Abstract
Failure analysis and material behavior in the cold roll forming process play an important role to optimize and modify the final product. Therefore, the effect of material behavior especially plastic anisotropy and process parameters on the final geometry of channel section, which is produced by cold roll forming technology was theoretically and experimentally investigated in the present research. Based on the experimental results, mathematical modelling of the spring back and longitudinal bowing was performed by regression and artificial neural network (ANN) for different values of the input parameters such as plastic anisotropy, strip thickness, angle increment or flower pattern, the width of section and inter distance between forming stands. DC03 cold-rolled steel because of widely use in this process was used to perform the experimental tests. The strip thickness, the angle increment and web width have a significant effect on the profile bowing. Subsequently, the influence of inter-distance between successive stands and the plastic anisotropy on the bowing defect was neglected. On the other side, the spring-back was intensively influenced by angle increment, web width and plastic anisotropy. In addition, the spring-back was not significantly affected due to the variation of inter distance and the strip thickness. In order to validate and suggest a suitable tool for predicting the characteristics of the spring-back and longitudinal bowing of the products, ANN model along with various multivariate regression methods were applied. It is concluded that ANN model with 10 neurons has the best performance for modeling the longitudinal bowing with the 96% accuracy and ANN model for spring back modeling has 81% accuracy with 5 neurons. The comparison of the proposed ANN with the regression methods indicates good accuracy of the 3-factor regression model in predicting the spring-back of the products. According to the results, the accuracy of the ANN model for estimating the durability parameters did not significantly follow the number of hidden nodes.
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References
Ikumapayi, O.M., Akinlabi, E.T., Onu, P., Abolusoro, O.P.: Rolling operation in metal forming: process and principles—a brief study. Mater. Today: Proc. 26, 1644–1649 (2020). https://doi.org/10.1016/j.matpr.2020.02.343
Weiss, M., Abeyrathna, B., Rolfe, B., Abee, A., Wolfkamp, H.: Effect of coil set on shape defects in roll forming steel strip. J. Manuf. Process. 25, 8–15 (2017). https://doi.org/10.1016/j.jmapro.2016.10.005
Halmos, G.T.: Roll Forming Handbook. CRC Press, Boca Raton (2005)
Subramanian, S., Latifi, S.: Energy consumption optimization of cold strip rolling lubricated in mixed regime. Int J Curr Eng Technol (2020) doi:https://doi.org/10.14741/ijcet/v.10.1.1.
Murugesana, M., Sajjad, M., Jung, D.W.: Experimental and numerical investigation of cold roll forming process. IOP Conf. Ser. Mater. Sci. Eng. 758, 12067 (2020). https://doi.org/10.1088/1757-899X/758/1/012067
Crutzen, Y., Boman, R., Papeleux, L., Ponthot, J.-P.: Continuous roll forming including in-line welding and post-cut within an ALE formalism. Finite Elem. Anal. Des. 143, 11–31 (2018). https://doi.org/10.1016/j.finel.2018.01.005
Esposito, L., Bertocco, A., Sepe, R., Armentani, E.: 3D strip model for continuous roll-forming process simulation. Procedia Struct. Integr. 12, 370–379 (2018). https://doi.org/10.1016/j.prostr.2018.11.080
Tajik, Y., Moslemi Naeini, H., Azizi Tafti, R., Shirani Bidabadi, B.: A strategy to reduce the twist defect in roll-formed asymmetrical-channel sections. Thin-Walled Struct. 130, 395–404 (2018). https://doi.org/10.1016/j.tws.2018.05.013
