Rwanda, a landlocked African nation located at the east of Lake Kivu, struggles with widespread malaria. Our study focuses on Plasmodium falciparum's R561H mutation and builds upon a previously developed model of malaria transmission. In this poster, we will show our R561H frequency prediction under various scenarios over the next twenty years.