CN109685410A - A kind of share-car method for light alveolitoid cargo transport - Google Patents

A kind of share-car method for light alveolitoid cargo transport Download PDF

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Publication number
CN109685410A
CN109685410A CN201811366290.6A CN201811366290A CN109685410A CN 109685410 A CN109685410 A CN 109685410A CN 201811366290 A CN201811366290 A CN 201811366290A CN 109685410 A CN109685410 A CN 109685410A
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car
share
information
cargo
owner
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李敬泉
金斯瑶
洪思聪
李屹宇
刘云飞
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Nanjing University
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Nanjing University
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    • G06COMPUTING; CALCULATING OR COUNTING
    • G06QINFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
    • G06Q10/00Administration; Management
    • G06Q10/08Logistics, e.g. warehousing, loading or distribution; Inventory or stock management
    • G06Q10/083Shipping

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Abstract

The invention discloses a kind of share-car methods for light alveolitoid cargo transport, include the following steps: 1, collect and verify the share-car information that the owner of cargo issues on platform;2, light alveolitoid goods information is extracted, forms light goods collection, and classify;3, every share-car information is divided into static information and multidate information;4, information of vehicles is extracted from platform operation data library, and classified;5, every owner information is divided into static information and multidate information;6, according in share-car information static information and the suitable share-car owner of cargo of multidate information intelligent Matching, generate optimal share-car scheme;7, the cost information intelligently pushing in the share-car scheme generated in step 6 and step 7 is given to qualified car owner;8, each owner of cargo's share-car expense is calculated;9, share-car success starts share-car;The present invention share-car can either succeed in limiting factor for car owner and save the freight of the owner of cargo, and the share-car method of the shipping share-car platform of the charging ratio of driver can be improved.

