Ground resonance in helicopters is a dynamic instability caused by the coupling between rotor blade lead-lag motion and lateral fuselage motion on the landing gear. This study formulates tuned mass damper (TMD) design for ground-resonance suppression as a linear time-periodic (LTP) stability problem and minimizes the Floquet spectral radius \(\rho =\max _i|\lambda _i|\) on a 5-DOF rotor-fuselage model extended to 6-DOF by the attached TMD. The model preserves the natural rotor-fuselage periodicity without invoking the Coleman transformation. The TMD parameters \((\mu ,f,\zeta _d)\) are optimized by particle swarm optimization (PSO), with a gradient-based step retained as a local optimality check. The PSO-tuned TMD reduces the Floquet spectral radius from \(\rho =1.0956\) to \(\rho =0.9416\) at the nominal rotor speed, with an added mass of \(1.35\%\) of the effective fuselage mass. A two-stage hyperparameter grid search and a 50-run multi-start analysis confirm reproducibility of the identified objective value within numerical precision. The classical Den Hartog, Warburton, and Asami \(H_{\infty }\) formulas are evaluated only as diagnostic baselines under the same Floquet metric and do not satisfy \(\rho <1\) in the present LTP configuration. Robustness analyses, including objective-function surfaces, Monte Carlo simulations, and a worst-case multi-point reformulation, show that the nominal single-point design has a narrow local stability pocket ( \(\Delta \Omega _{\text {local}}\approx 0.038\) rad/s) around the nominal speed. Within the tested design bounds ( \(\mu \le 0.03\) , \(\zeta _d\le 0.35\) ) and the prescribed \(\pm 5\%\) rotor-speed uncertainty band, the multi-point worst-case optimization did not find a feasible single-TMD design satisfying \(\rho <1\) across the full band. This result indicates a bandwidth limitation of the single-TMD architecture under the tested conditions.