Ultra yüksek mukavemetli çelik sacların zımba ile delme işleminin takım ömrü için Taguchi yöntemi kullanılarak optimizasyonu
Year 2025,
Volume: 15 Issue: 3, 728 - 739, 15.09.2025
Onur Çoban
,
Kerim Mert Çelik
,
Murat Bayraktar
,
Rahman Ehvan
,
İlker Kuzucu
Abstract
Ultra yüksek mukavemetli sacların zımba ile delinmesinde takım ömrünün artırılması ve bu sayede bakım maliyetlerinin düşürülmesi otomotiv sektörü için çok kritiktir. Bu çalışmada zımba ömrünü etkileyen zımba hammaddesi (Vanadis 4E ve Caldie ESR), zımba kaplaması (kaplamasız, AlCrN, TiAlCN), zımba uç yuvarlatma yarıçapı (0.1, 0.3 ve 0.5 mm) ve kesme boşluğu (sac kalınlığının %15, %22 ve %30’u) parametrelerinin maksimum zımba ömrü için istatistiksel olarak Taguchi metodu ve ANOVA analizleriyle optimizasyonu ve bu sayede kazanılacak bakım maliyeti hesaplaması yapılmıştır. Taguchi metodu sonuçları en yüksek zımba ömrü için hammadde olarak Caldie ESR, kaplama türü olarak TiAlCN, uç yuvarlatma yarıçapı olarak 0.3 mm ve kesme boşluğu olarak da sacın %15’inin seçilmesi gerektiğini göstermiştir. ANOVA analizleri sonucunda ise %61.71’lik katkı oranı ile kaplama türü ve ardından %24.12’lük katkı oranı ile kesme boşluğu en etkin faktörler olarak belirlenmiştir. Yapılan istatistiksel optimizasyon sayesinde zımba ömrü 2538 işlemden 22080 işleme yükseltilirken 100000 delme işlemi için bakım maliyetlerinde yaklaşık 465819 TL’lik kazanç elde edilmiştir. Ultra yüksek mukavemetli sacların zımba ile delinmesinde zımba ömrü iyileştirmesi ve dolaylı olarak bakım maliyetlerinin minimize edilmesi için istatistiksel proses optimizasyonunun gerekliliği başarıyla ortaya konmuştur.
Ethical Statement
Bu makalenin yazarları, bu çalışmada kullanılan materyal ve yöntemlerin etik kurul izni ve / veya yasal-özel izin gerektirmediğini beyan eder.
Thanks
Yazarlar, çalışmanın yürütülmesindeki destekleri için Linde Opsan A.Ş.'nin tüm çalışanlarına teşekkür eder. Yazarlar ayrıca malzeme tedarikindeki destekleri için Uddeholm firmasına teşekkürü bir borç bilir.
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Achouri, M., Germain, G., Santo, P. D., & Delphine, Saidane (2014). Experimental and numerical analysis of micromechanical damage in the punching process for High-Strength Low-Alloy steels. Materials and Design, 56, 657–670. https://doi.org/10.1016/j.matdes.2013.11.016
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Alpay, Y. O., Uygur, I., Kilincel, M., Samtas, G. (2023). Cure cycle optimization of infrared cured composites using Taguchi method. J Appl Polym Sci, 140 (22): e53922. https://doi.org/10.1002/app.53922
-
Arslan, Y., Uygur, I., Jazdzewska, A. (2015). The Effect of Cryogenic Treatment on Microstructure and Mechanical Response of AISI D3 Tool Steel Punches. J. Manuf. Sci. Eng., 137(3): 034501, 1-6. https://doi.org/10.1115/1.4029567
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Beylergil, B. (2024). Hoop Strength Optimization of 3D-Printed Polylactic Acid (PLA) Rings Using Taguchi Method. International Review of Mechanical Engineering (I.RE.M.E.), 18(5). https://doi.org/10.15866/ireme.v18i5.24978
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Bohdal, Ł., Kukiełka, L., Patyk, R., Koska, K., Chodór, J., Czyzewski, K. (2022). Experimental and Numerical Studies of Tool Wear Processes in the Nibbling Process. Materials, 15, 107. https://doi.org/10.3390/ma15010107
-
Brenner, D., Kleinert, F., Imiela, J., Westkämper, E. (2017). Life Cycle Management of Cutting Tools: Comprehensive Acquisition and Aggregation of Tool Life Data. Procedia CIRP, 61, 311 – 316. https://doi.org/10.1016/j.procir.2016.11.168
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Chongthairungruang, B., Uthaisangsuk, V., Suranuntchai, S., & Jirathearanat, S. (2013). Springback prediction in sheet metal forming of high strength steels. Materials and Design, 50, 253–266. https://doi.org/10.1016/j.matdes.2013.02.060
