6, it is characterized in that, the trans-shipment point includes turning for target passenger delivery of cargo
Disk location point acquires the time for the disk position point that the target luggage is reached for target passenger delivery of cargo, specifically includes：
The bar code for being identified the target luggage using image recognition apparatus in the disk position point for target passenger delivery of cargo, is obtained
Take the mark of the target luggage；
The corresponding target luggage of mark for acquiring the target luggage reaches the disk position point of the target passenger delivery of cargo
Time.
8. according to any methods of claim 1-5, which is characterized in that described pre- to the corresponding target passenger push
After counting arrival time, the method further includes：
Acquire the actual time of arrival of the target luggage；
Judge whether the time difference between the actual time of arrival and the E.T.A is more than predetermined threshold value；
If so, the reason of sending out the prompt message of prediction error, prediction error detected in time for airport employe.
9. a kind of luggage arrival time prediction meanss, which is characterized in that described device includes：
Acquisition module, the landing information for acquiring the target luggage that target passenger consigns at random；
Prediction module is used for the luggage arrival time of the landing information and the current airport trained in advance according to the target luggage
Prediction model predicts that the target luggage reaches the E.T.A of the turntable for target passenger delivery of cargo；
Pushing module, for pushing the E.T.A to the corresponding target passenger.
10. device according to claim 9, which is characterized in that the acquisition module is specifically used for acquiring the target trip
The target luggage consigned at random of visitor arrives at the location information on the current airport, temporal information, weather characteristics by air, by plane
And at least one of the transport power feature on the current airport.
11. device according to claim 9, which is characterized in that described device further includes：
Acquisition module, for according between the contact method and baggage identification of passenger correspondence and the target luggage
Mark, obtains the contact method of the target passenger；
The pushing module is specifically used for the contact method according to the target passenger, and the mesh is pushed to the target passenger
Mark the E.T.A of luggage.
12. device according to claim 9, which is characterized in that described device further includes training module；
The acquisition module is additionally operable in the historical time section for acquiring the current airport, several rows in preset period of time
Lee reaches data, and luggage arrival data include the landing information of luggage and the actual time of arrival of the luggage described in each item；
The training module is additionally operable to reach data, the training luggage arrival time prediction model according to luggage described in each item.
13. device according to claim 12, which is characterized in that the actual time of arrival of the luggage is collected true
Real data, or obtained data are manually predicted using airport employe.
14. according to any devices of claim 9-13, it is characterised in that：
The acquisition module is additionally operable to acquire the target luggage from landing to supplying the turntable of the target passenger delivery of cargo
The time of each trans-shipment point；
The pushing module, is additionally operable to push the target luggage to the corresponding target passenger and reaches each trans-shipment point
Time.
15. device according to claim 14, which is characterized in that the trans-shipment point includes picking up goods for the target passenger
Disk position point, the acquisition module are specifically used for：
The bar code for being identified the target luggage using image recognition apparatus in the disk position point for target passenger delivery of cargo, is obtained
Take the mark of the target luggage；
The corresponding target luggage of mark for acquiring the target luggage reaches the disk position point of the target passenger delivery of cargo
Time.
16. according to any devices of claim 9-13, which is characterized in that described device further includes detection module；
The acquisition module is additionally operable to acquire the actual time of arrival of the target luggage；
The detection module is additionally operable to judge whether is time difference between the actual time of arrival and the E.T.A
More than predetermined threshold value；
If the pushing module sends out the prompt message of prediction error be additionally operable to detect more than described more than predetermined threshold value,
The reason of prediction error being detected in time for airport employe.
17. a kind of computer equipment, which is characterized in that the equipment includes：
One or more processors；
Memory, for storing one or more programs；
When one or more of programs are executed by one or more of processors so that one or more of processors are real
Now such as method according to any one of claims 1-8.
18. a kind of computer-readable medium, is stored thereon with computer program, which is characterized in that the program is executed by processor
Shi Shixian methods for example according to any one of claims 1-8.
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| CN201810150029.6A CN108388963A (en) | 2018-02-13 | 2018-02-13 | Luggage arrival time prediction technique, device, computer equipment and readable medium |
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| CN110333715A (en) * | 2019-04-12 | 2019-10-15 | 成都服务生科技有限公司 | A kind of luggage in shared luggage aggregation place fetches and delivers method |
| CN111090238A (en) * | 2018-10-24 | 2020-05-01 | 宝马股份公司 | Control method, device, equipment, system and storage medium of intelligent household equipment |
| CN111178628A (en) * | 2019-12-30 | 2020-05-19 | 沈阳民航东北凯亚有限公司 | Luggage arrival time prediction method and device |
| CN111461631A (en) * | 2020-05-13 | 2020-07-28 | 中国民航信息网络股份有限公司 | Luggage consigning method and device |
| CN113468897A (en) * | 2020-03-30 | 2021-10-01 | 阿里巴巴集团控股有限公司 | Reminding method, device, system and storage medium |
| CN115222341A (en) * | 2022-09-20 | 2022-10-21 | 珠海翔翼航空技术有限公司 | Flight baggage processing method, system and equipment |
| CN116596168A (en) * | 2023-07-17 | 2023-08-15 | 四川省机场集团有限公司 | Airport luggage information synchronization and prediction method and system |
| CN116703010A (en) * | 2023-08-09 | 2023-09-05 | 民航成都信息技术有限公司 | Luggage arrival time prediction method and device, electronic equipment and medium |
| CN117576254A (en) * | 2024-01-15 | 2024-02-20 | 厦门民航凯亚有限公司 | Method for calculating movement track of luggage after arriving at extraction turntable |
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