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Erschienen in: Journal of Intelligent Manufacturing 6/2017

04.03.2015

Design and optimization of turbine blade preform forging using RSM and NSGA II

verfasst von: S. H. R. Torabi, S. Alibabaei, B. Barooghi Bonab, M. H. Sadeghi, Gh. Faraji

Erschienen in: Journal of Intelligent Manufacturing | Ausgabe 6/2017

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Abstract

Forging is one of the production methods of turbine blades. But, because of the complexities of the blades, they cannot be produced in one stage and using preforms is necessary. In this paper, an extruded elliptical cross section was considered as blade preform, then response surface method and multi-objective genetic algorithm was used to optimize this preform. Maximum filling ratio of the final die and minimum flash volume, forging force and strain variance of final blade were considered as objectives of optimization. Design Expert software was used for design of experiment and optimization. Also Deform-3D software was applied to simulate the forging process. The optimized preform was compared with the preform resulted from conventional preform designing method. Results show that optimization method gives better results than conventional method. Also physical modeling was used for verification of simulation results. Results show simulation results have a good corresponding with experimental results.

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Literatur
Zurück zum Zitat Alberti, N., et al. (1998). Intelligent computation techniques for process planning of cold forging. Journal of Intelligent Manufacturing, 9(4), 353–359.CrossRef Alberti, N., et al. (1998). Intelligent computation techniques for process planning of cold forging. Journal of Intelligent Manufacturing, 9(4), 353–359.CrossRef
Zurück zum Zitat Alimirzaloo, V., Sadeghi, M., & Biglari, F. (2012). Optimization of the forging of aerofoil blade using the finite element method and fuzzy-Pareto based genetic algorithm. Journal of Mechanical Science and Technology, 26(6), 1801–1810.CrossRef Alimirzaloo, V., Sadeghi, M., & Biglari, F. (2012). Optimization of the forging of aerofoil blade using the finite element method and fuzzy-Pareto based genetic algorithm. Journal of Mechanical Science and Technology, 26(6), 1801–1810.CrossRef
Zurück zum Zitat Atashkari, K., et al. (2005). Thermodynamic Pareto optimization of turbojet engines using multi-objective genetic algorithms. International Journal of Thermal Sciences, 44(11), 1061–1071.CrossRef Atashkari, K., et al. (2005). Thermodynamic Pareto optimization of turbojet engines using multi-objective genetic algorithms. International Journal of Thermal Sciences, 44(11), 1061–1071.CrossRef
Zurück zum Zitat Bakhtiari, H., Karimi, M., & Rezazadeh, S. (2014). Modeling, analysis and multi-objective optimization of twist extrusion process using predictive models and meta-heuristic approaches, based on finite element results. Journal of Intelligent Manufacturing. doi:10.1007/s10845-014-0879-6. Bakhtiari, H., Karimi, M., & Rezazadeh, S. (2014). Modeling, analysis and multi-objective optimization of twist extrusion process using predictive models and meta-heuristic approaches, based on finite element results. Journal of Intelligent Manufacturing. doi:10.​1007/​s10845-014-0879-6.
Zurück zum Zitat Bariani, P., Dal Negro, T., & Fioretti, M. (1999). Hot workability studies of Nimonic 80A applied to the net-shape forging of aerofoil blades. Berlin: Springer.CrossRef Bariani, P., Dal Negro, T., & Fioretti, M. (1999). Hot workability studies of Nimonic 80A applied to the net-shape forging of aerofoil blades. Berlin: Springer.CrossRef
