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基于遗传算法BP神经网络的DEFORM-3D车削加工模拟优化 被引量:3

Optimization of DEFORM-3D Turning Machining Simulation Based on Genetic Algorithm BP Neural Network
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摘要 采用DEFORM-3D软件对高速车削进行仿真,得出车削过程中的工艺数据;构建BP神经网络,利用遗传算法优化BP网络,对结果做出了精确预报,找到了模拟条件的最优值,节省了大量的时间以及人力物力,有利于了解车削机理和提高车削质量。 DEFORM-3D was used to simulate high-speed turning.The process data in cutting process were obtained.BP neural network was built and genetic algorithm was used to optimize the BP neural network.A precise prediction for actual results was made and the optimal values of the simulation conditions were found.A lot of time and manpower and materials are saved.Moreover,it is helpful for understanding cutting mechanism and improving cutting quality.
作者 江平 邓志平
出处 《机床与液压》 北大核心 2012年第7期163-166,共4页 Machine Tool & Hydraulics
关键词 DEFORM-3D 有限元仿真 遗传算法 BP神经网络 DEFORM-3D software Finite element simulation Genetic algorithm BP neural network
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  • 1刘冀伟,张滢,杨者青.数控车削加工仿真系统结构研究[J].航空制造技术,2005,48(2):79-80. 被引量:4
  • 2聂建华,王立岩.神经网络在切削加工过程中的应用[J].组合机床与自动化加工技术,2006(5):46-48. 被引量:1
  • 3陈秀生,张承瑞,刘日良,兰红波.数控加工物理仿真技术研究[J].组合机床与自动化加工技术,2006(9):8-11. 被引量:9
  • 4Joel D Gardner, David Domfeld. Finite element modeling of drilling using deform [ D ]. University of California, Berkeley,2006.
  • 5Arrazola P, Ozel T. Numerical modelling of 3-D hard turning using Arbitrary Eulerian Lagrangian finite element method [ J ]. International Journal of Machining and Maehinability of Materials ,2008,3 ( 3 ).
  • 6Marusich T, Ortiz M. Finite Element Study of Chip Formation in High-speed Machining [ J ]. International Journal for Numerical Methods in Engineering, 1995 ( 38 ) : 3675-3694.
  • 7Ozel T, Ahan T. Process Simulation Using Finite Ele- ment Method-Prediction of Cutting Forces, Tool Stresses and Temperatures in High-speed Flat End Milling Process [ J ]. International Journal of Machine Tools and Manufacture ,2000,40( 5 ) :713 - 738.
  • 8Ozel T, Zeren E. Finite Element Method Simulation of Machining of AISI 1045 Steel with a Round Edge Cutting Tool [ C ]. Proceedings of 8th CIRP International Workshop on Modeling of Machining Operations,Chemnitz,Germany May 10 - 11,2005 ,pp. 533 -541. Best Paper Award.
  • 9Ozel T, Altan T. Determination of Workpiece Flow Stress and Friction at the Chip-tool Contact for High-speed Cutting[ C]. International Journal of Machine Tools and Manufacture ,2000(40/1 ) : 133 - 152.
  • 10Klocke F, Raedt H, Hoppe S. 2DFEM Simulation of the Orthogonal High Speed Cutting Process [ J ]. ASME Transactions, Machining Science and Technology,2001, 5(3) : 323 -340.

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  • 1G A Salishchev, R M Imayev,0 N Senkov, et al. Formationof a submicrocrystalline structure in TiAl and Ti3Alintermetallics by hot working [J]. Materials Science & Engineering A, 2000, 286: 236-243.
  • 2Sitdikov 0,Goloborodko A, Sakai T,et al. Grain refinementin as-cast 7475 Al alloy under hot multiaxial deformation [J].Materials Science Forum, 2003,426-432 (1):381-386.
  • 3Valitov VA, Mukhtarov SK, Raskulova YA. Processing andsuperplastic properties of nanocrystalline alloy 718 duringwarm deformation [J]. Reviews on Advanced MaterialsScience, 2006, 11(2): 159-166.
  • 4Nakao Y, Miura H, Sakai T,Wada M. Microstructuralevolution in copper during multi -directional forging at 77Kand its recrystallization behavior [J]. Journal of the JapanInstitute of Metals, 2006,70(5): 434-439.
  • 5Miura H, Yu G, Yang X. Multi-directional forging of AZ61Mg alloy under decresing temperature condictions andimprovement of its mechanical properties [J]. Mater Sci EngA, 2011,528: 6981-6992.
  • 6Somjeet Biswas, Satyam Suwas. Evolution of sub-micron grainsize and weak texture in magnesium alloy Mg-3Al-0.4Mn bya modified multi-axial forging process [J]. Scripta Materialia,2012, 66(2): 89-92.
  • 7马曼华.钢管无心剥皮机的设计与开发[J].北方工业大学学报,1997,9(3):63-67. 被引量:4
  • 8李泽文,罗红波,段正强,肖华军.三角形刀片切削过程的有限元分析[J].工具技术,2009,43(1):48-51. 被引量:1
  • 9江理建,吕海峰,石凤健,王亮.多轴压缩坯料变形的有限元分析[J].热加工工艺,2009,38(7):86-89. 被引量:4
  • 10韦联,周利平.基于Deform 3D的金属车削过程仿真[J].工具技术,2010,44(8):29-33. 被引量:17

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