PTFE in Wet and Dry Drilling: Two-Tier Modeling and Optimization through ANFIS

Table 4

Training data input and testing data input used in ANFIS.

Expt. No.	Speed (N)	Feed (f)	Point angle ()	Dry condition	Wet condition
				RSM-calculated Ra	RSM-calculated Ra
	rpm	mm/min	0	μm	μm
Training dataset
1	800	0.05	100	0.8209	0.8001
2	800	0.05	135	1.0587	0.9800
3	800	0.1	118	1.0660	1.0159
4	800	0.15	100	1.1873	1.1440
5	800	0.15	118	1.3749	1.3005
6	800	0.15	135	1.5596	1.4703
7	1500	0.05	100	0.8292	0.7784
8	1500	0.05	135	0.8717	0.7981
9	1500	0.1	118	1.0993	1.0335
10	1500	0.1	135	1.1564	1.0899
11	1500	0.15	100	1.4463	1.3656
12	1500	0.15	118	1.5335	1.4397
13	2200	0.05	100	0.9974	0.9664
14	2200	0.05	135	0.8447	0.8259
15	2200	0.1	118	1.2924	1.2607
16	2200	0.1	135	1.2548	1.2393
17	2200	0.15	100	1.8652	1.7970
18	2200	0.15	118	1.8520	1.7886
Test dataset
1	800	0.05	118	0.887	0.8813
2	800	0.1	100	0.895	0.8971
3	800	0.15	135	1.581	1.4703
4	1500	0.05	118	0.97	0.7772
5	1500	0.1	100	1.162	0.9970
6	1500	0.15	135	1.488	1.5317
7	2200	0.05	118	0.897	0.8828
8	2200	0.1	100	1.215	1.3067
9	2200	0.15	135	1.875	1.8028