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System and method for implementing sales forecasting in catering industry

A technology to realize systems and catering, applied in marketing, commerce, instruments, etc., can solve problems such as brand influence, capital occupation, and inventory backlog

Inactive Publication Date: 2017-10-24
上海数道信息科技有限公司
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  • Summary
  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

On the one hand, too much stocking can easily lead to a backlog of inventory and occupy funds; on the other hand, too little stocking can easily lead to out-of-stock and affect profits and brands

Method used

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  • System and method for implementing sales forecasting in catering industry

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Embodiment Construction

[0055] Below in conjunction with embodiment the present invention is further described in detail.

[0056] Such as figure 1 As shown, a system for realizing sales forecasting in the catering industry is characterized in that it includes a data acquisition and preprocessing unit, a menu image recognition unit, a public opinion semantic analysis and emotion scoring unit, a store space autocorrelation exploration unit, and automatic modeling and updating unit and MRP unit;

[0057] The data acquisition and preprocessing unit is used for data acquisition, data cleaning and data feature extraction; specifically:

[0058] Data collection, using crawler technology to collect and store basic information such as public opinion, weather and other environments, external markets and competitors;

[0059] Data cleaning, data preprocessing of environmental information such as weather, store information, and company historical market activity information, forming and storing structured tim...

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Abstract

The invention discloses a system and a method for implementing sales forecasting in the catering industry. Acquisition and information mining are performed on external data such as online review platform data, geographic position information data, weather information, market information and the like and internal data such as pos data, store information, dish information, company market activity information and the like by adopting a crawler technology, an image recognition technology, a text analysis technology and a deep learning algorithm, a fused forecasting model is established, week-by-week dish sales data within future three months is given, and a future order plan is given in combination with dish BOM (Bill of Material), store inventory, total warehouse inventory, safety inventory MRP (Material Requirements Planning) and the like. Compared with other exiting forecasting method, the MAPE (Mean Absolute Percentage Error) can be improved from 30-40% to 10-15%.

Description

technical field [0001] The present invention relates to a sales forecasting system and method, in particular to a system and method for realizing sales forecasting in the catering industry, belonging to the fields of web crawler, image recognition, text analysis and deep learning. Background technique [0002] Crawler technology is a program of "automated web browsing", which automatically grabs the information needed by users on the World Wide Web according to certain rules. With the development of the Internet, the network has become the carrier of a large amount of information. Crawler technology has also become an important part of data collection and is the most basic step in big data analysis. [0003] Text analysis technology refers to the representation of text and the selection of feature items, which is a basic problem in text mining and information retrieval. It converts the unstructured original text into structured information that can be recognized and proces...

Claims

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Application Information

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IPC IPC(8): G06Q30/02G06Q50/12G06F17/30
CPCG06Q30/0202G06F16/215G06F16/2465G06Q50/12
Inventor 郑德鹏徐汪洋浦沈翔王晓华狄东杰
Owner 上海数道信息科技有限公司
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