In a study conducted by Vanherpe et al. , it was demonstrated that the pinning effect of particles on grain boundaries increases with an increase in volume fraction and aspect ratio. The total fraction of particles present at the boundaries was higher with increasing volume fraction and aspect ratio, resulting in a higher pinning effect. An expression that relates the limiting grain size to the particle size, aspect ratio, and volume fraction is expressed below,