Abeyrathna, B., Rolfe, B., Hodgson, P., Weiss, M.: Local deformation in roll forming. Int. J. Adv. Manuf. Technol. 88, 2405–2415 (2017). https://doi.org/10.1007/s00170-016-8962-0
Bhattacharyya, D., Smith, P.D., Thadakamalla, S.K., Collins, I.F.: The prediction of roll load in cold roll-forming. J. Mech. Work. Technol. 14, 363–379 (1987). https://doi.org/10.1016/0378-3804(87)90019-2
Lindgren, M.: Validation of finite element model of roll forming. (2008)
Lindgren, M.: Experimental investigations of the roll load and roll torque when high strength steel is roll formed. J. Mater. Process. Technol. 191, 44–47 (2007). https://doi.org/10.1016/j.jmatprotec.2007.03.041
Poursina, M., Salmani Tehrani, M., Poursina, D.: Application of BPANN and regression for prediction of bowing defect in roll-forming of symmetric channel section. Int. J. Mater. Form. 1, 17–20 (2008). https://doi.org/10.1007/s12289-008-0057-5
Shirani Bidabadi, B., Moslemi Naeini, H., Azizi Tafti, R., Mazdak, S.: Experimental investigation of the ovality of holes on pre-notched channel products in the cold roll forming process. J. Mater. Process. Technol. 225, 213–220 (2015). https://doi.org/10.1016/j.jmatprotec.2015.06.008
Shirani Bidabadi, B., Moslemi Naeini, H., Salmani Tehrani, M., Barghikar, H.: Experimental and numerical study of bowing defects in cold roll-formed, U-channel sections. J. Constr. Steel Res. 118, 243–253 (2016). https://doi.org/10.1016/j.jcsr.2015.11.007
Groche, P., Mueller, C., Traub, T., Butterweck, K.: Experimental and numerical determination of roll forming loads. Steel Res. Int. 85, 112–122 (2014). https://doi.org/10.1002/srin.201300190
Zeng, G., Lai, X.M., Yu, Z.Q., Lin, Z.Q.: Sensitivity analysis of parameters for multi-stand roll forming using a new booting model. J. Shanghai Jiaotong Univ. 13, 707–711 (2008). https://doi.org/10.1007/s12204-008-0707-2
Paralikas, J., Salonitis, K., Chryssolouris, G.: Optimization of roll forming process parameters—a semi-empirical approach. Int. J. Adv. Manuf. Technol. 47, 1041–1052 (2010). https://doi.org/10.1007/s00170-009-2252-z
Paralikas, J., Salonitis, K., Chryssolouris, G.: Investigation of the effect of roll forming pass design on main redundant deformations on profiles from AHSS. Int. J. Adv. Manuf. Technol. 56, 475–491 (2011). https://doi.org/10.1007/s00170-011-3208-7
R. Azizi Tafti, Optimum design of roll in cold roll forming process using artificial neural network, Tarbiat Modares University, 2008. https://parseh.modares.ac.ir/thesis/4033533.
Design-expert software, (2005) Help section, 7.0.0 edn.
Salmani Tehrani, M., Moslemi Naeini, H., Hartley, P., Khademizadeh, H.: Localized edge buckling in cold roll-forming of circular tube section. J. Mater. Process. Technol. 177, 617–620 (2006). https://doi.org/10.1016/j.jmatprotec.2006.03.201
Tehrani, M.S., Hartley, P., Naeini, H.M., Khademizadeh, H.: Localised edge buckling in cold roll-forming of symmetric channel section. Thin-Walled Struct. 44, 184–196 (2006). https://doi.org/10.1016/j.tws.2006.01.008
Hill, R., Orowan, E.: A theory of the yielding and plastic flow of anisotropic metals. Proc. R. Soc. London. Ser. A. Math. Phys. Sci. 193, 281–297 (1948). https://doi.org/10.1098/rspa.1948.0045
Hinkelmann, K., Oscar, K.: Design and Analysis of Experiments: Advanced Experimental Design. John Wiley & Sons Inc, New York (2005)
Rao, S.: Engineering Optimization: Theory and Practice, p. 2019. Wiley, New York (2019)
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Poursafar, A., Saberi, S., Tarkesh, R. et al. Experimental and mathematical analysis on spring-back and bowing defects in cold roll forming process. Int J Interact Des Manuf 16, 531–543 (2022). https://doi.org/10.1007/s12008-021-00818-5
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DOI: https://doi.org/10.1007/s12008-021-00818-5