Experimental investigation and ANFIS-based modelling of effect of process parameters on friction stir spot welding of Al 6061-T6

被引:8
作者
Chaudhary, Neeru [1 ]
Singh, Sarbjit [1 ]
机构
[1] Punjab Engn Coll, Dept Mech Engn, Chandigarh, India
关键词
Friction stir spot welding (FSSW); design of experiment (DOE); Taguchi; adaptive neuro fuzzy inference system (ANFIS); MECHANICAL-PROPERTIES; DWELL TIME; ROTATION SPEED; MICROSTRUCTURE;
D O I
10.1080/2374068X.2022.2096833
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
This research presents the behaviour of different friction stir spot welding (FSSW) process parameters on tensile-shear load (TSL) of weld joints. There is a need to optimise the parameters and develop a prediction model in order to ease and smoothen the work flow. Three parameters with three levels considered in this research were tool rotation speed (rpm), dwell time (s) and plunge rate (mm/min). The influence of these factors on tensile shear strength was of definite interest in this research. A statistical practice known as Taguchi was performed to analyse and determine the optimum combination of process parameters as 1500 rpm, 18 s and 20 mm/min, respectively. Additionally, the paper presents an adaptive neuro fuzzy inference system (ANFIS) model to estimate the output at various arrangements of input parameters. The outcomes showed that the ANFIS model accurately predicted the output and there was a minute difference between experimentally obtained values and predicted values of the response.
引用
收藏
页码:64 / 74
页数:11
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