Description

A kind of share-car method for light alveolitoid cargo transport
Technical field
The technical field that the invention belongs to internets in conjunction with logistlcs technology, and in particular to one kind is transported for light alveolitoid cargo Defeated share-car method.
Background technique
With the development of network, network shipping platform has gradually moved towards market.Due to the appearance of network shipping platform, cargo Transport is not only carload freight, can more provide intelligent shipping share-car method;Now existing share-car method only in Heavy goods share-car transport, does not consider the transport share-car method of light alveolitoid cargo, and vehicle is not only right during road driving Limited mass factor, also to limited height factor;For heavy goods, share-car only considers weight, and for light bubble Type cargo then need to be from the aspect of volume, thus it is proposed that a kind of share-car method for light alveolitoid cargo transport.
Summary of the invention
The purpose of the present invention is to provide a kind of share-car methods for light alveolitoid cargo transport, to solve above-mentioned background skill The share-car method existing now proposed in art is transported only in heavy goods share-car, does not consider the transport of light alveolitoid cargo Share-car method, vehicle is during road driving, not only to the restricted factor of weight, also to limited height factor;For weight Type cargo, share-car only consider weight, and for light alveolitoid cargo then need to from the aspect of volume problem.
To achieve the above object, the invention provides the following technical scheme: a kind of share-car side for light alveolitoid cargo transport Method, characterized by the following steps:
Step 1: the share-car information of verification owner of cargo's publication, share-car information includes: nature of goods, series of lot, cargo number Amount, measurement of cargo, vehicle requirement, handling mode, place of delivery, place of receipt, delivery availability and goods receiving time;
Step 2: extracting light alveolitoid goods information, forms light goods collection, and the share-car information that light goods are concentrated into Row classification;
Step 3: every share-car information is divided into static information and multidate information;
Step 4: extraction platform operation data library information of vehicles, including vehicle essential information and owner information, and to information Classify;
Step 5: every information of vehicles is divided into static information and multidate information;
Step 6: according in share-car information static information and multidate information car owner and the owner of cargo be subjected to intelligent Matching, it is raw At optimal share-car scheme;
Step 7: total cost after each owner of cargo's share-car expense and share-car is calculated;
Step 8: by the share-car scheme generated in step 6 with the cost information intelligently pushing in step 7 to eligible Car owner;
Step 9: share-car success starts share-car.
Further, the light cargo information in step 2 extracts, and forms light goods collection, and light goods are concentrated Share-car information is classified, the specific steps are that: share-car information is divided into goods information, vehicle needs information and transport and requires letter Breath;Goods information includes nature of goods, series of lot, quantity of goods, measurement of cargo, vehicle needs information include vehicle require, Handling mode, transport require information includes place of delivery, place of receipt, delivery availability, goods receiving time.
Further, light goods are concentrated every in step 3 includes vehicle requirement, delivery availability, goods receiving time, delivery This kind of share-car information in place and place of receipt, is divided into static information and multidate information, wherein static information include: nature of goods, Series of lot, quantity of goods, measurement of cargo, handling mode, vehicle requirement, place of delivery, place of receipt;Multidate information includes: Delivery availability, goods receiving time.
Further, the specific steps classified in step 4 to the information of vehicles in platform database are as follows: it is divided into three classes, The first kind is vehicle essential information, including vehicle, car sizes (or Cang Lan height), nominal volume, driving license number, uses year Limit, annual test situation and situation violating the regulations;Second class is car owner's personal information, including owner name, contact method, driver license number, is gone through History credit appraisal score;Third category information is the real-time transition information of vehicle, including vehicle real time position, route or travel by vehicle and surplus Remaining volume of cargo.
Further, information of vehicles is divided into static information and multidate information in step 5, and wherein static information includes: vehicle base This information, car owner's personal information;Multidate information includes: vehicle real time position, route or travel by vehicle, vehicle residue volume of cargo.
Further, the specific method is as follows for intelligent Matching in step 6:
Step 6.1: the non-successful light cargo owner of cargo of share-car is formed to share-car collection.
Step 6.2: choosing the owner of cargo to share-car collection, judge it if appropriate for share-car.
If lorry volume of cargo is Vt, measurement of cargo V1, unit is m3
If V1>Vt, then enter and be not suitable for share-car collection;
If V1<Vt, then 6.3 are entered step;
If V1=Vt, then share-car is completed, enters step 6.4.
Step 6.3: continuing to compare the series of lot of the owner of cargo and the owner of cargo, vehicle requirement, place of delivery, place of receipt, when upper It is all consistent and load and when unloading time is on the same day, carry out volume comparison to state information.
The volume of cargo is Vi(m3),
IfThen enter and enters step 6.2 to share-car collection and again;
IfThen enter and enters step 6.4 to share-car collection and again.
Step 6.4: be added share-car successfully collect, share-car successfully collect in information progress N kind difference share-car scheme life At.
Further, in step 7, the share-car expense of each owner of cargo is determined according to measurement of cargo and historical data and habit of transaction For Fi, the calculation formula of share-car collection expense are as follows:
Compared with prior art, the beneficial effects of the present invention are:
(1) present invention establishes the share-car model of science for light alveolitoid cargo, improves section for light alveolitoid cargo transport Learn efficient method;
