海军航空工程学院学报
海軍航空工程學院學報
해군항공공정학원학보
JOURNAL OF NAVAL AERONAUTICAL ENGINEERING INSTITUTE
2013年
5期
514-520
,共7页
于方圆%高永%王允良%韩维
于方圓%高永%王允良%韓維
우방원%고영%왕윤량%한유
Kriging模型%机翼%多目标优化
Kriging模型%機翼%多目標優化
Kriging모형%궤익%다목표우화
Kriging model%wings%multi-object optimization
使用基于Kriging模型的优化设计方法,进行了非常规布局机翼的平面外形多目标优化设计。利用CFD技术进行机翼升力系数和阻力系数的气动计算,通过拉丁超立方试验设计生成样本点,建立了Kriging代理模型,结合多目标遗传算法对机翼平面外形进行多点多目标优化设计,最终得到了Pareto最优解集。根据设计需求,从Pa-reto前沿选取一个非劣解作为优化结果。结果表明:Kriging模型与CFD计算误差很小,可信度高;在不同设计状态下,机翼气动性能都得到了提高,表明优化设计方法具有可行性和高效性。
使用基于Kriging模型的優化設計方法,進行瞭非常規佈跼機翼的平麵外形多目標優化設計。利用CFD技術進行機翼升力繫數和阻力繫數的氣動計算,通過拉丁超立方試驗設計生成樣本點,建立瞭Kriging代理模型,結閤多目標遺傳算法對機翼平麵外形進行多點多目標優化設計,最終得到瞭Pareto最優解集。根據設計需求,從Pa-reto前沿選取一箇非劣解作為優化結果。結果錶明:Kriging模型與CFD計算誤差很小,可信度高;在不同設計狀態下,機翼氣動性能都得到瞭提高,錶明優化設計方法具有可行性和高效性。
사용기우Kriging모형적우화설계방법,진행료비상규포국궤익적평면외형다목표우화설계。이용CFD기술진행궤익승력계수화조력계수적기동계산,통과랍정초립방시험설계생성양본점,건립료Kriging대리모형,결합다목표유전산법대궤익평면외형진행다점다목표우화설계,최종득도료Pareto최우해집。근거설계수구,종Pa-reto전연선취일개비렬해작위우화결과。결과표명:Kriging모형여CFD계산오차흔소,가신도고;재불동설계상태하,궤익기동성능도득도료제고,표명우화설계방법구유가행성화고효성。
A Kriging-based optimization design system was used and applied to planform parameters optimization design of unconventional configuration. The Latin hypercube method was employed to construct the initial sam-ple points. Lift coefficient and drag coefficient of the wings was calculated by CFD. The combination of the Kriging surrogate model and multi-object genetic algorithms was used to optimize the wings planform configura-tion. The planform optimum result was chosen in the Pareto front according to design requirements. The results indicated that confidence level of the Kriging model was high and the errors between the Kriging model and CFD results were small. With different design conditions, the aerodynamic performance of wings was improved. The optimization design method was feasible and efficient highly.