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Multi-stage optimization method for air-intake system of hovercraft based on autonomous optimization

机译:基于自主优化的气垫船进气系统多级优化方法

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摘要

In this study, an optimal structural design program was designed and developed for Computational Fluid Dynamics based on self-optimization, effectively reducing the time required for structural optimization. Through experimental design using this program, the effects of various design variables on the optimization objectives were evaluated, and an adaptive simulated annealing algorithm was used for global optimization. Furthermore, response surface methodology and a nonlinear quadratic programming algorithm were utilized to obtain a global optimum solution after repeated iterations. Moreover, using a hovercraft air-intake system as the optimized object, the total pressure loss of the system was completely optimized by using a porous medium model and Matlab analysis program, and the accuracy of the structural design optimization program was validated. After the global optimization, the total pressure loss of the air-intake system was reduced by 20.5% compared to the original model. An average nonuniformity of 4.36% of engine inlet speed and 5% local nonuniformity of 11.19% satisfy the design requirements of the hovercraft engine. This method can be directly applied to engineering optimization problems as well as multiobjective optimization tasks after improving the relevant methodologies.
机译:在本研究中,设计了一种基于自我优化的计算流体动力学设计和开发了最佳结构设计程序,有效地减少了结构优化所需的时间。通过使用该程序的实验设计,评估了各种设计变量对优化目标的影响,并且使用自适应模拟退火算法用于全局优化。此外,利用响应面方法和非线性二次编程算法在重复迭代后获得全局最佳解决方案。此外,使用气垫船进气系统作为优化对象,通过使用多孔介质模型和MATLAB分析程序完全优化系统的总压力损失,验证了结构设计优化程序的准确性。全局优化后,与原始模型相比,进气系统的总压力损失减少了20.5%。发动机入口速度为4.36%的平均不均匀性和11.19%的5%局部不均匀性满足气垫船引擎的设计要求。在提高相关方法后,这种方法可以直接应用于工程优化问题以及多目标优化任务。

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