Your composite consists of metal nanoparticles and chitosan. Metal nanoparticles do not swell. Chitosan swells. Therefore, the larger the nanoparticles, the smaller the swelling. Metals are well wetted with water. Chitosan is wetted worse than metals. Consequently, the more nanoparticles there are, the greater the wetting will be.