Research Article

Estimation of Acetic Acid Concentration from Biogas Samples Using Machine Learning

Table 7

A comparison of the accuracy of several machine learning models.

DatasetMachine learning modelAccuracy (mean) (%)Accuracy (std. deviation) (%)

All sensorsRandom forest82.75.6

S2.2Logistic regression56.16.0

S1.7Logistic regression46.96.6

All sensorsK-nearest neighbors79.05.2