Non-REM sleep is a restorative sleep phase consisting of three stages, each progressively deeper, characterized by reduced brain activity, heart rate, and muscle relaxation. It plays a crucial role in physical recovery, memory consolidation, and energy conservation, preceding the more active REM sleep phase.