“…The model was originally proposed by Sánchez et al [12] for moderate hydrocracking of Maya heavy crude using Ni-Mo/c-Al 2 O 3 as catalyst at temperatures of 380-420°C, pressure of 6.9 MPa, and LHSV of 0.33-1.5 h À1 . Hassanzadeh and Abedi [13] used this model for kinetic modeling of in situ upgrading of heavy oil and bitumen in a batch reactor in the presence of Ni-W-Mo as dispersed catalysts at 320-380°C, pressure of 3.45 MPa, and residence times of 3-72 h. Loria et al [14] presented a five-lump kinetic model similar to that proposed by Sánchez et al [12] for hydroprocessing of bitumen at in-reservoir conditions using Ni-W-Mo dispersed catalysts in a tubular pilot plant reactor at 320-380°C, pressure of 2.76 MPa, and residence times of 9-51 h. Martínez and Ancheyta [15] used the same model for hydrocracking of an atmospheric residue in a continuous stirred basket reactor in the presence of a Ni-Mo catalyst at 380-420°C. To simplify the parameter estimation process, they modified the model into two, three and four-lump kinetic models and concluded that when various components were grouped in a single lump, the reaction kinetics was similar to the situation in which each lump had its own reaction pathway.…”