“…There are some main categories to model the viscosity of petroleum fluids in the Newtonian and non-Newtonian regions. For Newtonian behavior, these include the Arrhenius equation ,,,,,,− and the corresponding state model; , for non-Newtonian behavior, the Einstein equation, ,, Equation of State (EoS)-based models (e.g., friction theory and expanded fluid (EF) models − ), and conventional non-Newtonian models or modified version of them , (e.g., Herschel–Bulkley or Casson models , ) are mostly used. In the Newtonian region, the Arrhenius equation accurately predicts the viscosity variation, with respect to the temperature, while most of the Arrhenius-based models are adjusted for a specified oil rather than having the generality over a wide range of oil API gravity.…”