• 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
  • Pages
    7
  • From page
    670
  • To page
    676
  • 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
  • Serial Year
    2008
  • Journal title
    Environmental Modelling and Software
  • Record number

    958868