Table 6 Optimum process parameters for maximum oil yield.

From: An evaluation of maximizing production and usage of biofuel by machine learning and experimental approach

Reaction temperature (oC)

Methanal to oil molar ratio

Catalyst concentration (ppm)

Yield

80

6

151

95.38%