(2) present invention is according to owner of cargo's place of delivery, place of receipt, delivery availability, goods receiving time, the cargo for having share-car wish The relevant informations such as classification, measurement of cargo filter out the light alveolitoid cargo owner of cargo under that condition that the constraint conditions are met;
(3) according to the vehicle model information of car owner, the optimal share-car collection of light alveolitoid cargo is matched, finds and each owner of cargo is allowed to transport The minimum fee calculation procedure of defeated cost;
(4) present invention provides a kind of owner of cargo for light alveolitoid cargo transport and can save freight and allow driver The share-car method of the shipping share-car platform of charging ratio is improved in limiting factor.
Detailed description of the invention
Fig. 1 is flow chart of the method for the present invention;
Fig. 2 is the implementation flow chart of intelligent Matching share-car scheme in Fig. 1;
Specific embodiment
Following will be combined with the drawings in the embodiments of the present invention, and technical solution in the embodiment of the present invention carries out clear, complete Site preparation description, it is clear that described embodiments are only a part of the embodiments of the present invention, instead of all the embodiments.It is based on Embodiment in the present invention, it is obtained by those of ordinary skill in the art without making creative efforts every other Embodiment shall fall within the protection scope of the present invention.
Fig. 1 and Fig. 2 are please referred to, the present invention provides a kind of technical solution: a kind of share-car side for light alveolitoid cargo transport Method includes the following steps:
Step 1: the share-car information of verification owner of cargo's publication;
Share-car information includes: nature of goods, series of lot, quantity of goods, measurement of cargo, vehicle requirement, handling mode, hair Goods place, place of receipt, delivery availability and goods receiving time;
Step 2: extracting light alveolitoid goods information, forms light goods collection, and the share-car information that light goods are concentrated into Row classification;
The share-car information for extracting light goods collection is simultaneously classified, and type I information is goods information, including description of goods, Series of lot, quantity of goods, the second category information are vehicle requirement, and the information such as handling mode, third category information is that transport requires, packet Include the information such as delivery availability, goods receiving time, place of delivery, place of receipt.
1 embodiment owner of cargo's share-car information table of table
Step 3: static information and multidate information are determined to the share-car information of light goods collection;
The share-car information that light goods are concentrated includes vehicle requirement, delivery availability, goods receiving time, place of delivery and receipts This kind of share-car information such as goods place.Wherein static information includes: nature of goods, series of lot, quantity of goods, measurement of cargo, dress Unload mode, vehicle requirement, place of delivery, place of receipt;Multidate information includes: delivery availability, goods receiving time.
Step 4: extraction platform operation data library information of vehicles, including vehicle essential information and owner information, and to information Classify;
Information of vehicles in platform database is extracted, and is divided into three classes, the first kind is vehicle essential information, including vehicle Type, car sizes (or Cang Lan height), nominal volume, driving license number, service life, annual test situation and situation violating the regulations;Second class It is car owner's personal information, including owner name, contact method, driver license number, history credit appraisal score;Third category information is vehicle Real-time transition information, including vehicle real time position, route or travel by vehicle and remaining volume of cargo.
2 embodiment owner information table of table
Car owner Vehicle Residual volume Real time position Plan destination
Car owner 1 Van 40 Nanjing Shanghai
Car owner 2 Container car 130 Hangzhou Shanghai
Step 5: static information and multidate information are determined to owner information;
The static information of car owner includes: vehicle essential information, car owner's personal information;Multidate information includes: the real-time position of vehicle It sets, route or travel by vehicle, vehicle residue volume of cargo.
Step 6: intelligent Matching determines optimal share-car scheme;
According to the static information and multidate information of share-car, intelligent Matching is suitble to the owner of cargo of share-car, the realization of intelligent Matching Journey is as follows:
6.1: first determining whether 1 measurement of cargo of the owner of cargo whether more than 40m3, 10 < 40 go to next step, more than 40m3Then by goods Main 1 stores to unsuitable share-car collection;
6.2: whether the comparison owner of cargo 1 is consistent to vehicle requirement with 2 cargo of the owner of cargo, and the owner of cargo 1 requires van, and the owner of cargo 2 requires Container car, it is desirable that it is inconsistent, so the owner of cargo 1 and 2 discomfort of the owner of cargo are merged, by the storage of the owner of cargo 2 to set to be matched;
6.3: whether the comparison owner of cargo 1 is consistent to vehicle requirement with the owner of cargo 3, and the owner of cargo 1 requires van, and the owner of cargo 3 requires van-type Vehicle, it is desirable that it is consistent, into next step;
6.4: the comparison owner of cargo 1 and 3 series of lot of the owner of cargo, if consistent, the cargo of the owner of cargo 1 and the owner of cargo 3 are all for convenience of face, goods Species are not consistent, into next step;
6.5: judging that whether the owner of cargo 1 and 3 measurement of cargo of the owner of cargo close more than 40m3, 10+15 < 40, into next step;
6.6: judging whether the owner of cargo 1 and 3 place of departure of the owner of cargo and place of acceptance are consistent, place of departure and the place of acceptance difference of the owner of cargo 1 Are as follows: Nanjing-Shanghai, the place of departure and place of acceptance of the owner of cargo 3 is also Nanjing-Shanghai, and place of departure is consistent with place of acceptance, and entrance is next Step;
