Effects of fuel properties on under-expansion behaviors of flash-boiling jets

The rapid phase change of flash boiling jets would induce under-expansion and affect the spray characteristics, but there is lack of investigations on fuel properties on under-expansion behaviors of flash boiling jets. In this study, high-speed microscopic Schlieren photography was used to capture the near- field shock wave of methanol, ethanol, n-hexane and iso-octane jets under varied conditions. Results demonstrate that the shock size, in terms of shock length and width, are influenced by gas dynamics and thermodynamics of the fuel. An artificial neural network (ANN) was constructed using the key influential parameters, and the predicted results of the optimal models with coefficient of determination exceeding 0.99 are consistent with the experimental results of methanol, indicating that ANN can predict shock size within flash boiling jets and obtains good prediction capability.