Zurück zum Zitat Bariani, P., Bruschi, S., & Dal Negro, T. (2004). Integrating physical and numerical simulation techniques to design the hot forging process of stainless steel turbine blades. International Journal of Machine Tools and Manufacture, 44(9), 945–951.CrossRef Bariani, P., Bruschi, S., & Dal Negro, T. (2004). Integrating physical and numerical simulation techniques to design the hot forging process of stainless steel turbine blades. International Journal of Machine Tools and Manufacture, 44(9), 945–951.CrossRef
Zurück zum Zitat Breitsprecher, T., & Wartzack, S. (2014). Neural network based modeling and optimization of deep drawing-extrusion combined process. Journal of Intelligent Manufacturing, 25(1), 77–84.CrossRef Breitsprecher, T., & Wartzack, S. (2014). Neural network based modeling and optimization of deep drawing-extrusion combined process. Journal of Intelligent Manufacturing, 25(1), 77–84.CrossRef
Zurück zum Zitat Cai, J., Li, F., & Liu, T. (2011). A new approach of preform design based on 3D electrostatic field simulation and geometric transformation. The International Journal of Advanced Manufacturing Technology, 56(5–8), 579–588.CrossRef Cai, J., Li, F., & Liu, T. (2011). A new approach of preform design based on 3D electrostatic field simulation and geometric transformation. The International Journal of Advanced Manufacturing Technology, 56(5–8), 579–588.CrossRef
Zurück zum Zitat Deb, K. (2001). Multi-objective optimization using evolutionary algorithms (Vol. 16). New Jersey: Wiley. Deb, K. (2001). Multi-objective optimization using evolutionary algorithms (Vol. 16). New Jersey: Wiley.
Zurück zum Zitat DEFORMTM, S. (2007). 3D Version 6.1 (sp1) User’s Manual Oct 10th 2007, Corporation SFT. DEFORMTM, S. (2007). 3D Version 6.1 (sp1) User’s Manual Oct 10th 2007, Corporation SFT.
Zurück zum Zitat Gao, T., Yang, H., & LIU, Y.-L. (2006). Backward tracing simulation of precision forging process for blade based on 3D FEM. Transactions of Nonferrous Metals Society of China, 16, s639–s644.CrossRef Gao, T., Yang, H., & LIU, Y.-L. (2006). Backward tracing simulation of precision forging process for blade based on 3D FEM. Transactions of Nonferrous Metals Society of China, 16, s639–s644.CrossRef
Zurück zum Zitat Hsiang, S.-H., Kuo, J.-L., & Yang, F.-Y. (2006). Using artificial neural networks to investigate the influence of temperature on hot extrusion of AZ61 magnesium alloy. Journal of Intelligent Manufacturing, 17(2), 191–201.CrossRef Hsiang, S.-H., Kuo, J.-L., & Yang, F.-Y. (2006). Using artificial neural networks to investigate the influence of temperature on hot extrusion of AZ61 magnesium alloy. Journal of Intelligent Manufacturing, 17(2), 191–201.CrossRef
Zurück zum Zitat Hsiang, S.-H., Lin, Y.-W., & Lai, J.-W. (2012). Application of fuzzy-based Taguchi method to the optimization of extrusion of magnesium alloy bicycle carriers. Journal of Intelligent Manufacturing, 23(3), 629–638.CrossRef Hsiang, S.-H., Lin, Y.-W., & Lai, J.-W. (2012). Application of fuzzy-based Taguchi method to the optimization of extrusion of magnesium alloy bicycle carriers. Journal of Intelligent Manufacturing, 23(3), 629–638.CrossRef
Zurück zum Zitat Hu, Z., & Dean, T. (2001). Aspects of forging of titanium alloys and the production of blade forms. Journal of Materials Processing Technology, 111(1), 10–19.CrossRef Hu, Z., & Dean, T. (2001). Aspects of forging of titanium alloys and the production of blade forms. Journal of Materials Processing Technology, 111(1), 10–19.CrossRef
Zurück zum Zitat Kim, N., & Kobayashi, S. (1990). Preform design in H-shaped cross sectional axisymmetric forging by the finite element method. International Journal of Machine Tools and Manufacture, 30(2), 243–268.CrossRef Kim, N., & Kobayashi, S. (1990). Preform design in H-shaped cross sectional axisymmetric forging by the finite element method. International Journal of Machine Tools and Manufacture, 30(2), 243–268.CrossRef