-
Chumrum, P., Koga, N., & Premanond, V. (2015). Experimental investigation of energy and punch wear in piercing of advanced high-strength steel sheet. Int J Adv Manuf Technol, 79, 1035–1042. https://doi.org/10.1007/s00170-015-6902-z
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Çavuşoğlu, O. (2022). An Investigation of Punch Radius and Clearance Effects on the Sheet Metal Blanking Process. International Journal of Automotive Science and Technology, 6 (4): 309-316. https://doi.org/10.30939/ijastech..1190699
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Drexler, A., Bergmann, C., Manke, G., Kokotin, V., Mraczek, K., Leitner, S., Pohl, M., & Ecker, W. (2021). Local hydrogen accumulation after cold forming and heat treatment in punched advanced high strength steel sheets. Journal of Alloys and Compounds, 856, 158226. https://doi.org/10.1016/j.jallcom.2020.158226
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Dündar, M., Uygur, I., and Ekici, E. (2025). Optimization of low-velocity impact behavior of FML structures at different environmental temperatures using Taguchi method and grey relational analysis. Journal of Composite Materials, 59 (7), 885-906. https://doi.org/10.1177/00219983241301751
-
Eriksson, J., & Olsson M. (2011). Tribological testing of commercial CrN, (Ti, Al)N and CrC/C PVD coatings – evaluation of galling and wear characteristics against different high strength steels. Surface and Coatings Technology, 205(16), 4045–4051. https://doi.org/10.1016/j.surfcoat.2011.02.053
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Eryılmaz, İ., & Gürün, H. (2021). DP600 Sac Malzemenin Delik Flanşlama İşleminde Zımba Formunun Etkileri. Muş Alparslan Üniversitesi Mühendislik-Mimarlık Fakültesi Dergisi, 2(1), 44-53. https://dergipark.org.tr/tr/pub/maummfd/issue/65869/1028334
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Gomah, M., Demiral, M. (2020). An Experimental and Numerical Investigation of an Improved Shearing Process with Different Punch Characteristics. Journal of Mechanical Engineering, 66(6), 375-384. http://dx.doi.org/10.5545/sv-jme.2020.6583
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Hazir, E., & Koc, K. H. (2019). Optimization of Wood Machining Parameters In CNC Routers: Taguchi Orthogonal Array Based Simulated Angling Algorithm. Maderas. Ciencia y tecnología, 21(4), 493-510. http://dx.doi.org/10.4067/S0718-221X2019005000406
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Hentati, F., Hadriche, I., Masmoudi, N., & Bradai, C. (2020). Experimental design to enhance the surface appearance, the internalstructure, and the shear stresses of injected and metallized polycarbonate/acrylonitrile–butadiene-styrene parts. J. Appl. Polym. Sci., 48384, 1-13. https://doi.org/10.1002/app.48384
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Kasie, F. M., & Bright G. (2022) Cutting Tools Assignment and Control Using Neutrosophic Case-Based Reasoning and Best Worst Method. Advances in Operations Research, 2022(1), 4344686. https://doi.org/10.1155/2022/4344686
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Kasie, F. M., & Bright, G. (2021). Integrating fuzzy case-based reasoning, parametric and feature-based cost estimation methods for machining process. Journal of Modelling in Management, 16(3), 825-847. https://www.emerald.com/insight/1746-5664.htm
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Lara, A., Frómeta, D., Parareda, S., Casellas, D., Larour, P., Hinterdorfer, J., Atzema, E., & Heuse, M. (2022). Sheared edge formability characterization of cold-rolled advanced high strength steels for automotive applications. IOP Conf. Series: Materials Science and Engineering, 1238(1):012029.
