Title of article :
ISOFIT e A program for fitting sorption isotherms to experimental data
Author/Authors :
L. Shawn Matott a، نويسنده , , *، نويسنده , , Alan J. Rabideau، نويسنده ,
Issue Information :
ماهنامه با شماره پیاپی سال 2008
Abstract :
Isotherm expressions are important for describing the partitioning of contaminants in environmental systems. ISOFIT (Isotherm Fitting Tool)
is a software program that fits isotherm parameters to experimental data via the minimization of a weighted sum of squared error (WSSE)
objective function. ISOFIT supports a number of isotherms, including several dual-mode isotherms that combine Freundlich, Langmuir, and
Polanyi expressions with a linear partitioning term. To minimize the WSSE objective function, ISOFIT utilizes a hybrid optimization procedure
that combines particle swarm optimization with LevenbergeMarquardt nonlinear regression. An initial swarm optimization step identifies promising
solutions while circumventing local minima and the follow-on regression step provides local refinement and facilitates the calculation of
numerous regression statistics. To demonstrate ISOFIT and evaluate its performance, the program was applied to a readily available sorption
dataset and benchmarked against results generated using the MS Excel solver package.
Keywords :
nonlinear regression , Particle swarm optimization , Isotherm , parameter estimation , sorption
Journal title :
Environmental Modelling and Software
Journal title :
Environmental Modelling and Software