It is difficult to predict SSC and firmness of pears using one permittivity value.
Nonlinear models were better than linear models in SSC and firmness determination.
SPA-ELM had the best comprehensive performance in predicting SSC and firmness.
Dielectric spectroscopy had potential in developing pear maturity detector.