-
Lee H. Y., & Park J. Y. (2018). A Study on the Punch Shape for Improving Tool Life in Shearing AHSS. IOP Conf. Series: Materials Science and Engineering, 418, 012063. https://doi.org/10.1088/1757-899X/418/1/012063
-
Li, H., Wu, X., Li, G., & Zhou, D. (2020). Chipping damage of die for trimming advanced high-strength steel sheet: Evaluation and analysis. Journal of Materials Processing Tech., 285, 116787. https://doi.org/10.1016/j.jmatprotec.2020.116787
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-
Mackensen, A., Golle, M., Golle, R., & Hoffmann, H. (2010). Experimental investigation of the cutting force reduction during the blanking operation of AHSS sheet materials. CIRP Annals-Manufacturing Technology, 59, 283–286. https://doi.org/10.1016/j.cirp.2010.03.110
-
Mehat, N. M., & Kamaruddin, S. (2012). Quality control and design optimisation of plastic product using Taguchi method: a comprehensive review. Int J Plas Tech, 16, 194-209. https://doi.org/10.1007/s12588-012-9037-1
-
Mori, K., Abe, Y., & Murai, Y. (2020). Prevention of delayed cracking of punched 1.5 GPa ultra-high strength steel sheets by ironing with punched slug. The International Journal of Advanced Manufacturing Technology, 109, 2503–2510. https://doi.org/10.1007/s00170-020-05786-w
-
Mori, K., Abe, Y., Kidoma, Y., & Kadarno, P. (2013). Slight clearance punching of ultra-high strength steel sheets using punch having small round edge. International Journal of Machine Tools & Manufacture, 65, 41–46. https://doi.org/10.1016/j.ijmachtools.2012.09.005
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Mori, K., Maeno, T., & Fuzisaka, S. (2012). Punching of ultra-high strength steel sheets using local resistance heating of shearing zone. Journal of Materials Processing Technology, 212, 534– 540. https://doi.org/10.1016/j.jmatprotec.2011.10.021
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Mori, K., Saito, S., & Maki, S. (2008). Warm and hot punching ofultra high strength steel sheet. Ann CIRP, 57, 321–324. https://doi.org/10.1016/j.cirp.2008.03.125
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Optimization of punching process of ultra high strength steel sheets for tool life using Taguchi method
Year 2025,
Volume: 15 Issue: 3, 728 - 739, 15.09.2025
Onur Çoban
,
Kerim Mert Çelik
,
Murat Bayraktar
,
Rahman Ehvan
,
İlker Kuzucu
Abstract
Increasing tool life and thus reducing maintenance costs in hole punching of ultra-high strength sheet metal is critical for the automotive industry. In this study, the punch raw material (Vanadis 4E and Caldie ESR), punch coating (uncoated, AlCrN, TiAlCN), punch tip radius (0.1, 0.3 and 0.5 mm) and clearance (15%, 22% and 30% of the sheet thickness) parameters affecting the punch life were statistically optimised by Taguchi method and ANOVA analyses for maximum punch life and maintenance cost calculation. Taguchi method results showed that Caldie ESR should be selected as the raw material, TiAlCN as the coating type, 0.3 mm as the tip rounding radius and 15% of the sheet as the cutting gap for the highest punch life. As a result of ANOVA analyses, coating type with a contribution rate of 61.71% and then cutting gap with a contribution rate of 24.12% were determined as the most effective factors. Thanks to the statistical optimisation, the punch life has been increased from 2538 to 22080 operations, while a gain of approximately 465819 TL in maintenance costs for 100000 punching operations has been achieved. The necessity of statistical process optimisation for punch life improvement and indirectly minimising maintenance costs in hole punching of ultra-high strength sheets has been successfully demonstrated.
