Automatic optimization design of a feeder extrusion die with response surface methodology and mesh deformation technique

During the extrusion process of aluminum alloy profiles, scientific and reasonable design of extrusion dies affects directly on the product qualified rate, production efficiency, and cost. In this work, for a 7N01 aluminum alloy beam profile used in high-speed train, the response surface method (RSM) and mesh deformation technique (MDT) are applied to automatically optimize the feeder chamber of the extrusion die. With implanted material physical properties and constitutive model of this alloy, the numerical simulation of the extrusion process is firstly carried out and verified experimentally. Then, RSM is used to optimize seven different geometric variables of the feeder chamber and to narrow the variables’ ranges. On the basis of above optimization, MDT is finally applied to automatically optimize the feeder chamber. After optimization, the velocity distribution in the cross section of the profile tends to more uniform. The standard deviation of the velocity field decreases from 7.83 to 2.47 mm/s with the reducing rate of 68.46%. More importantly, the automatic optimization process with mesh deformation technique is explored in this work, which could provide an effective and potential means for the automatic optimization design of three-dimensional dies or products in other fields.

[1]  K. K. Pathak,et al.  Die profile design for tube extrusion and its experimental verification , 2010 .

[2]  Guoqun Zhao,et al.  Analysis and porthole die design for a multi-hole extrusion process of a hollow, thin-walled aluminum profile , 2014 .

[3]  R. Mayavaram,et al.  Optimization of Bearing Lengths in Aluminum Extrusion Dies , 2013 .

[4]  Mahmoud A. Barghash,et al.  Evaluating the effects of process parameters on maximum extrusion pressure using a new artificial neural network-based (ANN-based) partial-modeling technique , 2013 .

[5]  Patrick Ulysse Extrusion die design for flow balance using FE and optimization methods , 2002 .

[6]  Hao Chen,et al.  Multiobjective optimization design of porthole extrusion die using Pareto-based genetic algorithm , 2013 .

[7]  Francesco Gagliardi,et al.  On the die design in AA6082 porthole extrusion , 2012 .

[8]  Y. D. Sun,et al.  Numerical simulation of extrusion process and die structure optimization for a complex magnesium doorframe , 2015 .

[9]  Guoqun Zhao,et al.  Numerical and experimental investigation on thermo-mechanical behavior during transient extrusion process of high-strength 7 × × × aluminum alloy profile , 2016 .

[10]  Yao Fu,et al.  FEM simulation of aluminum extrusion process in porthole die with pockets , 2010 .

[11]  Hyung-Ho Jo,et al.  Process analysis and die design in 12 cells condenser tube extrusion of Al3003 , 2008 .

[12]  Sedat Bingöl,et al.  Extrusion load prediction of gear-like profile for different die geometries using ANN and FEM with experimental verification , 2014, The International Journal of Advanced Manufacturing Technology.

[13]  Ma Xinwu,et al.  Numerical Simulation and Die Structure Optimization of an Aluminum Rectangular Hollow Pipe Extrusion Process , 2006 .

[14]  Peng Li,et al.  Virtual tryout and optimization of the extrusion die for an aluminum profile with complex cross-sections , 2015 .

[15]  Peng Liu,et al.  Die structure optimization for a large, multi-cavity aluminum profile using numerical simulation and experiments , 2012 .

[16]  Jia Zhou,et al.  Prediction of the Extrusion Load and Exit Temperature Using Artificial Neural Networks Based on FEM Simulation , 2009 .

[17]  Hao Chen,et al.  Die optimization design and experimental study of a large wallboard aluminum alloy profile used for high-speed train , 2014 .

[18]  Neeraj Jain,et al.  Tube extrusion design for some selected inner profiles , 2009 .

[19]  N. Lebaal,et al.  Design and optimization of three-dimensional extrusion dies, using constraint optimization algorithm , 2009 .

[20]  Jie Zhou,et al.  FEM simulation of aluminium extrusion through two-hole multi-step pocket dies , 2009 .

[21]  T. Sheppard,et al.  Effect of die pockets on multi-hole die extrusion , 2005 .

[22]  Qi Wang,et al.  Optimization Design of I-Type Plastic Extrusion Die Based on FlowBalance , 2014 .

[23]  Jian Wang,et al.  Tribological behavior of Ti2SnC particulate reinforced copper matrix composites , 2006 .