Vehicle spare part sales volume forecasting method and system based on unified dynamic integration model and meta-heuristic algorithm

A meta-heuristic algorithm, a technology for auto spare parts, applied in genetic models, market forecasting, computing models, etc., can solve the problems of slow forecasting operation speed and low long-term forecasting accuracy.

A meta-heuristic algorithm, a technology for auto spare parts, applied in genetic models, market forecasting, computing models, etc., can solve the problems of slow forecasting operation speed and low long-term forecasting accuracy.

CN107705157AInactive Publication Date: 2018-02-16DALIAN UNIV OF TECH

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  • Vehicle spare part sales volume forecasting method and system based on unified dynamic integration model and meta-heuristic algorithm
  • Vehicle spare part sales volume forecasting method and system based on unified dynamic integration model and meta-heuristic algorithm
  • Vehicle spare part sales volume forecasting method and system based on unified dynamic integration model and meta-heuristic algorithm

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[0102] In order to make the object, technical solution and advantages of the present invention clearer, the present invention will be further described in detail below in conjunction with the accompanying drawings and embodiments. It should be understood that the specific embodiments described here are only used to explain the present invention, not to limit the present invention.

[0103] On the contrary, the invention covers any alternatives, modifications, equivalents, and arrangements within the spirit and scope of the invention as defined by the claims. Further, in order to make the public have a better understanding of the present invention, some specific details are described in detail in the following detailed description of the present invention. The present invention can be fully understood by those skilled in the art without the description of these detailed parts.

[0104] refer to figure 1 , the present invention includes the following parts: database, data acqu...

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Abstract

The invention provides a vehicle spare part sales volume forecasting method and system based on a unified dynamic integration model and a meta-heuristic algorithm. The method comprises the steps thata database is established to store data needed for forecasting the vehicle spare part sales volume, and the sales volume of various vehicle spare parts is comprised and is called as a forecasting variable; a data acquisition module is connected with the database and the vehicle spare part sales volume forecasting system to acquire the needed forecasting variable, and a number of parallel typical forecasting methods are used for forecasting to acquire forecasting results corresponding to various forecasting methods; furthermore, various forecasting results are stored, and a unified dynamic integrated model is established; the meta-heuristic algorithm is used to optimize the forecasting model coefficients; the acquired forecasting model is stored in a vehicle spare part sales volume forecasting application system; and a spare part sales volume forecasting result is generated after the corresponding vehicle spare part sales volume data are input. According to the invention, the model which is suitable for forecasting various vehicle spare parts is found; the characteristics of high optimization precision and the like of the meta-heuristic algorithm are used; and the vehicle spare partsales volume forecasting precision is effectively improved.

Description

technical field [0001] The invention belongs to the technical field of sales forecasting of spare parts for automobiles, in particular to a sales forecasting method and system for spare parts of automobiles based on a unified dynamic integration model and a meta-heuristic algorithm. Background technique [0002] The automobile market is a comprehensive competitive market. There is not only the competition of product quality, but also the competition of customer service quality. When the quality and performance of products are not much different, people will pay more attention to the quality of after-sales service In the face of such a situation, more and more automobile manufacturers not only pay attention to the quality and performance of automobiles, but also pay attention to improving the quality of their after-sales services and improving their brand reputation. The image in the hearts of consumers, and in order to retain old customers and develop new customers. Another...

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Application Information

Patent Timeline
16 Feb 2018
Publication
CN107705157A
IPC
G06Q30/02; G06N3/00; G06N3/12
CPC
G06N3/006; G06N3/126; G06Q30/0203
Inventors
高俊杰; 谢亚南