References
-
Abe, Y., Ijichi, W., Mori, K., & Miyazawa, S. (2020). Bending process for producing uniform angle distribution from ultra-high strength steel sheets having thickness distribution. The International Journal of Advanced Manufacturing Technology, 107, 2251-2260. https://doi.org/10.1007/s00170-020-05174-4
-
Abe, Y., Mori, K., Nakanoshita, S., & Kadarno, P. (2014). Direct Punching in Inclined Ultra-High Strength Steel Sheets. Key Engineering Materials, 622-623, 1051-1057. https://doi.org/10.4028/www.scientific.net/KEM.622-623.1051
-
Achouri, M., Germain, G., Santo, P. D., & Delphine, Saidane (2014). Experimental and numerical analysis of micromechanical damage in the punching process for High-Strength Low-Alloy steels. Materials and Design, 56, 657–670. https://doi.org/10.1016/j.matdes.2013.11.016
-
Alpay, Y. O., Uygur, I., Kilincel, M., Samtas, G. (2023). Cure cycle optimization of infrared cured composites using Taguchi method. J Appl Polym Sci, 140 (22): e53922. https://doi.org/10.1002/app.53922
-
Arslan, Y., Uygur, I., Jazdzewska, A. (2015). The Effect of Cryogenic Treatment on Microstructure and Mechanical Response of AISI D3 Tool Steel Punches. J. Manuf. Sci. Eng., 137(3): 034501, 1-6. https://doi.org/10.1115/1.4029567
-
Beylergil, B. (2024). Hoop Strength Optimization of 3D-Printed Polylactic Acid (PLA) Rings Using Taguchi Method. International Review of Mechanical Engineering (I.RE.M.E.), 18(5). https://doi.org/10.15866/ireme.v18i5.24978
-
Bohdal, Ł., Kukiełka, L., Patyk, R., Koska, K., Chodór, J., Czyzewski, K. (2022). Experimental and Numerical Studies of Tool Wear Processes in the Nibbling Process. Materials, 15, 107. https://doi.org/10.3390/ma15010107
-
Brenner, D., Kleinert, F., Imiela, J., Westkämper, E. (2017). Life Cycle Management of Cutting Tools: Comprehensive Acquisition and Aggregation of Tool Life Data. Procedia CIRP, 61, 311 – 316. https://doi.org/10.1016/j.procir.2016.11.168
-
Chongthairungruang, B., Uthaisangsuk, V., Suranuntchai, S., & Jirathearanat, S. (2013). Springback prediction in sheet metal forming of high strength steels. Materials and Design, 50, 253–266. https://doi.org/10.1016/j.matdes.2013.02.060
-
Chumrum, P., Koga, N., & Premanond, V. (2015). Experimental investigation of energy and punch wear in piercing of advanced high-strength steel sheet. Int J Adv Manuf Technol, 79, 1035–1042. https://doi.org/10.1007/s00170-015-6902-z
-
Çavuşoğlu, O. (2022). An Investigation of Punch Radius and Clearance Effects on the Sheet Metal Blanking Process. International Journal of Automotive Science and Technology, 6 (4): 309-316. https://doi.org/10.30939/ijastech..1190699
-
Drexler, A., Bergmann, C., Manke, G., Kokotin, V., Mraczek, K., Leitner, S., Pohl, M., & Ecker, W. (2021). Local hydrogen accumulation after cold forming and heat treatment in punched advanced high strength steel sheets. Journal of Alloys and Compounds, 856, 158226. https://doi.org/10.1016/j.jallcom.2020.158226
-
Dündar, M., Uygur, I., and Ekici, E. (2025). Optimization of low-velocity impact behavior of FML structures at different environmental temperatures using Taguchi method and grey relational analysis. Journal of Composite Materials, 59 (7), 885-906. https://doi.org/10.1177/00219983241301751
-
Eriksson, J., & Olsson M. (2011). Tribological testing of commercial CrN, (Ti, Al)N and CrC/C PVD coatings – evaluation of galling and wear characteristics against different high strength steels. Surface and Coatings Technology, 205(16), 4045–4051. https://doi.org/10.1016/j.surfcoat.2011.02.053
-
Eryılmaz, İ., & Gürün, H. (2021). DP600 Sac Malzemenin Delik Flanşlama İşleminde Zımba Formunun Etkileri. Muş Alparslan Üniversitesi Mühendislik-Mimarlık Fakültesi Dergisi, 2(1), 44-53. https://dergipark.org.tr/tr/pub/maummfd/issue/65869/1028334
-
Gomah, M., Demiral, M. (2020). An Experimental and Numerical Investigation of an Improved Shearing Process with Different Punch Characteristics. Journal of Mechanical Engineering, 66(6), 375-384. http://dx.doi.org/10.5545/sv-jme.2020.6583
-
Handoyo, S., Suharman, H., Ghani, E.K, & Soedarsono S. (2023). A business strategy, operational efficiency, ownership structure, and manufacturing performance: The moderating role of market uncertainty and competition intensity and its implication on open innovation. Journal of Open Innovation: Technology, Market, and Complexity, 9:100039. http://dx.doi.org/10.1016/j.joitmc.2023.100039
