Journal
ENERGY REPORTS
Volume 7, Issue -, Pages 645-657Publisher
ELSEVIER
DOI: 10.1016/j.egyr.2021.09.205
Keywords
Power control data; Monitoring; Visual identification; Iterative screening; CARIMA
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This paper proposes a method to optimize the operation control of power units by providing interactive visualization support through multiple view mapping and associations. The method improves the economy of unit operation and the accuracy of control process by combining different views and discovering model accuracy and anomalies.
The operation control of power units is usually carried out by the control personnel with the help of distributed control system. Although it can ensure the safety of unit operation and meet the requirements of power generation loads, the economy of unit operation and the accuracy of control process still need to be further improved. Therefore, by designing multiple view mapping and association, it provides interactive visualization support for relevant experts in the key links of model establishment and evaluation. In the exploration stage of estimating model parameter, the user can get the delay range by line chart and focus + context technology, while in the model screening stage, the user can provide the combination of screening views, selecting the model by its accuracy on different data sets, and finding the model anomalies by the model structure view. Besides, in the model evaluation stage, the user can get the delay range by predicting line chart and model accuracy radar chart. In addition, the method in this paper keeps between 4.2-7.2 in most distributions, and the maximum value is 18. The time series trend of the data segment is consistent, and the absolute value of the weight coefficient is basically 0 after being superimposed, which has great advantages compared with other methods, proving the effective results of the research content in this paper. (C) 2021 Published by Elsevier Ltd.
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