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Real-time streaming data preprocessing method for tobacco industry production field

A data preprocessing and data processing technology, which is applied in data processing applications, electrical digital data processing, special data processing applications, etc., to achieve the effects of overall planning and aggregation, improving real-time data quality, and reducing data noise

Active Publication Date: 2020-08-07
CHINA TOBACCO ZHEJIANG IND
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AI Technical Summary

Problems solved by technology

These two real-time data stream processing methods are not suitable for the processing of real-time detection data at the production site of the tobacco industry

Method used

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  • Real-time streaming data preprocessing method for tobacco industry production field
  • Real-time streaming data preprocessing method for tobacco industry production field
  • Real-time streaming data preprocessing method for tobacco industry production field

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Embodiment Construction

[0033] 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, and do not limit the protection scope of the present invention.

[0034] In order to improve the tobacco industry's ability in big data modeling and artificial intelligence technology application, the present invention proposes a real-time stream data preprocessing technology from the perspective of improving the quality of real-time data in the production process, and realizes the cleaning and calibration of real-time data in the production process of tobacco industrial enterprises , processing and other processing, reduce data noise, and realize the coordination and aggregation of real-time data streams.

[0035] Such as figure 1 As...

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Abstract

The invention discloses a real-time streaming data preprocessing method for a tobacco industry production field. The method comprises the following steps: automatically matching process data collectedin real time to a visualization model associated with a data source when the process data of the production field is collected in real time; during matching, according to the definition attributes inthe visualization model, splitting the diversified process data streams acquired in real time into real-time data streams corresponding to each attribute of the visualization model; in the data stream splitting process, using a defined data preprocessing rule to perform data preprocessing on the real-time process data stream, and storing the preprocessed process data in the visualization model. According to the real-time streaming data preprocessing method, the real-time data quality of the production process is improved, and a stable data basis is provided for improving big data modeling andartificial intelligence technology application of the tobacco industry.

Description

technical field [0001] The invention relates to the field of computer artificial intelligence, and more specifically, to a method for preprocessing real-time streaming data oriented to the production site of the tobacco industry. Background technique [0002] Today, a new round of industrial transformation is taking place around the world, with the transformation and upgrading of the manufacturing industry as the primary task. As the main driving force leading this transformation, industrial big data has become one of the hot spots in today's industrial field. Technologies such as cloud computing, big data, the Internet of Things, and artificial intelligence are developing vigorously, and new-generation communication technologies such as 5G and NB-IoT are also emerging. The deep integration of information technology and manufacturing will promote service transformation and product upgrading in the industrial field. Reshape the industrial structure of the global manufacturing...

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Application Information

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Patent Type & Authority Applications(China)
IPC IPC(8): G06F16/2455G06F16/2458G06F16/215G06Q50/04
CPCG06F16/24568G06F16/2477G06F16/24556G06F16/24552G06F16/215G06Q50/04Y02P90/30
Inventor 虞文进蒋一翔钱杰刘瑞东陈明
Owner CHINA TOBACCO ZHEJIANG IND
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