-
Hazir, E., & Koc, K. H. (2019). Optimization of Wood Machining Parameters In CNC Routers: Taguchi Orthogonal Array Based Simulated Angling Algorithm. Maderas. Ciencia y tecnología, 21(4), 493-510. http://dx.doi.org/10.4067/S0718-221X2019005000406
-
Hentati, F., Hadriche, I., Masmoudi, N., & Bradai, C. (2020). Experimental design to enhance the surface appearance, the internalstructure, and the shear stresses of injected and metallized polycarbonate/acrylonitrile–butadiene-styrene parts. J. Appl. Polym. Sci., 48384, 1-13. https://doi.org/10.1002/app.48384
-
Kasie, F. M., & Bright G. (2022) Cutting Tools Assignment and Control Using Neutrosophic Case-Based Reasoning and Best Worst Method. Advances in Operations Research, 2022(1), 4344686. https://doi.org/10.1155/2022/4344686
-
Kasie, F. M., & Bright, G. (2021). Integrating fuzzy case-based reasoning, parametric and feature-based cost estimation methods for machining process. Journal of Modelling in Management, 16(3), 825-847. https://www.emerald.com/insight/1746-5664.htm
-
Lara, A., Frómeta, D., Parareda, S., Casellas, D., Larour, P., Hinterdorfer, J., Atzema, E., & Heuse, M. (2022). Sheared edge formability characterization of cold-rolled advanced high strength steels for automotive applications. IOP Conf. Series: Materials Science and Engineering, 1238(1):012029.
-
Lee H. Y., & Park J. Y. (2018). A Study on the Punch Shape for Improving Tool Life in Shearing AHSS. IOP Conf. Series: Materials Science and Engineering, 418, 012063. https://doi.org/10.1088/1757-899X/418/1/012063
-
Li, H., Wu, X., Li, G., & Zhou, D. (2020). Chipping damage of die for trimming advanced high-strength steel sheet: Evaluation and analysis. Journal of Materials Processing Tech., 285, 116787. https://doi.org/10.1016/j.jmatprotec.2020.116787
-
Luo, S. Y. (1999). Effect of the geometry and the surface treatment of punching tools on the tool life and wear conditions in the piercing of thick steel plate. Journal of Materials Processing Technology, 88, 122-133. https://doi.org/10.1016/S0924-0136(98)00375-6
-
Mackensen, A., Golle, M., Golle, R., & Hoffmann, H. (2010). Experimental investigation of the cutting force reduction during the blanking operation of AHSS sheet materials. CIRP Annals-Manufacturing Technology, 59, 283–286. https://doi.org/10.1016/j.cirp.2010.03.110
-
Mehat, N. M., & Kamaruddin, S. (2012). Quality control and design optimisation of plastic product using Taguchi method: a comprehensive review. Int J Plas Tech, 16, 194-209. https://doi.org/10.1007/s12588-012-9037-1
-
Mori, K., Abe, Y., & Murai, Y. (2020). Prevention of delayed cracking of punched 1.5 GPa ultra-high strength steel sheets by ironing with punched slug. The International Journal of Advanced Manufacturing Technology, 109, 2503–2510. https://doi.org/10.1007/s00170-020-05786-w
-
Mori, K., Abe, Y., Kidoma, Y., & Kadarno, P. (2013). Slight clearance punching of ultra-high strength steel sheets using punch having small round edge. International Journal of Machine Tools & Manufacture, 65, 41–46. https://doi.org/10.1016/j.ijmachtools.2012.09.005
-
Mori, K., Maeno, T., & Fuzisaka, S. (2012). Punching of ultra-high strength steel sheets using local resistance heating of shearing zone. Journal of Materials Processing Technology, 212, 534– 540. https://doi.org/10.1016/j.jmatprotec.2011.10.021
-
Mori, K., Saito, S., & Maki, S. (2008). Warm and hot punching ofultra high strength steel sheet. Ann CIRP, 57, 321–324. https://doi.org/10.1016/j.cirp.2008.03.125
-
Mucha, J. (2010). An experimental analysis of effects of various material tool’s wear on burr during generator sheets blanking. Int J Adv Manuf Technol, 50, 495–507. https://doi.org/10.1007/s00170-010-2554-1
-
Nothhaft, K., Suh, J., Golle, M., Picas, I., Casellas, D., & Volk, W. (2012). Shear cutting of press hardened steel: influence of punch chamfer on process forces, tool stresses and sheared edge qualities. Prod. Eng. Res. Devel, 6, 413–420. https://doi.org/10.1007/s11740-012-0404-8
-
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