6.7: whether the delivery availability and goods receiving time for judging the owner of cargo 1 and the owner of cargo 3 are judged the owner of cargo 1 and goods on the same day Main 3 delivery availability and goods receiving time is in the same time, then the owner of cargo 1 and the owner of cargo 3 are suitble to share-car;
The owner of cargo 1 and the owner of cargo 3 have succeeded share-car, and 2 discomfort of the owner of cargo is combined into share-car, the owner of cargo 4, the owner of cargo 5, the owner of cargo 6, to group.After It is continuous determine to the owner of cargo in group if appropriate for 1 share-car of the owner of cargo.Continue subsequent cycle judgement.
(a) first determine whether the measurement of cargo of the owner of cargo 4 whether more than 40m3, 12 < 40, into next step;
(b) judge whether the series of lot of the owner of cargo 1 and the owner of cargo 4 are identical, vehicle requires whether consistent, place of departure and place of acceptance Whether identical, whether delivery is on the same day with goods receiving time, and the measurement of cargo summation of the owner of cargo 1, the owner of cargo 3 and the owner of cargo 4 are 10+ 15+12=37m3, 37 < 40, so being suitble to share-car.
The owner of cargo 1, the owner of cargo 3 and the successful share-car of the owner of cargo 4,2 discomfort of the owner of cargo are combined into share-car, the owner of cargo 5, the owner of cargo 6, to group.Continue Determine to the owner of cargo in group if appropriate for 1 share-car of the owner of cargo.Continue subsequent cycle judgement.
(a) first determine whether the goods weight of the owner of cargo 5 whether more than 40m3, 31 < 40, into next step;
(b) judge whether the series of lot of the owner of cargo 1 and the owner of cargo 5 are identical, vehicle requires whether consistent, place of departure and place of acceptance Whether identical, whether delivery is on the same day with goods receiving time, and through judging, the owner of cargo 5 and vehicle required by the owner of cargo 1 are inconsistent, Thus discomfort is combined into share-car.
The owner of cargo 1, the owner of cargo 3 and the successful share-car of the owner of cargo 4, the owner of cargo 2, the owner of cargo 5 form discomfort and are combined into share-car, and the owner of cargo 6, to group. Continue to determine to the owner of cargo in group if appropriate for 1 share-car of the owner of cargo.Continue subsequent cycle judgement.
Judge whether the series of lot of the owner of cargo 1 and the owner of cargo 6 are identical, whether vehicle requirement is consistent, and place of departure and place of acceptance are No identical, whether delivery is on the same day with goods receiving time, and through judging, the owner of cargo 6 and vehicle required by the owner of cargo 1 are inconsistent, because And be not suitable for composition share-car.
To sum up, the owner of cargo 1, the owner of cargo 3, the owner of cargo 4 constitute a success share-car information.The owner of cargo 2, the owner of cargo 5, the owner of cargo 6, to group, so After start to judge the owner of cargo 2, the owner of cargo 5, the owner of cargo 6 if appropriate for share-car.Continue subsequent cycle judgement.
(a) first determine whether 2 measurement of cargo of the owner of cargo whether more than 130m3, 50 < 130 go to step (b);
(b) whether the comparison owner of cargo 2 requires vehicle with 5 cargo of the owner of cargo consistent, and whether series of lot is consistent, place of departure and receipts Goods it is whether identical, whether delivery is on the same day with goods receiving time, and through judging, requirements above is all consistent, and cargo 2 and goods The total volume of object 5 is 50+35=80m3, it is less than 130m3, therefore it is suitble to share-car.
The owner of cargo 2 and the successful share-car of the owner of cargo 5, the owner of cargo 6, to group.Continue to determine to spell to the owner of cargo in group if appropriate for the owner of cargo 1 Vehicle.Continue subsequent cycle judgement.
It compares the owner of cargo 2 and 6 cargo of the owner of cargo and vehicle is required whether consistent, whether series of lot is consistent, place of departure and receives Whether ground is identical, and whether delivery is on the same day with goods receiving time, and through judging, requirements above is all consistent, and cargo 2,5 and of cargo The total weight of cargo 6 is 125m3, it is less than 130m3, therefore it is suitble to share-car.
To sum up, the owner of cargo 1, the owner of cargo 3 and the successful share-car of the owner of cargo 4.
The owner of cargo 2, the owner of cargo 5, the successful share-car of the owner of cargo 6.
Table 3 implements share-car scheme
Step 7: share-car scheme intelligently pushing to the car owner for meeting screening conditions;
The share-car embodiment (table 3) obtained according to intelligent Matching calculates the corresponding transport quotation of each scheme, By transport embodiment together with freight rate corresponding to traffic program, it is pushed to the car owner for meeting above-mentioned screening conditions, car owner's order Then share-car success.Wherein the intelligent Matching of share-car scheme and car owner the specific implementation process is as follows: according to 3 content of table, according to vehicle It is required that, type of merchandize, measurement of cargo, place of departure, place of acceptance 2 owner information of table is compared, eligible then Auto-matching. Platform is 5000 yuan for the freight quotation that first share-car scheme is reported, and the freight quotation of Article 2 share-car scheme is 8000 Member.
By screening, the owner of cargo 1 matches with first share-car scheme, and the owner of cargo 2 matches with Article 2 share-car scheme.
Step 8: each owner of cargo's share-car expense is calculated;Platform determines that the freight charges of car owner are according to historical data and habit of transaction Fi, ViFor the goods weight of goods i, then the calculation formula of each owner of cargo's share-car expense are as follows:
First each owner of cargo of share-car scheme deals with freight charges are as follows:
F1=(10*5000)/37=1351.4
F3=(15*5000)/37=2027.0
F4=(12*5000)/37=1621.6
Second each owner of cargo of share-car scheme deals with freight charges are as follows:
F2=(50*8000)/125=3200
F5=(35*8000)/125=2240
F6=(40*8000)/125=2560
Step 9: start share-car.
It although an embodiment of the present invention has been shown and described, for the ordinary skill in the art, can be with A variety of variations, modification, replacement can be carried out to these embodiments without departing from the principles and spirit of the present invention by understanding And modification, the scope of the present invention is defined by the appended.

