Efficiency of artificial intelligence automatic control system and data processing unit based on edge computing technology

Author:

Gao Chen1ORCID

Affiliation:

1. School of Mechanical and Material Engineering , Xi’an University , Xi’an , 710065 , Shaanxi , China

Abstract

Abstract Edge computing gateway automation system is integrated in edge computing gateway. One of the main functions of edge computing system is to connect industrial instruments and communication equipment in the process of industrial production. It provides real-time data monitoring and analysis, and initiates responses to predetermined logical events. The operation process includes separating and designing different processes in a certain order. The production and processing process is susceptible to problems such as long production and processing cycles, multiple types of monitoring data, large amounts of processing data, and data vulnerability to external interference, which leads to inaccurate and unsynchronized data. Based on this, this article investigated the analysis of data processing systems based on cloud computing, focusing on analyzing the system architecture and processing, and elaborating the design of data collectors. Then, this article analyzed the efficiency of AI (artificial intelligence) automatic control system and data processing unit. This article discussed the application of AI in collecting and processing data, the composition of the data management module of AI automatic control system, and the data processing in the data module of AI automatic control system. This paper also described the construction method and process of the automatic control system of edge computing gateway, and discussed from the following aspects: data preprocessing module, data classification processing module, data accumulation analysis module, automatic control algorithm logic module, and instruction execution control module. Experiments and investigations showed that the accuracy of data analysis by using the new AI automatic control system and data processing system was 0.11 higher than that of traditional automatic control systems and data processing systems. The data processing effectiveness of the new AI automatic control system and data processing system was 0.10 higher than that of the traditional automatic control system and data processing system. By using AI technology and edge computing technology to structure the automatic control system and data processing system, a new AI automatic control system and data processing system were constructed, which were 9 % more satisfied than the traditional automatic control system and data processing system.

Funder

Xi’an Science and Technology Planning project

Xi’an Science and Technology Planning colleges and universities scientific and technological personnel service enterprise project

Publisher

Walter de Gruyter GmbH

Subject

Energy Engineering and Power Technology

Cited by 1 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. Edge Artificial Intelligence in Large-Scale IoT Systems, Applications, and Big Data Infrastructures;2023 8th South-East Europe Design Automation, Computer Engineering, Computer Networks and Social Media Conference (SEEDA-CECNSM);2023-11-10

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