Abstract
This study investigates a parametric multi-objective optimization of the Tungsten Inert Gas-Metal Inert Gas (TIG-MIG) hybrid welding of AISI 1008 mild steel joints. A combined grey relational system theory and the Taguchi method was used for process optimization towards achieving a set of process parameter that maximizes both ultimate tensile strength and 0.2% yield strength for structural applications. An L-9 orthogonal array based on the Taguchi method was adopted for the experimental design matrix. Grey relational grading system was used to establish a single grade for the responses. Mathematical models for first- and second-order regressions were developed and optimum process parameter combination that optimizes the response was obtained. From the results, the gas flow rate had the most significant influence on the responses with a percentage contribution of 39.77%. Also, the second-order regression models had a higher coefficient of determination (R2) compared to the first-order regression for the two responses and, thus, represents the best fit for the process. The grey relational grade was improved by 0.0489 through process optimization. The interactive effects of process parameters and their effects on the responses are also illustrated by response surface plots. This study shows the effectiveness of the grey relational grading system in achieving a multi-objective optimization for the TIG-MIG welding process.
Similar content being viewed by others
Availability of data
The findings of this study are available within the article.
Code availability
Not applicable.
References
Zhang Y, Huang J, Ye Z, Cheng Z (2017) An investigation on butt joints of Ti6Al4V and 5A06 using MIG / TIG double-side arc welding-brazing. J Manuf Process 27:221–225. https://doi.org/10.1016/j.jmapro.2017.05.010
Ye Z, Huang J, Gao W, Zhang Y, Cheng Z, Chen S, Yang J (2017) Microstructure and mechanical properties of 5052 aluminium alloy/mild steel butt joint achieved by MIG-TIG double-sided arc welding-brazing. Mater Des 123:69–79. https://doi.org/10.1016/j.matdes.2017.03.039
Zhou YB, Fang DS, Liu LM (2017) Root welding of V-groove thick plate without backing plate by MAG-TIG double-arc welding. Int J Precis Eng Manuf 18:623–628. https://doi.org/10.1007/s12541-017-0074-8
Kanemaru S, Sasaki T, Sato T, Era T, Tanaka M (2015) Study for the mechanism of TIG-MIG hybrid welding process. Weld World 59:261–268. https://doi.org/10.1007/s40194-014-0205-0
Zong R, Chen J, Wu C (2019) A comparison of TIG-MIG hybrid welding with conventional MIG welding in the behaviors of arc, droplet and weld pool. J Mater Process Technol 270:345–355. https://doi.org/10.1016/j.jmatprotec.2019.03.003
Meng X, Qin G, Zhang Y, Fu B, Zou Z (2014) High-speed TIG–MAG hybrid arc welding of mild steel plate. J Mater Process Technol 214:2417–2424. https://doi.org/10.1016/j.jmatprotec.2014.05.020
Cheng Z, Huang J, Ye Z, Chen Y, Yang J, Chen S (2019) Microstructures and mechanical properties of copper-stainless steel butt-welded joints by MIG-TIG double-sided arc welding. J Mater Process Technol 265:87–98. https://doi.org/10.1016/j.jmatprotec.2018.10.007
Ding M, Liu SS, Zheng Y, Wang YC, Li H, Xing WQ, Yu XY, Dong P (2015) TIG-MIG hybrid welding of ferritic stainless steels and magnesium alloys with Cu interlayer of different thickness. Mater Des 88:375–383. https://doi.org/10.1016/j.matdes.2015.09.022
Ismail AAL, Fuhaid MS, Murali RV (2017) An experimental analysis on mechanical integrity of TIG-MIG hybrid weldments. Int J Mech Prod Eng 5:114–117
Zhang Y, Huang J, Ye Z, Cheng Z, Yang J, Chen S (2018) Influence of welding parameters on the IMCs and the mechanical properties of Ti/Al butt joints welded by MIG/TIG double-sided arc welding-brazing. J Alloys Compd 747:764–771. https://doi.org/10.1016/j.jallcom.2018.03.119
Khan SM, Kumar V, Mandal P, Mondal CS (2018) Experimental investigation of combined TIG-MIG welding for 304 stainless steel plates experimental investigation of combined TIG-MIG welding for 304 stainless steel plates. In: IOP Conference Series: Materials Science and Engineering. https://doi.org/10.1088/1757-899X/377/1/012067
