 Water scarcity is a global issue, especially in regions with limited freshwater sources, which has led to the need for sustainable water management practices. Advanced techniques such as membrane filtration using nanomaterials like cellulose, titan, and graphene can help provide more clean water. The principal component analysis, PCA, method was used to compare the performance of these materials in removing dyes from contaminated water. Kytosan-based aerogels had the lowest regeneration efficiencies, while those made from nanoscellulose, nanoscellulose 2, nanoscellulose 5, nanoscellulose 6, and nanoscellulose 11 had higher removal rates. These results suggest that certain conditions should be taken into consideration when choosing the right material for membrane filtration applications. This article was authored by Collid Eunis, Yahya Karboutli, May's Sarah Anter, and others.