Next, ARIMA model was used and performance is evaluated
To find best order for ARIMA model, AIC (Akaike Information Criterion) was used
Below diagram show the finding of best ARIMA model order
According to the AIC, (2,1,2) model is selected as best ARIMA model. ARIMA (2,1,2) model was created and performance is shown in the following figure.
Still, Errors at peaks are significantly larger
Root mean square error for this model is 0.0448m. Boxplot for error is given below