Zurück zum Zitat Lee, S., et al. (2002). A new method of preform design in hot forging by using electric field theory. International Journal of Mechanical Sciences, 44(4), 773–792.CrossRef Lee, S., et al. (2002). A new method of preform design in hot forging by using electric field theory. International Journal of Mechanical Sciences, 44(4), 773–792.CrossRef
Zurück zum Zitat Lu, B., et al. (2009). 3D die shape optimisation for net-shape forging of aerofoil blades. Materials and Design, 30(7), 2490–2500.CrossRef Lu, B., et al. (2009). 3D die shape optimisation for net-shape forging of aerofoil blades. Materials and Design, 30(7), 2490–2500.CrossRef
Zurück zum Zitat Lu, B., Ou, H., & Cui, Z. (2011). Shape optimisation of preform design for precision close-die forging. Structural and Multidisciplinary Optimization, 44(6), 785–796.CrossRef Lu, B., Ou, H., & Cui, Z. (2011). Shape optimisation of preform design for precision close-die forging. Structural and Multidisciplinary Optimization, 44(6), 785–796.CrossRef
Zurück zum Zitat Lv, C., et al. (2008). 3D FEM simulation of the multi-stage forging process of a gas turbine compressor blade. Journal of Materials Processing Technology, 198(1), 463–470.CrossRef Lv, C., et al. (2008). 3D FEM simulation of the multi-stage forging process of a gas turbine compressor blade. Journal of Materials Processing Technology, 198(1), 463–470.CrossRef
Zurück zum Zitat Montgomery, D. C. (2008). Design and analysis of experiments. New Jersey: Wiley. Montgomery, D. C. (2008). Design and analysis of experiments. New Jersey: Wiley.
Zurück zum Zitat Ou, H., & Balendra, R. (1998). Modelling techniques for nett-forging of turbine blades. in IMECHE Conference Transactions. Mechanical Engineering Publications. Ou, H., & Balendra, R. (1998). Modelling techniques for nett-forging of turbine blades. in IMECHE Conference Transactions. Mechanical Engineering Publications.
Zurück zum Zitat Ou, H., & Balendra, R. (1998). Preform design for forging of aerofoil sections using FE simulation. Journal of Materials Processing Technology, 80, 144–148.CrossRef Ou, H., & Balendra, R. (1998). Preform design for forging of aerofoil sections using FE simulation. Journal of Materials Processing Technology, 80, 144–148.CrossRef
Zurück zum Zitat Pareto, V. (1897). Cours d’Economic Politique (Vol. II). Lausanne: F. Rouge. Pareto, V. (1897). Cours d’Economic Politique (Vol. II). Lausanne: F. Rouge.
Zurück zum Zitat Roy, S., Ghosh, S., & Shivpuri, R. (1997). A new approach to optimal design of multi-stage metal forming processes with micro genetic algorithms. International Journal of Machine Tools and Manufacture, 37(1), 29–44.CrossRef Roy, S., Ghosh, S., & Shivpuri, R. (1997). A new approach to optimal design of multi-stage metal forming processes with micro genetic algorithms. International Journal of Machine Tools and Manufacture, 37(1), 29–44.CrossRef
Zurück zum Zitat Sarkar, D., & Modak, J. M. (2005). Pareto-optimal solutions for multi-objective optimization of fed-batch bioreactors using nondominated sorting genetic algorithm. Chemical Engineering Science, 60(2), 481–492.CrossRef Sarkar, D., & Modak, J. M. (2005). Pareto-optimal solutions for multi-objective optimization of fed-batch bioreactors using nondominated sorting genetic algorithm. Chemical Engineering Science, 60(2), 481–492.CrossRef
Zurück zum Zitat Shao, Y., Lu, B., Ou, H., & Chen, J. (2014). A new approach of preform design for forging of 3D blade based on evolutionary structural optimization. Structural and Multidisciplinary Optimization. doi:10.1007/s00158-014-1110-2. Shao, Y., Lu, B., Ou, H., & Chen, J. (2014). A new approach of preform design for forging of 3D blade based on evolutionary structural optimization. Structural and Multidisciplinary Optimization. doi:10.​1007/​s00158-014-1110-2.