Schneider C, Lisboa C, Silva R, Lermen R (2017) Optimizing the parameters of TIG-MIG/MAG hybrid welding on the geometry of bead welding using the Taguchi Method. J Manuf Mater Process 1:14. https://doi.org/10.3390/jmmp1020014
Somani CA, Lalwani DI (2019) Experimental investigation of TIG-MIG hybrid welding process on austenitic stainless steel. Mater Today Proc 18:4826–4834. https://doi.org/10.1016/j.matpr.2019.07.472
Wakchaure KN, Thakur AG, Gadakh V, Kumar A (2018) Multi-objective optimization of friction stir welding of aluminium alloy 6082–T6 using hybrid Taguchi-Grey relation analysis- ANN Method. Mater Today Proc 5:7150–7159. https://doi.org/10.1016/j.matpr.2017.11.380
Avinash S, Balram Y, Sridhar Babu B, Venkatramana G (2019) Multi-response optimization of pulse TIG welding process parameters of welds AISI 304 and Monel 400 using grey relational analysis. Mater Today Proc 19:296–301. https://doi.org/10.1016/j.matpr.2019.07.211
Haq AN, Marimuthu P, Jeyapaul R (2008) Multi response optimization of machining parameters of drilling Al/SiC metal matrix composite using grey relational analysis in the Taguchi method. Int J Adv Manuf Technol 37:250–255. https://doi.org/10.1007/s00170-007-0981-4
Srirangan AK, Paulraj S (2016) Multi-response optimization of process parameters for TIG welding of Incoloy 800HT by Taguchi grey relational analysis. Eng Sci Technol Int J 19:811–817. https://doi.org/10.1016/j.jestch.2015.10.003
Mathew M, Rajendrakumar PK (2011) Optimization of process parameters of boro-carburized low carbon steel for tensile strength by Taguchi method with grey relational analysis. Mater Des 32:3637–3644. https://doi.org/10.1016/j.matdes.2011.02.007
Popoola API, Fatoba OS, Popoola OM, Pityana SL (2016) The influence of heat treatment and process parameter optimization on hardness and corrosion properties of laser alloyed X12CrNiMo steel. Silicon 8(4):579–589
Fatoba OS, Akanji OL, Asha DE (2014) Optimization of carburized UNS G10170 steel process parameters using taguchi aprroach and response surface model (RSM). J Miner Mater Charact Eng 2:566–578
Fatoba OS, Akinlabi ET, Makhatha ME (2017) Effect of process parameters on the microstructure, hardness and wear resistance properties of Zn-Sn-Ti coatings on AISI 1015 steel: laser alloying technique. Int J Surf Sci Eng 11(6):489–511
Fatoba OS, Adesina OS, Farotade GA, Adediran AA (2017) Modelling and optimization of laser alloyed AISI 422 stainless steel using taguchi approach and response surface model (RSM). Curr J Appl Sci Technol 23(3):1–16
Kumar S, Singh R (2019) Investigation of tensile properties of shielded metal arc weldments of AISI 1018 mild steel with preheating process. Mater Today Proc 26:209–222. https://doi.org/10.1016/j.matpr.2019.10.167
Author information
Authors and Affiliations
Contributions
SCA—research conception, writing of original manuscript, literature review, and experimental work. OSF—data analysis, literature review, and proofreading of manuscript. SAA—proofreading of manuscript and review. ETA—proofreading of manuscript, literature review, data analysis, and materials. NM—review and data analysis.
Corresponding author
Ethics declarations
Ethical approval
Not applicable.
Consent to participate
Not applicable.
Consent to publish
All authors consent to the publication of the manuscript.
Conflict of interest
The authors declare no competing interests.
Additional information
Publisher's note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Rights and permissions
About this article
Cite this article
Abima, C.S., Akinlabi, S.A., Madushele, N. et al. Multi-objective optimization of process parameters in TIG-MIG welded AISI 1008 steel for improved structural integrity. Int J Adv Manuf Technol 118, 3601–3615 (2022). https://doi.org/10.1007/s00170-021-08181-1
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s00170-021-08181-1