TY - JOUR
T1 - Uncertainty in the prediction of the thermophysical behavior of new halogenated working fluids
AU - Mondejar, Maria E.
AU - Frutiger, Jérôme
AU - Cignitti, Stefano
AU - Abildskov, Jens
AU - Sin, Gürkan
AU - Woodley, John M.
AU - Haglind, Fredrik
PY - 2019
Y1 - 2019
N2 - Halogenated olefins can be an attractive alternative to working fluids that are under consideration for phase-out. In order to evaluate the potential of halogenated olefins as working fluids for organic Rankine cycle units with a realistic perspective it is necessary to predict both their primary thermophysical properties and their associated uncertainties. In this work we evaluated the uncertainty of two predictive models, based on the classical group contribution approach and on neural networks, for the critical temperature, critical pressure, acentric factor, and ideal gas heat capacity of halogenated substances. Based on this, guidelines for the most convenient model depending on the property and the fluid molecular structure were provided. The non-linear propagation of the uncertainty through the Peng-Robinson equation of state for the simulation of an organic Rankine cycle unit were also studied. The results suggest that the uncertainty of the predicted properties is highly dependent on the molecular structure for the classical model. The propagation of uncertainties in the simulation of an organic Rankine cycle unit also depends on the saturation properties of the fluid.
AB - Halogenated olefins can be an attractive alternative to working fluids that are under consideration for phase-out. In order to evaluate the potential of halogenated olefins as working fluids for organic Rankine cycle units with a realistic perspective it is necessary to predict both their primary thermophysical properties and their associated uncertainties. In this work we evaluated the uncertainty of two predictive models, based on the classical group contribution approach and on neural networks, for the critical temperature, critical pressure, acentric factor, and ideal gas heat capacity of halogenated substances. Based on this, guidelines for the most convenient model depending on the property and the fluid molecular structure were provided. The non-linear propagation of the uncertainty through the Peng-Robinson equation of state for the simulation of an organic Rankine cycle unit were also studied. The results suggest that the uncertainty of the predicted properties is highly dependent on the molecular structure for the classical model. The propagation of uncertainties in the simulation of an organic Rankine cycle unit also depends on the saturation properties of the fluid.
KW - Uncertainty propagation
KW - Thermophysical properties
KW - Halogenated working fluids
KW - Peng-robinson equation of state
KW - Monte Carlo simulation
UR - https://doi.org/10.11583/DTU.7438607.v1
U2 - 10.1016/j.fluid.2018.12.020
DO - 10.1016/j.fluid.2018.12.020
M3 - Journal article
SN - 0378-3812
VL - 485
SP - 220
EP - 233
JO - Fluid Phase Equilibria
JF - Fluid Phase Equilibria
ER -