Taguchi-Based Artificial Neural Network Modeling of Friction Process on Aluminum Alloy Reinforced with SiC Nanoparticles

Table 5

Mechanical properties with their predicted ANN.

Sr. no.	Nano-SiC (wt%)	Spindle speed (rpm)	Forge pressure (MPa)	Tensile strength (MPa)	Predicted ANN tensile	Hardness	Predicted ANN hardness
1	10	1,650	10	292	292.156	154	153.369
2	10	1,850	15	271	270.986	153	152.145
3	10	2,050	20	336	336.524	155	155.962
4	12	1,650	15	274	275.010	159	158.335
5	12	1,850	20	310	310.952	150	151.018
6	12	2,050	10	277	276.548	152	151.986
7	14	1,650	20	278	277.852	151	150.743
8	14	1,850	10	254	253.215	150	149.731
9	14	2,050	15	307	306.169	156	155.193