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Optimization of Variable Cycle Engines by Using an Improved Differential Evolution

机译:利用改进的差分进化算法优化可变循环发动机

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The performance of variable cycle engine was optimized both in single and double bypass mode with an improved differential evolution algorithm. The variable cycle engine's major cycle parameters, the varying schedules of the geometry components and the fuel flow were used as optimization variables. The required thrust and compressor surge margins were used as constraints. The optimization goal was to minimize fuel consumption or maximize thrust performance. Two different base vectors and self-adaptive control parameters were applied to accelerate convergence speed. A uniformity mutation operation was used for poor fitness individuals and a Gaussian mutation operation for the current best fitness individual was added to enhance population diversity. It is shown that the developed differential evolution algorithms present better performance. The procedure provides variable cycle engine's design point optimization and off-design point optimization. Besides, an integrated optimization of both points optimizations was developed, presenting the most remarkable performance. The present work obtains the most favorable match on design parameters and the adjusting schedule of variable cycle engine.
机译:使用改进的差分进化算法,在单旁路和双旁路模式下均优化了可变循环发动机的性能。可变循环发动机的主要循环参数,几何部件的变化时间表和燃油流量被用作优化变量。所需的推力和压缩机喘振裕度用作约束。优化目标是最大程度地减少燃油消耗或最大化推力性能。应用两个不同的基本向量和自适应控制参数来加快收敛速度​​。对适应性较差的个人使用了均一性突变操作,为当前最佳适应性的个人使用了高斯突变操作,以增强种群多样性。结果表明,所开发的差分进化算法具有更好的性能。该过程提供了可变循环引擎的设计点优化和非设计点优化。此外,还开发了两点优化的集成优化,表现出最出色的性能。本工作在可变参数发动机的设计参数和调整时间表上获得了最有利的匹配。

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