In this study, the SVR algorithm yielded successful results in predicting NH0 and CO0 concentrations with R0 scores of 0.000 and 0.000, respectively, while it showed a lower performance in predicting CH0 concentration with an R0 score of 0.0000 compared to the other two gases.