At the Boechler Research Group, we study self-assembled surface acoustic wave metamaterials. In particular, we are conducting experiment-driven studies on the convective self-assembly process of silica microspheres. It is expected that by focusing on key parameters, the self-assembly process can be better understood, monitored, and adjusted. Understanding such processes can lead to better metamaterial assembly techniques. Our materials are produced utilizing a wedge-cell self-assembly process. Water containing microspheres is left to dry between two angled glass slides. When the liquid solution between the slides evaporates, capillary forces pull the microspheres toward the water line where they will closely pack together. Depending on the conditions of the surrounding environment, tilt of the wedge-cell, and the surface of the substrate, different formations are observed. Results vary for formation. In general, higher levels of humidity create monolayers of microspheres, with the level being increased the smaller the particle and decreased the larger the particle. Patterns such as ripples occur depending on several variables, including temperature, humidity, and microsphere concentration, usually forming on the edges of the wedge cell. Free-standing membranes can be observed when a TEM grid is placed on the substrate of a wedge-cell that would otherwise generate a microsphere monolayer. These results provide insight into the physics of the self-assembly process and the interactions between microspheres. Materials such as these have the potential to be used in future signal processing devices, protective coatings and armors, and biosensors.