Introduction The global energy landscape has witnessed a dramatic shift over the past two decades, and at the heart of this transformation lies the revolutionary technique of hydraulic fracturing commonly known as fracking. Among the many components that make this process effective, proppants in shale gas extraction have emerged as one of the most critical materials in modern energy production....