Claims (7)

1. a kind of share-car method for light alveolitoid cargo transport, characterized by the following steps:
Step 1: the share-car information of verification owner of cargo's publication, share-car information includes: nature of goods, series of lot, quantity of goods, goods Object product, vehicle requirement, handling mode, place of delivery, place of receipt, delivery availability and goods receiving time;
Step 2: extracting light alveolitoid goods information, forms light goods collection, and the share-car information concentrated to light goods is divided Class;
Step 3: every share-car information is divided into static information and multidate information;
Step 4: extraction platform operation data library information of vehicles, including vehicle essential information and owner information, and information is carried out Classification;
Step 5: every information of vehicles is divided into static information and multidate information;
Step 6: according in share-car information static information and multidate information car owner and the owner of cargo be subjected to intelligent Matching, generate most Excellent share-car scheme;
Step 7: total cost after each owner of cargo's share-car expense and share-car is calculated;
Step 8: the cost information intelligently pushing in the share-car scheme generated in step 6 and step 7 is given to qualified vehicle It is main;
Step 9: share-car success starts share-car.
2. a kind of share-car method for light alveolitoid cargo transport according to claim 1, it is characterised in that: in step 2 Light cargo information extract, form light goods collection, and the share-car information concentrated to light goods is classified, it is specific Step are as follows: share-car information is divided into goods information, vehicle needs information and transport require information;Goods information includes cargo product Name, series of lot, quantity of goods, measurement of cargo, vehicle needs information include vehicle requirement, handling mode, transport require information Including place of delivery, place of receipt, delivery availability, goods receiving time.
3. a kind of share-car method for light alveolitoid cargo transport according to claim 1, it is characterised in that: in step 3 It includes vehicle requirement, delivery availability, goods receiving time, this kind of share-car letter of place of delivery and place of receipt that light goods, which are concentrated every, Breath, is divided into static information and multidate information, wherein static information includes: nature of goods, series of lot, quantity of goods, cargo body Product, handling mode, vehicle requirement, place of delivery, place of receipt;Multidate information includes: delivery availability, goods receiving time.
4. a kind of share-car method for light alveolitoid cargo transport according to claim 1, it is characterised in that: in step 4 The specific steps classified to the information of vehicles in platform database are as follows: be divided into three classes, the first kind is vehicle essential information, packet Include vehicle, car sizes (or Cang Lan height), nominal volume, driving license number, service life, annual test situation and situation violating the regulations;The Two classes are car owner's personal information, including owner name, contact method, driver license number, history credit appraisal score;Third category information It is the real-time transition information of vehicle, including vehicle real time position, route or travel by vehicle and remaining volume of cargo.
5. a kind of share-car method for light alveolitoid cargo transport according to claim 1, it is characterised in that: in step 5 Information of vehicles is divided into static information and multidate information, and wherein static information includes: vehicle essential information, car owner's personal information;It is dynamic State information includes: vehicle real time position, route or travel by vehicle, vehicle residue volume of cargo.
6. a kind of share-car method for light alveolitoid cargo transport according to claim 1, it is characterised in that: in step 6 The specific method is as follows for intelligent Matching:
Step 6.1: the non-successful light cargo owner of cargo of share-car is formed to share-car collection.
Step 6.2: choosing the owner of cargo to share-car collection, judge it if appropriate for share-car.
If lorry volume of cargo is Vt, measurement of cargo V1, unit is m3
If V1>Vt, then enter and be not suitable for share-car collection;
If V1<Vt, then 6.3 are entered step;
If V1=Vt, then share-car is completed, enters step 6.4.
Step 6.3: continuing to compare the series of lot of the owner of cargo and the owner of cargo, vehicle requirement, place of delivery, place of receipt, when above-mentioned letter When breath is all consistent and loading and unloading time are on the same day, volume comparison is carried out.
The volume of cargo is Vi(m3),
IfThen enter and enters step 6.2 to share-car collection and again;
IfThen enter and enters step 6.4 to share-car collection and again.
Step 6.4: be added share-car successfully collect, share-car successfully collect in information progress N kind difference share-car scheme generation.
7. a kind of share-car method for light alveolitoid cargo transport according to claim 1, it is characterised in that: step 7 In, the share-car expense of each owner of cargo is determined as F according to measurement of cargo and historical data and habit of transactioni, the calculating of share-car collection expense Formula are as follows:
CN201811366290.6A 2018-11-16 2018-11-16 A kind of share-car method for light alveolitoid cargo transport Pending CN109685410A (en)

