基于Kriging與FPA的薄壁件夾具布局設計
發(fā)布時間:2021-06-14 03:05
針對薄壁件夾具定位布局設計有限元仿真計算成本過大的情況,提出一種基于Kriging代理模型與花授粉算法(Flower Pollination Algorithm,FPA)的薄壁件夾具定位布局優(yōu)化設計方法。以給定數目下定位元件布局為設計變量,自重作用下薄壁件應變能為優(yōu)化目標;應用最優(yōu)拉丁超立方采樣和有限元分析生成訓練樣本,基于訓練樣本通過Kriging插值構建夾具定位布局優(yōu)化代理模型;并應用FPA搜索薄壁件定位布局最優(yōu)解。最后,以曲面薄壁件"4–2–1"夾具布局優(yōu)化設計作為實例,驗證了所提方法的有效性。
【文章來源】:航空制造技術. 2020,63(18)
【文章頁數】:7 頁
【部分圖文】:
蒙皮“4–2–1”定位有限元模型Fig.2Finiteelementmodelofskinlocatingunder“4–2–1”ZYXL6ZYX
(133,137)36.572722(163,3)36.610847(178,226)29.848423(44,494)19.172948(186,227)28.965424(104,240)2.825549(90,494)21.491425(44,322)12.665950(56,411)15.2291yx40353025201510505004003002001000050100150200應變能力/mJ圖3Kriging預測模型的預測輸出數據Fig.3PredictedoutputdataoftheKrigingpredictionmodel圖4Kriging預測模型的響應曲面Fig.4ResponsesurfaceofKrigingpredictionmodel10987654321403530252015105OutputvalueTestingsamplesetbyLHSKrigingpredictionoutputExpectedoutput
,31)36.048845(182,175)33.928421(149,76)36.299346(133,137)36.572722(163,3)36.610847(178,226)29.848423(44,494)19.172948(186,227)28.965424(104,240)2.825549(90,494)21.491425(44,322)12.665950(56,411)15.2291yx40353025201510505004003002001000050100150200應變能力/mJ圖3Kriging預測模型的預測輸出數據Fig.3PredictedoutputdataoftheKrigingpredictionmodel圖4Kriging預測模型的響應曲面Fig.4ResponsesurfaceofKrigingpredictionmodel10987654321403530252015105OutputvalueTestingsamplesetbyLHSKrigingpredictionoutputExpectedoutput
【參考文獻】:
期刊論文
[1]基于花授粉算法的曲面薄壁件定位布局優(yōu)化[J]. 王仲奇,李誠,楊勃,楊元. 中國機械工程. 2017(18)
[2]基于SVR的航空薄壁件夾具布局優(yōu)化預測模型[J]. 楊元,王仲奇,楊勃,李誠,康永剛. 計算機集成制造系統(tǒng). 2017(06)
[3]柔性薄板裝配不等間距定形焊點布置優(yōu)化[J]. 曲興田,馬強,李笑男,王昕,鄭海生,吳晟宇. 計算機集成制造系統(tǒng). 2016(08)
[4]FLEXIBLE ASSEMBLY FIXTURING LAYOUT MODELING AND OPTIMIZATION BASED ON GENETIC ALGORITHM[J]. Lai XinminInstitute of Automobile Engineering,Shanghai Jiaotong University,Shanghai 200030, ChinaLuo LaijunUnited Automobile ElectronicSystems Co. Ltd,Shanghai 201206, ChinaLin ZhongqinInstitute of Automobile Engineering,Shanghai Jiaotong University,Shanghai 200030, China. Chinese Journal of Mechanical Engineering. 2004(01)
本文編號:3228931
【文章來源】:航空制造技術. 2020,63(18)
【文章頁數】:7 頁
【部分圖文】:
蒙皮“4–2–1”定位有限元模型Fig.2Finiteelementmodelofskinlocatingunder“4–2–1”ZYXL6ZYX
(133,137)36.572722(163,3)36.610847(178,226)29.848423(44,494)19.172948(186,227)28.965424(104,240)2.825549(90,494)21.491425(44,322)12.665950(56,411)15.2291yx40353025201510505004003002001000050100150200應變能力/mJ圖3Kriging預測模型的預測輸出數據Fig.3PredictedoutputdataoftheKrigingpredictionmodel圖4Kriging預測模型的響應曲面Fig.4ResponsesurfaceofKrigingpredictionmodel10987654321403530252015105OutputvalueTestingsamplesetbyLHSKrigingpredictionoutputExpectedoutput
,31)36.048845(182,175)33.928421(149,76)36.299346(133,137)36.572722(163,3)36.610847(178,226)29.848423(44,494)19.172948(186,227)28.965424(104,240)2.825549(90,494)21.491425(44,322)12.665950(56,411)15.2291yx40353025201510505004003002001000050100150200應變能力/mJ圖3Kriging預測模型的預測輸出數據Fig.3PredictedoutputdataoftheKrigingpredictionmodel圖4Kriging預測模型的響應曲面Fig.4ResponsesurfaceofKrigingpredictionmodel10987654321403530252015105OutputvalueTestingsamplesetbyLHSKrigingpredictionoutputExpectedoutput
【參考文獻】:
期刊論文
[1]基于花授粉算法的曲面薄壁件定位布局優(yōu)化[J]. 王仲奇,李誠,楊勃,楊元. 中國機械工程. 2017(18)
[2]基于SVR的航空薄壁件夾具布局優(yōu)化預測模型[J]. 楊元,王仲奇,楊勃,李誠,康永剛. 計算機集成制造系統(tǒng). 2017(06)
[3]柔性薄板裝配不等間距定形焊點布置優(yōu)化[J]. 曲興田,馬強,李笑男,王昕,鄭海生,吳晟宇. 計算機集成制造系統(tǒng). 2016(08)
[4]FLEXIBLE ASSEMBLY FIXTURING LAYOUT MODELING AND OPTIMIZATION BASED ON GENETIC ALGORITHM[J]. Lai XinminInstitute of Automobile Engineering,Shanghai Jiaotong University,Shanghai 200030, ChinaLuo LaijunUnited Automobile ElectronicSystems Co. Ltd,Shanghai 201206, ChinaLin ZhongqinInstitute of Automobile Engineering,Shanghai Jiaotong University,Shanghai 200030, China. Chinese Journal of Mechanical Engineering. 2004(01)
本文編號:3228931
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