Introduction In the pursuit of cleaner and more efficient energy storage systems, scientists and engineers face an ongoing challenge — how to design batteries that are safer, longer-lasting, and more sustainable. With the growing global demand for renewable energy and electric vehicles, advancements in materials science have become essential. Enter quantum algorithms — powerful computational methods…