Nano-sized particles were properly produced by planetary ball milling process.
The physical and chemical properties of martite nanoparticles were examined.
Efficiency of sono-Fenton-like process was enhanced by using martite nanoparticles.
ANN modeling was developed to predict the efficiency of sono-Fenton-like process.