Modeling of Multi Layered ANN Architecture for Resistance Spot Welding Process
Vigneshkumar M1, Ashoka Varthanan P2, Lakshmanaprabhu A3, Kamal Prasad S P4, Nithin Kumar N5, Aravind Kumar V6
1Vigneshkumar M, Sri Krishna college of Engineering and Technology, Coimbatore, India.
2Ashoka Varthanan P Sri Krishna college of Engineering and Technology, Coimbatore, India.
3Lakshmanaprabhu A, Sri Krishna college of Engineering and Technology, Coimbatore, India.
4Kamal Prasad S P, Sri Krishna college of Engineering and Technology, Coimbatore, India.
5Nithin Kumar N, Sri Krishna college of Engineering and Technology, Coimbatore, India.
6Aravind kumar V, Sri Krishna college of Engineering and Technology, Coimbatore, India.
Manuscript received on 25 August 2019. | Revised Manuscript received on 18 September 2019. | Manuscript published on 30 September 2019. | PP: 1327-1329 | Volume-8 Issue-11, September 2019. | Retrieval Number: J95870881019/2019©BEIESP | DOI: 10.35940/ijitee.J9587.0981119
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© The Authors. Blue Eyes Intelligence Engineering and Sciences Publication (BEIESP). This is an open access article under the CC-BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/)
Abstract: Resistance spot welding process was widely used in the automobile industry since the early nineteenth century and still being used in the production of automobiles. Several works were carried over the several years on spot welding of different materials. The recent researchers are focusing on welding different materials using resistance spot welding process using new techniques. The present study discusses about modelling of ANN architecture. Based on the results of the cross tension failure load of resistance spot welds, the ANN model is created. It is found that the architecture consisting of 4 neurons in the interface layer has least mean square error compared to other architectures. Mean square error of architectures with varying number of neurons in the interface layer is evaluated in the present study.
Keywords: RSW – Resistance spot welding process, AHSS – Advanced High strength steels, ASS –Austenitic stainless steels.
Scope of the Article: Open Models and Architectures