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首页> 外文期刊>Journal of Engineering Design >Uncertainty-based computational robust design optimisation of dual-thrust propulsion system
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Uncertainty-based computational robust design optimisation of dual-thrust propulsion system

机译:双推力系统基于不确定度的计算鲁棒设计优化

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摘要

This paper proposes a robust design optimisation methodology for performance evaluation of high-fidelity propulsion systems under both aleatory and epistemic uncertainties. In this paper, uncertainty-based robust design methodology is applied using first-order orthogonal design to estimate worst case of the uncertainties. The effectiveness and computational efficiency of proposed formulation is obtained by decoupling computation of both types of uncertainties in the optimisation process loop. The system robustness is measured by directly minimising the variance of target mean and standard deviation and adhering to performance constraints. A parametric sensitivity analysis of performance parameters due to input parameters variations is also performed to identify the most significant design variables. A hybrid genetic algorithm and simulated annealing approach are used as an optimiser. By using the proposed method, the objective function to maximise the booster phase to sustain phase thrust ratio and total impulse could be achieved while adhering to the motor performance constraints to provide an insensitive solution.
机译:本文提出了一种鲁棒的设计优化方法,用于在不确定性和认知不确定性下对高保真推进系统的性能进行评估。在本文中,使用基于一阶正交设计的基于不确定性的鲁棒设计方法来估计不确定性的最坏情况。通过解耦优化过程循环中两种类型的不确定性的计算,可以得出所提出配方的有效性和计算效率。通过直接最小化目标均值和标准偏差的方差并遵守性能约束来衡量系统的鲁棒性。还对由于输入参数变化而导致的性能参数进行了参数敏感性分析,以确定最重要的设计变量。混合遗传算法和模拟退火方法被用作优化器。通过使用所提出的方法,可以在保持电动机性能约束的同时提供不敏感的解决方案,从而实现使助力器相位最大化以维持相位推力比和总脉冲的目标函数。

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