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OPTIMIZATION OF A SEMI-ACTIVE SHOCK ABSORBER USING A GENETIC ALGORITHM

机译:基于遗传算法的半主动减震器优化

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We propose an optimization method for a semi-active shock absorber for use in aircraft landing gear using Carroll's FORTRAN Genetic Algorithm (GA) Driver. This method is compared with Powell's conjugate direction method, a nonlinear programming (NP) approach, which uses not gradients, but only function values. In these optimizations, we handle variations in the maximum vertical acceleration of an aircraft during landing caused by the variation of the aircraft mass due to variations in the number of passengers and the amounts of cargo and fuel. The maximum vertical acceleration of an aircraft is set as an objective function to be minimized. Design variables searched in the first step of this optimization are discrete orifice areas formed by the outer surface of a hollow metering pin and a hole in the semi-active shock absorber. The design variable searched in the second step is an orifice area which is controlled based on the mass variation. For the GA runs, the ratio of the total number of optimum and near-optimum solutions to the total number of runs was greater than that for the NP runs. In addition, for the total GA runs, the total number of function evaluations per total number of optimum and near-optimum solutions was greater than that for the total NP runs. The optimum semi-active shock absorber is compared to the optimum passive shock absorber with respect to the variation of the acceleration of the aircraft mass. The ratio of maximum acceleration in the semi-active shock absorber to that in the passive shock absorber is 0.79 when the mass ratio is 0.65 maximum mass and is 0.58 when the mass ratio is 0.31 maximum mass.
机译:我们提出了一种使用卡罗尔的FORTRAN遗传算法(GA)驱动程序的用于飞机起落架的半主动减震器的优化方法。将该方法与Powell的共轭方向方法(一种非线性编程(NP)方法)进行了比较,该方法不使用梯度,仅使用函数值。在这些优化中,我们处理了由于乘客数量以及货物和燃料量的变化而引起的飞机质量变化而导致飞机着陆时最大垂直加速度的变化。飞机的最大垂直加速度被设定为要最小化的目标函数。在此优化的第一步中搜索的设计变量是由空心计量销的外表面和半主动减震器中的孔形成的离散孔口区域。在第二步中搜索的设计变量是孔口面积,该孔口面积基于质量变化进行控制。对于GA运行,最佳和接近最优解的总数与运行总数的比率大于NP运行的比率。另外,对于总的GA运行,每最佳和接近最佳解的总数的功能评估总数要比总的NP运行的总数大。就飞机质量加速度的变化而言,将最佳半主动减震器与最佳被动减震器进行比较。当所述质量比为0.65最大质量时,所述半主动减震器与所述被动减震器中最大加速度的比为0.79,而当所述质量比为最大质量0.31时,所述最大加速度之比为0.58。

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