Development of an approximate method for advection of sensitivity fields
Although advection equation is linear in time and space, positive definite and mass conservative advection schemes in chemical transport models (CTMs) behave nonlinearly mostly due to discontinuous (conditional) operations in discretization. A new approach is developed to indirectly simulate the advection process in CTMs. Instead of integrating the continuity equation directly for various species, advection equations for various pollutants are solved in relations to advected air densities. Our approach relies on the run-time estimation of the Jacobian of the advection operator, and can be based on the native advection algorithm in any CTM. The estimated transport Jacobian for air densities are then applied to other species with corrections that would ensure consistency with the underlying scheme. Since our proposed method is truly linear in species concentration, it is not suspect to complications associated with advecting sensitivities as experienced with nonlinear advection schemes. We implement our advection method in CMAQ 5.0 using its native Piecewise Parabolic Method (PPM) advetion scheme. Our preliminary results show good consistency with the PPM scheme, and potential for truly linear advection of sensitivity fields.
|Keywords||Adjoint, Advection, CMAQ, Sensitivity analysis|
Falsafi, P. (Pedram), & Hakami, A. (2016). Development of an approximate method for advection of sensitivity fields. In Air Pollution Modeling and its Application XXIV (pp. 271–275). doi:10.1007/978-3-319-24478-5_44