Glass batch materials and processes for preparing and melting structured pellets of glass batch materials to produce molten glass. A structured pellet of glass batch materials may include a core and a shell surrounding the core. The core may include a mixture of glass-forming materials and the shell may include a thermally-activated material. The thermally-activated material may be formulated to undergo an exothermic chemical reaction when heated to a temperature at or above a threshold temperature such that heat is transferred from the shell to the mixture of glass-forming materials in the core.