<p>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 <InlineEquation ID="IEq1"> <EquationSource Format="TEX">\(\rho =\max _i|\lambda _i|\)</EquationSource> <EquationSource Format="MATHML"><math> <mrow> <mi>ρ</mi> <mo>=</mo> <msub> <mo movablelimits="true">max</mo> <mi>i</mi> </msub> <mrow> <mo stretchy="false">|</mo> <msub> <mi>λ</mi> <mi>i</mi> </msub> <mo stretchy="false">|</mo> </mrow> </mrow> </math></EquationSource> </InlineEquation> 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 <InlineEquation ID="IEq2"> <EquationSource Format="TEX">\((\mu ,f,\zeta _d)\)</EquationSource> <EquationSource Format="MATHML"><math> <mrow> <mo stretchy="false">(</mo> <mi>μ</mi> <mo>,</mo> <mi>f</mi> <mo>,</mo> <msub> <mi>ζ</mi> <mi>d</mi> </msub> <mo stretchy="false">)</mo> </mrow> </math></EquationSource> </InlineEquation> 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 <InlineEquation ID="IEq3"> <EquationSource Format="TEX">\(\rho =1.0956\)</EquationSource> <EquationSource Format="MATHML"><math> <mrow> <mi>ρ</mi> <mo>=</mo> <mn>1.0956</mn> </mrow> </math></EquationSource> </InlineEquation> to <InlineEquation ID="IEq4"> <EquationSource Format="TEX">\(\rho =0.9416\)</EquationSource> <EquationSource Format="MATHML"><math> <mrow> <mi>ρ</mi> <mo>=</mo> <mn>0.9416</mn> </mrow> </math></EquationSource> </InlineEquation> at the nominal rotor speed, with an added mass of <InlineEquation ID="IEq5"> <EquationSource Format="TEX">\(1.35\%\)</EquationSource> <EquationSource Format="MATHML"><math> <mrow> <mn>1.35</mn> <mo>%</mo> </mrow> </math></EquationSource> </InlineEquation> 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&#xa0;Hartog, Warburton, and Asami <InlineEquation ID="IEq6"> <EquationSource Format="TEX">\(H_{\infty }\)</EquationSource> <EquationSource Format="MATHML"><math> <msub> <mi>H</mi> <mi>∞</mi> </msub> </math></EquationSource> </InlineEquation> formulas are evaluated only as diagnostic baselines under the same Floquet metric and do not satisfy <InlineEquation ID="IEq7"> <EquationSource Format="TEX">\(\rho &lt;1\)</EquationSource> <EquationSource Format="MATHML"><math> <mrow> <mi>ρ</mi> <mo>&lt;</mo> <mn>1</mn> </mrow> </math></EquationSource> </InlineEquation> 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 (<InlineEquation ID="IEq8"> <EquationSource Format="TEX">\(\Delta \Omega _{\text {local}}\approx 0.038\)</EquationSource> <EquationSource Format="MATHML"><math> <mrow> <mi mathvariant="normal">Δ</mi> <msub> <mi mathvariant="normal">Ω</mi> <mtext>local</mtext> </msub> <mo>≈</mo> <mn>0.038</mn> </mrow> </math></EquationSource> </InlineEquation>&#xa0;rad/s) around the nominal speed. Within the tested design bounds (<InlineEquation ID="IEq9"> <EquationSource Format="TEX">\(\mu \le 0.03\)</EquationSource> <EquationSource Format="MATHML"><math> <mrow> <mi>μ</mi> <mo>≤</mo> <mn>0.03</mn> </mrow> </math></EquationSource> </InlineEquation>, <InlineEquation ID="IEq10"> <EquationSource Format="TEX">\(\zeta _d\le 0.35\)</EquationSource> <EquationSource Format="MATHML"><math> <mrow> <msub> <mi>ζ</mi> <mi>d</mi> </msub> <mo>≤</mo> <mn>0.35</mn> </mrow> </math></EquationSource> </InlineEquation>) and the prescribed <InlineEquation ID="IEq11"> <EquationSource Format="TEX">\(\pm 5\%\)</EquationSource> <EquationSource Format="MATHML"><math> <mrow> <mo>±</mo> <mn>5</mn> <mo>%</mo> </mrow> </math></EquationSource> </InlineEquation> rotor-speed uncertainty band, the multi-point worst-case optimization did not find a feasible single-TMD design satisfying <InlineEquation ID="IEq12"> <EquationSource Format="TEX">\(\rho &lt;1\)</EquationSource> <EquationSource Format="MATHML"><math> <mrow> <mi>ρ</mi> <mo>&lt;</mo> <mn>1</mn> </mrow> </math></EquationSource> </InlineEquation> across the full band. This result indicates a bandwidth limitation of the single-TMD architecture under the tested conditions.</p>

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Floquet-based tuned mass damper design for helicopter ground resonance using particle swarm optimization

  • Huseyin Aggumus

摘要

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 \(\rho =\max _i|\lambda _i|\) ρ = max i | λ 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 \((\mu ,f,\zeta _d)\) ( μ , f , ζ 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 \(\rho =1.0956\) ρ = 1.0956 to \(\rho =0.9416\) ρ = 0.9416 at the nominal rotor speed, with an added mass of \(1.35\%\) 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 \(H_{\infty }\) H formulas are evaluated only as diagnostic baselines under the same Floquet metric and do not satisfy \(\rho <1\) ρ < 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 ( \(\Delta \Omega _{\text {local}}\approx 0.038\) Δ Ω local 0.038  rad/s) around the nominal speed. Within the tested design bounds ( \(\mu \le 0.03\) μ 0.03 , \(\zeta _d\le 0.35\) ζ d 0.35 ) and the prescribed \(\pm 5\%\) ± 5 % rotor-speed uncertainty band, the multi-point worst-case optimization did not find a feasible single-TMD design satisfying \(\rho <1\) ρ < 1 across the full band. This result indicates a bandwidth limitation of the single-TMD architecture under the tested conditions.