1. A Temperature Error Correction Method with the ARIMA-GM(1,1) Model.
- Author
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Xin Feng, Juncheng Jiang, Ni Lei, Li Lei, Haibing Feng, Zhiquan Chen, and Shu Li
- Subjects
- *
TEMPERATURE measuring instruments , *MEASUREMENT errors , *UNITS of measurement , *TEMPERATURE , *COMPUTER software - Abstract
To address the problem of temperature errors in secondary instruments operating in high- and low-temperature environments, this paper proposed a temperature correction method based on the ARIMA-GM(1,1) model. First, a standard source was connected to a temperature secondary instrument placed in a high- and low-temperature circulation box. The errors between the measurements of the standard source and the secondary instrument could be calculated and obtained a set of error sequences. Second, the error sequences were used to establish an ARI MA model and obtained a set of predicted values. And the residual between the errors and the predicted values could be calculated. To improve the accuracy of the ARIMA model, a GMC(1,1) residual correction model was established based on the residual sequences. Lastly, the ARIMA and the GMC(1,1) models were combined to formulate an ARIMA-GM model that could perform error self-correction for the temperature secondary instrument. In application experiments, the model achieved smaller average relative errors than a traditional ARIMA and hybrid models. Finally, we developed the ARIMA-GM(1,1) model into a software and applied it to cases of actual detection. [ABSTRACT FROM AUTHOR]
- Published
- 2024