Abstract
We investigated the parametric optimization on incremental sheet forming of stainless steel using Grey Relational Analysis (GRA) coupled with Principal Component Analysis (PCA). AISI 316L stainless steel sheets were used to develop double wall angle pyramid with aid of tungsten carbide tool. GRA coupled with PCA was used to plan the experiment conditions. Control factors such as Tool Diameter (TD), Step Depth (SD), Bottom Wall Angle (BWA), Feed Rate (FR) and Spindle Speed (SS) on Top Wall Angle (TWA) and Top Wall Angle Surface Roughness (TWASR) have been studied. Wall angle increases with increasing tool diameter due to large contact area between tool and workpiece. As the step depth, feed rate and spindle speed increase, TWASR decreases with increasing tool diameter. As the step depth increasing, the hydrostatic stress is raised causing severe cracks in the deformed surface. Hence it was concluded that the proposed hybrid method was suitable for optimizing the factors and response.
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Hidiroglu M, Serce O, Karabulut H, et al. Study on Micro TIG Tube Welding of Thin Extra AISI 321 Austenitic Stainless Steel Sheets[J]. The Eurasia Proceedings of Science Technology Engineering and Mathematics, 2018, 4: 263–270
Maidagan E, Zettler J, Bambach M, et al. A New Incremental Sheet Forming Process Based on a Flexible Supporting Die System[J]. In Key Engineering Materials, 2007, 344: 607–614
Frohn-Sörensen P, Geueke M, Tuli T B, et al. 3D Printed Prototyping Tools for Flexible Sheet Metal Drawing[J]. The International Journal of Advanced Manufacturing Technology, 2021, 115(7):1–15
Liu Z. Heat-assisted Incremental Sheet Forming: a State-of-the-art Review[J]. The International Journal of Advanced Manufacturing Technology, 2018, 98: 2 987–3 003
Milutinović M, Lendjel R, Baloš S, et al. Characterization of Geometrical and Physical Properties of a Stainless Steel Denture Framework Manufactured by Single-point Incremental Forming[J]. Journal of Materials Research and Technology, 2021, 10: 605–623
Hassan M, Hussain G, Wei H, et al. Progress on Single-point Incremental Forming of Polymers[J]. The International Journal of Advanced Manufacturing Technology, 2021, 114(1): 1–26
Pratheesh Kumar S and Elangovan S. Optimization in Single Point Incremental Forming of Inconel 718 Through Response Surface Methodology[J]. Transactions of the Canadian Society for Mechanical Engineering, 2019, 44: 148–160
Dabwan A, Ragab A E, Saleh M A, et al. Study of the Effect of Process Parameters on Surface Profile Accuracy in Single-Point Incremental Sheet Forming of AA1050-H14 Aluminum Alloy[J]. Advances in Materials Science and Engineering, 2020: 1–15
Mulay A, Ben S, Ismail S, et al. Experimental Investigations into the Effects of SPIF Forming Conditions on Surface Roughness and Formability by Design of Experiments[J]. Journal of the Brazilian Society of Mechanical Sciences and Engineering, 2017, 39: 3 997–4 010
Nasulea D and Oancea G. Achieving Accuracy Improvements for Single-Point Incremental Forming Process Using a Circumferential Hammering Tool[J]. Metals, 2021, 11: 482
Baruah A, Pandivelan C, Jeevanantham A K, et al. Optimization of AA5052 in Incremental Sheet Forming Using Grey Relational Analysis[J]. Measurement, 2017, 106: 95–100
Kumar V and Kumar R. Investigation of Surface Roughness in Incremental Sheet Forming of AA 2014-T6 using Taguchi’s Method[J]. In Journal of Physics: Conference Series, 2020, 1519: 012 009
Xiao X, Kim J J, Hong M P, et al. RSM and BPNN Modeling in Incremental Sheet Forming Process for AA5052 Sheet: Multi-objective Optimization Using Genetic Algorithm[J]. Metals, 2020, 10: 1 003
Murugesan M and Jung D W. Formability and Failure Evaluation of AA3003-H18 Sheets in Single-Point Incremental Forming Process through the Design of Experiments[J]. Materials, 2021, 14: 808
Azeez T M, Ikumapayi O M, Bodunde O P, et al. Measurement of Surface Roughness on a Transmission Shaft Using CNC and Conventional Lathes Machining[J]. International Journal of Scientific and Technology Research, 2019, 8: 1 626–1 633
Horváth R and Drégelyi-Kiss Á. Analysis of Surface Roughness of Aluminum Alloys Fine Turned: United Phenomenological Models and Multi-performance Optimization[J]. Measurement, 2015, 65: 181–192
Gandla P K, Kurra S, Prasad K S, et al. Effect of Pre-cut hole Diameter on Deformation Mechanics in Multi-stage Incremental Hole Flanging of Deep Drawing Quality Steel[J]. Archives of Civil and Mechanical Engineering, 2021, 21(1):1–23
Oraon M and Sharma V. Prediction of Surface Roughness in Single Point Incremental Forming of AA3003-O Alloy Using Artificial Neural Network[J]. International Journal of Materials Engineering Innovation, 2018, 9: 1–19
Arfa H, Bahloul R, BelHadj Salah H, et al. Finite Element Modeling and Experimental Investigation of Single Point Incremental Forming Process of Aluminum Sheets: Influence of Process Parameters on Punch Force Monitoring and on Mechanical and Geometrical Quality of Parts[J]. International Journal of Material Forming, 2013,6: 483–510
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Visagan, A., Ganesh, P. A Hybrid Optimization Approach of Single Point Incremental Sheet Forming of AISI 316L Stainless Steel Using Grey Relation Analysis Coupled with Principal Component Analysiss. J. Wuhan Univ. Technol.-Mat. Sci. Edit. 39, 160–166 (2024). https://doi.org/10.1007/s11595-024-2867-9
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DOI: https://doi.org/10.1007/s11595-024-2867-9