Study on Intelligent Decision Architecture of Online Data Acquisition and Analysis System

To better improve the production capacity and control efficiency of discrete manufacturing workshops, a decision system architecture based on online acquisition and data analysis is proposed, and its architecture and operation process are described. Furthermore, the key supporting function such as manufacturing data detection and acquisition based on internet of things, data analysis for production control, production optimization decision based on data analysis were further studied. Ultimately, a prototype system was built, as well as its functionality was validated by the past actual data. It has good reference value to provides technical support and software foundation for subsequent research and performance verification.

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Publication Details

Published
2024-11-23
DOI
https://doi.org/10.1109/icngn63705.2024.10871648
Primary Topic
Machine Fault Diagnosis Techniques
Type
article
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article

Study on Intelligent Decision Architecture of Online Data Acquisition and Analysis System

D. Liu, Qiang Li, Hong Juan Yan, Michelle N. Gong et al.
Machine Fault Diagnosis Techniques
article

Study on Intelligent Decision Architecture of Online Data Acquisition and Analysis System

D. Liu, Qiang Li, Hong Juan Yan, Michelle N. Gong, Chenglong Yu
article en

Abstract

To better improve the production capacity and control efficiency of discrete manufacturing workshops, a decision system architecture based on online acquisition and data analysis is proposed, and its architecture and operation process are described. Furthermore, the key supporting function such as manufacturing data detection and acquisition based on internet of things, data analysis for production control, production optimization decision based on data analysis were further studied. Ultimately, a prototype system was built, as well as its functionality was validated by the past actual data. It has good reference value to provides technical support and software foundation for subsequent research and performance verification.

Beijing Institute of Technology (CN)
Openalex Percentile: Top 66%
Machine Fault Diagnosis Techniques
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Study on Intelligent Decision Architecture of Online Data Acquisition and Analysis System — D. Liu, Qiang Li, et al. · (2024) | TGRS Research Map | TGRS