Mechanical springs operating under repeated torsional loading are subject to one of the most critical failure modes in engineering systems: fatigue fracture. In compact rotational assemblies, Double Helix Torsion Springs are often selected because their dual-load-path structure improves stress distribution compared to single-wire torsion elements. However, fatigue failure remains a...