A model has been developed to simulate fixed-bed drying of crop particles with randomly distributed average particle moisture contents. A lumped model approach was used to derive a set of ordinary differential equations that predict the distribution of average particle moistures and temperatures, as well as the air humidity and temperature versus time and position within the dryer. The equations were solved numerically, and predicted results compared well with experimental data for English walnuts.