Zurück zum Zitat Shao, Y., et al. (2014). Evolutionary forging preform design optimization using strain-based criterion. The International Journal of Advanced Manufacturing Technology, 71(1–4), 69–80.CrossRef Shao, Y., et al. (2014). Evolutionary forging preform design optimization using strain-based criterion. The International Journal of Advanced Manufacturing Technology, 71(1–4), 69–80.CrossRef
Zurück zum Zitat Vosniakos, G.-C., Segredou, I., & Giannakakis, T. (2005). Logic programming for process planning in the domain of sheet metal forming with progressive dies. Journal of Intelligent Manufacturing, 16(4–5), 479–497.CrossRef Vosniakos, G.-C., Segredou, I., & Giannakakis, T. (2005). Logic programming for process planning in the domain of sheet metal forming with progressive dies. Journal of Intelligent Manufacturing, 16(4–5), 479–497.CrossRef
Zurück zum Zitat Yanhui, Y., et al. (2009). Multi-objective preform optimization using RSM. Rare Metal Materials and Engineering, 38(6), 1019–1024. Yanhui, Y., et al. (2009). Multi-objective preform optimization using RSM. Rare Metal Materials and Engineering, 38(6), 1019–1024.
Zurück zum Zitat Yanhui, Y., et al. (2010). Optimization of preform shapes by RSM and FEM to improve deformation homogeneity in aerospace forgings. Chinese Journal of Aeronautics, 23(2), 260– 267.CrossRef Yanhui, Y., et al. (2010). Optimization of preform shapes by RSM and FEM to improve deformation homogeneity in aerospace forgings. Chinese Journal of Aeronautics, 23(2), 260– 267.CrossRef
Zurück zum Zitat Yuli, L., et al. (2000). Physical modeling of blade forging. Journal of Materials Processing Technology, 99(1), 141–144.CrossRef Yuli, L., et al. (2000). Physical modeling of blade forging. Journal of Materials Processing Technology, 99(1), 141–144.CrossRef
Zurück zum Zitat Zhan, M., Yang, H., & Liu, Y. (2004). Deformation characteristic of the precision forging of a blade with a damper platform using 3D FEM analysis. Journal of Materials Processing Technology, 150(3), 290–299.CrossRef Zhan, M., Yang, H., & Liu, Y. (2004). Deformation characteristic of the precision forging of a blade with a damper platform using 3D FEM analysis. Journal of Materials Processing Technology, 150(3), 290–299.CrossRef
Zurück zum Zitat Zhao, G., Wright, E., & Grandhi, R. V. (1997). Sensitivity analysis based preform die shape design for net-shape forging. International Journal of Machine Tools and Manufacture, 37(9), 1251–1271.CrossRef Zhao, G., Wright, E., & Grandhi, R. V. (1997). Sensitivity analysis based preform die shape design for net-shape forging. International Journal of Machine Tools and Manufacture, 37(9), 1251–1271.CrossRef
Zurück zum Zitat Zhao, X., et al. (2002). Preform die shape design for uniformity of deformation in forging based on preform sensitivity analysis. Journal of Materials Processing Technology, 128(1), 25–32.CrossRef Zhao, X., et al. (2002). Preform die shape design for uniformity of deformation in forging based on preform sensitivity analysis. Journal of Materials Processing Technology, 128(1), 25–32.CrossRef
Zurück zum Zitat Zhou, J., et al. (2013). Optimization of an aluminum alloy anti-collision side beam hot stamping process using a multi-objective genetic algorithm. Archives of Civil and Mechanical Engineering, 13(3), 401–411.CrossRef Zhou, J., et al. (2013). Optimization of an aluminum alloy anti-collision side beam hot stamping process using a multi-objective genetic algorithm. Archives of Civil and Mechanical Engineering, 13(3), 401–411.CrossRef
Metadaten
Titel
Design and optimization of turbine blade preform forging using RSM and NSGA II
verfasst von
S. H. R. Torabi
S. Alibabaei
B. Barooghi Bonab
M. H. Sadeghi
Gh. Faraji
Publikationsdatum
04.03.2015
Verlag
Springer US
Erschienen in
Journal of Intelligent Manufacturing / Ausgabe 6/2017
Print ISSN: 0956-5515
Elektronische ISSN: 1572-8145
DOI
https://doi.org/10.1007/s10845-015-1058-0

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