Neurons generate action potentials through the movement of ions across their cell membrane. This involves a series of steps including depolarization, repolarization, and the return to the resting membrane potential. The main ions involved are sodium (Na+) and potassium (K+). The sodium-potassium pump and voltage-gated ion channels play crucial roles in this process.