Dear All,
I am formulating some nanoparticles and after some experiments, I decided to perform a multiple regression analysis of the input variables to observe their direction and magnitude. This analysis showed that as the sonication time and amplitude increased beyond a certain point, the particle size starts increasing. I decided to try this out with a sample by measuring the particle size and sonicating thereafter for 20min and again for another 20min(40min total). The result showed particle size that increased with increasing sonication time 0>20min >40min. Is there any particular reason for this occurrence? Popular opinion tends to suggest higher amplitude and longer sonication time should result in smaller sized particles.
I will sincerely appreciate your thoughts, articles or books that may have explained this observation previously.