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Issue title: Managing Complex Computational Challenges
Guest editors: Pit Pichappan, Ezendu Ariwa and Fouzi Harrag
Article type: Research Article
Authors: Min, Quanzhang
Affiliations: College of Information Engineering, Nanjing University, Jiangsu, China | E-mail: [email protected]
Correspondence: [*] Corresponding author: College of Information Engineering, Nanjing University, Jiangsu, China. E-mail: [email protected].
Abstract: This study designs an automatic monitoring and alarm system for integrated meteorological observation based on the cloud platform to improve the automatic monitoring ability for integrated meteorological observation and the operation and maintenance management level of meteorological departments. A meteorological data collector was used to collect comprehensive meteorological observation data, transmit the collected comprehensive meteorological observation data to the main control processing module, preprocess the comprehensive meteorological observation data, and finally transmit the pre-processed comprehensive meteorological observation data to the cloud service module through the data transmission module. In the cloud service module, cloud computing and an improved K-means algorithm were used to analyze the comprehensive meteorological observation data, mine abnormal comprehensive meteorological observation data, and send alarm information to the application module. Users can view the comprehensive meteorological observation data in the cloud server on the client in real-time, thus realizing automatic monitoring and alarm for comprehensive meteorological observation. Results show that the average transmission rate of various meteorological comprehensive observation data transmitted by the system is as high as 99.48%, thereby achieving clustering of abnormal meteorological comprehensive observation data. Upon detecting abnormal meteorological data, the system sends alarm information to the mobile phone client to complete the monitoring of abnormal meteorological information.
Keywords: Cloud platform, comprehensive meteorological observation, automation, monitoring alarm system, sensor, data acquisition
DOI: 10.3233/JCM-230002
Journal: Journal of Computational Methods in Sciences and Engineering, vol. 24, no. 3, pp. 1771-1784, 2024
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