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Cargo source route similarity calculation method, system and device and a storage medium

A similarity calculation and similarity technology, applied in the direction of calculation, neural learning methods, biological neural network models, etc., can solve problems such as inability to effectively calculate correlations and inability for drivers to recommend freight routes, so as to reduce the driver's empty load rate, The effect of supply and demand balance and efficient matching

Active Publication Date: 2019-04-19
江苏满运物流信息有限公司
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AI Technical Summary

Problems solved by technology

However, in the current freight platform, only simple statistics can be made based on the historical behavior of the driver to carry the freight routes, and the correlation between the various freight routes cannot be effectively calculated, and the driver cannot be better recommended to the driver. Related Freight Routes

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  • Cargo source route similarity calculation method, system and device and a storage medium
  • Cargo source route similarity calculation method, system and device and a storage medium
  • Cargo source route similarity calculation method, system and device and a storage medium

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Embodiment Construction

[0052] Example embodiments will now be described more fully with reference to the accompanying drawings. Example embodiments may, however, be embodied in many forms and should not be construed as limited to the examples set forth herein; rather, these embodiments are provided so that this disclosure will be thorough and complete and will fully convey the concept of example embodiments to those skilled in the art. The described features, structures, or characteristics may be combined in any suitable manner in one or more embodiments.

[0053] Furthermore, the drawings are merely schematic illustrations of the present disclosure and are not necessarily drawn to scale. The same reference numerals in the drawings denote the same or similar parts, and thus repeated descriptions thereof will be omitted. Some of the block diagrams shown in the drawings are functional entities and do not necessarily correspond to physically or logically separate entities. These functional entities ...

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Abstract

The invention provides a cargo source route similarity calculation method, system and device and a storage medium. The method comprises the steps of collecting multiple pieces of cargo source route data within a set time range; Constructing a route map structure model according to the cargo source route data; Sampling the route map structure model to obtain data of a cargo source route serving asa sample; Inputting the data of the sample into a graph embedding model to obtain an embedding vector of each cargo source route; And calculating the similarity between the two cargo source routes byadopting the embedded vectors of the two cargo source routes. The scheme of the invention is adopted to calculate the similarity of different cargo source routes based on a graph embedding technology.On the basis of historical operation data of a plurality of drivers within a period of time of the platform, the similarity of all the cargo source routes is comprehensively calculated according to the selected times of different cargo source routes, the execution time and the identities of the execution drivers, and the correlation degree of all the cargo source routes can be reflected more accurately.

Description

technical field [0001] The present invention relates to the technical field of delivery control, in particular to a method, system, device and storage medium for calculating the similarity of supply routes. Background technique [0002] With the rapid development of the logistics industry, the number of goods sources is increasing rapidly every day, and the huge amount of information makes it difficult for both freight parties to obtain the information they want. In order to provide convenience for both parties, there are more and more platforms dedicated to freight. Drivers can search for sources of goods they are interested in on the platform, and cargo owners can also search for qualified drivers on the platform. However, in the current freight platform, only simple statistics can be made based on the historical behavior of the driver to carry the freight routes, and the correlation between the various freight routes cannot be effectively calculated, and the driver cannot...

Claims

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Application Information

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IPC IPC(8): G06Q10/08G06N3/08G06F16/9535
CPCG06N3/08G06Q10/083
Inventor 王东邓远文罗竞佳邓金秋
Owner 江苏满运物流信息有限公司
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