Two-staged technique for determining ultimate tensile strength in MIG welding of mild steel

Pardon Baloyi, Stephen A. Akinlabi*, Nkosinathi Madushele, Paul A. Adedeji, Sunir Hassan, Zwelinzima Mkoko, Esther T. Akinlabi

*Corresponding author for this work

Research output: Contribution to journalConference articlepeer-review

8 Citations (Scopus)

Abstract

Optimization of welding parameters is highly significant in welding process and intelligent prediction of process parameters leverages data availability towards reducing cost of experimental procedures. In this study, a two-staged technique which integrates Taguchi method and adaptive neurofuzzy inference system (ANFIS) models was proposed to optimize and predict weld tensile strength of AISI1008 Mild steel plates of 3 mm thickness mild steel plates similar butt welds produced through metal inert gas (MIG) welding process. Three process parameters, namely; welding voltage, welding current, and gas flow rate are used as input parameters of the model whereas the tensile strength of the welded mild steel plate is considered as the output parameter. The maximum ultimate tensile strength of the welded joint was found at 99 MPa. The analysis of variance results also shows that welding voltage contributes 57.3%, more than welding current which contributes 20% and gas flow rate contributes 10% in affecting the strength of the weld. The ANFIS model also shows a root mean square error (RMSE) of 0.16, a mean absolute deviation (MAD) of 0.1125 and a variance accounted for (VAF) of 99.99. This further emphasis the effectiveness of ANFIS modeling technique in welding operations. On the overall, Taguchi method is an effective optimization method and an integration of ANFIS technique can reduce the cost and throughput associated with running further experiments.

Original languageEnglish
Pages (from-to)1227-1234
Number of pages8
JournalMaterials Today: Proceedings
Volume44
Issue number1
Early online date25 Dec 2020
DOIs
Publication statusPublished - 2021
Externally publishedYes
Event11th International Conference on Materials Processing and Characterization - Indore, India
Duration: 15 Dec 202017 Dec 2020

Cite this