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CN110414883A (en) * 2019-06-20 2019-11-05 天津五八到家科技有限公司 Cargo transport and ordering method, equipment and storage medium
CN111383046A (en) * 2019-12-26 2020-07-07 武汉物易云通网络科技有限公司 Cost-saving rapid taxi-calling transportation scheme making method
CN111898953A (en) * 2020-07-31 2020-11-06 沙师弟(重庆)网络科技有限公司 Freight regulation and control method based on group planning
CN112293978A (en) * 2020-10-30 2021-02-02 钟世强 Digital management system using big data

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CN106022693A (en) * 2016-05-27 2016-10-12 成都嗒嗒创客信息科技有限公司 Goods source and vehicle source dynamic intelligent matching realization method
CN106709688A (en) * 2017-01-03 2017-05-24 南京大学 Vehicle pooling method of freight vehicle-pooling platform
CN108805481A (en) * 2018-04-18 2018-11-13 南京大学 A kind of goods delivery method of shipping share-car end

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Publication number Priority date Publication date Assignee Title
CN106022693A (en) * 2016-05-27 2016-10-12 成都嗒嗒创客信息科技有限公司 Goods source and vehicle source dynamic intelligent matching realization method
CN106709688A (en) * 2017-01-03 2017-05-24 南京大学 Vehicle pooling method of freight vehicle-pooling platform
CN108805481A (en) * 2018-04-18 2018-11-13 南京大学 A kind of goods delivery method of shipping share-car end

Cited By (5)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN110414883A (en) * 2019-06-20 2019-11-05 天津五八到家科技有限公司 Cargo transport and ordering method, equipment and storage medium
CN111383046A (en) * 2019-12-26 2020-07-07 武汉物易云通网络科技有限公司 Cost-saving rapid taxi-calling transportation scheme making method
CN111383046B (en) * 2019-12-26 2024-02-02 武汉物易云通网络科技有限公司 Transportation scheme making method capable of saving cost and rapidly calling car
CN111898953A (en) * 2020-07-31 2020-11-06 沙师弟(重庆)网络科技有限公司 Freight regulation and control method based on group planning
CN112293978A (en) * 2020-10-30 2021-02-02 钟世强 Digital management system using big data

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