Research on the Prewarning Method for the Safety of South-to-North Water Transfer Project Driven by Monitoring Data
Joint Authors
Liu, Yang
Fan, Yaoling
Yan, Xinqing
Yang, Bin
Liu, Xuemei
Source
Issue
Vol. 2018, Issue 2018 (31 Dec. 2018), pp.1-7, 7 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2018-06-04
Country of Publication
Egypt
No. of Pages
7
Main Subjects
Abstract EN
In order to solve the prewarning problem of South-to-North Water Transfer Project safety, an intelligent cooperative prewarning method based on machine learning was proposed under the framework of intelligent information processing.
Driven by the monitoring data of the South-to-North Water Transfer Project, the single sensor in typical scenes was studied, and the security threshold was predicted along the vertical axis of time, firstly.
With the support of the data correlation calculation, the sensors in the typical scene were intelligently grouped, and the study objectives were changed into sensor grouping, secondly.
Then, the nonlinear regression model between the single sensor and the multisensors was built on the time cross section, and the model was used to dynamically calculate the safety threshold of the current sensor for the second time.
Finally, in the framework of intelligent information processing, a double verification mechanism was proposed to support the construction of the intelligent prewarning method for the safety of South-to-North Water Transfer Project.
The paper collected the monitoring data from November 2015 to September 2016 in the typical scenarios.
The experimental results showed that the methods constructed in the paper can be able to identify the abnormal causes of data sudden jump effectively and give the different level prewarning.
The method provides a strong theoretical support for further manual investigation work.
American Psychological Association (APA)
Liu, Yang& Fan, Yaoling& Yan, Xinqing& Liu, Xuemei& Yang, Bin. 2018. Research on the Prewarning Method for the Safety of South-to-North Water Transfer Project Driven by Monitoring Data. Scientific Programming،Vol. 2018, no. 2018, pp.1-7.
https://search.emarefa.net/detail/BIM-1214673
Modern Language Association (MLA)
Liu, Yang…[et al.]. Research on the Prewarning Method for the Safety of South-to-North Water Transfer Project Driven by Monitoring Data. Scientific Programming No. 2018 (2018), pp.1-7.
https://search.emarefa.net/detail/BIM-1214673
American Medical Association (AMA)
Liu, Yang& Fan, Yaoling& Yan, Xinqing& Liu, Xuemei& Yang, Bin. Research on the Prewarning Method for the Safety of South-to-North Water Transfer Project Driven by Monitoring Data. Scientific Programming. 2018. Vol. 2018, no. 2018, pp.1-7.
https://search.emarefa.net/detail/BIM-1214673
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1214673