Table 2.

Central composite design (CCD) with experimental responses and predicted responses.

S.No	Parameters					Experimental value*					RSM prediction					ANFIS prediction					Machine learning algorithm prediction
	X1	X2	X3	X4	X5	y1	y2	y3	y4	y5	y1	y2	y3	y4	y5	y1	y2	y3	y4	y5	y1	y2	y3	y4	y5
1	1	60	18	45	65	432.26	312.34	62.65	59.45	54.67	432.03	298.47	62.04	58.87	53.90	432	312	62.7	59.5	54.7	643.54	411.64	76.84	71.12	66.30
2	1	70	18	45	75	462.56	325.58	65.43	61.92	56.58	447.98	309.29	62.20	58.14	53.02	463	326	65.4	61.9	56.6	572.68	346.90	66.05	62.82	57.70
3	0.5	60	18	35	75	599.06	391.56	72.34	66.45	61.06	600.04	382.65	73.64	67.52	62.77	599	392	72.3	66.4	61.1	643.54	411.64	76.84	71.12	66.30
4	0.155	65	23	40	70	670.32	451.45	81.23	77.39	71.55	739.73	466.89	83.08	77.92	72.81	670	451	81.2	77.4	71.6	643.54	411.64	76.84	71.12	66.30
5	1	70	28	45	75	562.56	353.03	68.03	65.4	60.48	511.45	336.76	66.65	62.19	57.47	563	353	68	65.4	60.5	631.10	393.11	74.63	68.02	63.66
6	0.5	70	18	35	65	653.28	403.06	76.27	72.04	68.76	616.82	393.6	75.529	71.296	66.94	653	403	76.3	72	68.8	643.54	411.64	76.84	71.12	66.30
7	0.75	65	23	28.11	70	498.34	334.56	67.83	63.45	57.46	495.19	328.22	64.787	59.87	54.62	498	335	67.8	63.5	57.5	631.10	393.11	74.63	68.02	63.66
8	1	70	18	45	65	427.56	319.48	65.84	61.5	57.36	449.98	314.75	64.64	61.48	57.24	428	319	65.8	61.3	57.4	643.54	411.64	76.84	71.12	66.30
9	1	60	18	35	65	431.67	320.25	65.82	62.87	58.26	432.81	291.18	61.55	56.50	52.15	432	320	65.8	62.9	58.3	417.93	301.03	61.55	57.98	53.38
10	0.75	76.89	23	40	70	513.63	367.58	66.61	63.65	59.34	552.59	364.22	66. 4	63.330	59.21	514	368	66.6	63.7	59.3	631.10	393.11	74.63	68.02	63.66
11	1	60	28	45	75	423.78	321.25	61.64	57.72	52.08	458.15	311.1	60.17	55.92	51.12	424	321	61.6	57.7	52.1	572.68	346.90	66.05	62.82	57.70
12	0.5	70	18	45	75	659.43	413.76	77.59	73.04	68.56	629.26	401.48	78.11	73.21	68.54	659	414	77.6	73	68.6	643.54	411.64	76.84	71.12	66.30
13	0.5	60	18	45	65	642.57	396.56	76.06	71.43	65.33	647.3	399.68	73.18	69.23	63.91	643	397	76.1	71.4	65.3	417.93	301.03	61.55	57.98	53.38
14	0.5	60	28	45	65	660.12	422.6	63.45	59.93	55.52	629.26	401.58	66.50	62.43	57.43	660	423	63.5	59.9	55.6	631.10	393.11	74.63	68.02	63.66
15	1	70	18	35	75	414.56	299.39	52.02	48.93	43.78	408.63	284.88	55.78	51.62	47.28	415	299	52	48.9	43.8	417.93	301.03	61.55	57.98	53.38
16	1	60	28	35	75	398.76	286.48	51.72	46.67	41.37	420.15	291.17	56.39	52.79	47.56	399	286	51.7	46.7	41.4	643.54	411.64	76.84	71.12	66.30
17	0.5	70	28	35	65	656.45	412.92	77.54	73.85	68.67	619.4	400.83	75.90	72.02	67.17	656	413	77.5	73.9	68.7	572.68	346.90	66.05	62.82	57.70
18	0.75	65	23	51.89	70	556.34	366.45	69.6	65.73	61.32	553.18	366.19	69.89	65.54	60.56	556	366	69.6	65.7	56.1	572.68	346.90	66.05	62.82	57.70
19	0.75	65	23	40	70	482.67	325.67	72.74	68.63	63.65	483.67	324.5	72.28	67.22	62.85	484	325	72.5	67.5	63.1	643.54	411.64	76.84	71.12	66.30
20	0.75	65	34.89	40	70	536.32	367.34	69.43	65.91	61.27	559.71	360	66.64	63.10	58.07	536	367	69.4	65.9	61.3	631.10	393.11	74.63	68.02	63.66
21	1	60	18	45	75	404.45	278.31	56.71	51.76	46.64	447.98	309.3	62.20	58.14	53.02	404	278	56.7	51.8	46.6	643.54	411.64	76.84	71.12	66.30
22	1	60	28	45	65	395.67	264.37	53.56	47.62	42.27	403.45	277.84	54.12	49.77	44.72	396	264	53.6	47.7	42.3	572.68	346.90	66.05	62.82	57.70
23	0.75	65	23	40	70	481.36	326.54	74.75	70.74	64.18	483.67	324.5	72.28	67.22	62.85	484	325	72.5	67.5	63.1	631.10	393.11	74.63	68.02	63.66
24	0.5	70	28	45	65	654.34	432.64	78.56	74.74	70.46	626.1	412.88	72.99	69.27	64.96	654	433	78.6	74.7	70.5	643.54	411.64	76.84	71.12	66.30
25	1	70	28	35	65	422.53	293.08	58.93	53.41	48.45	419.15	276.39	57.47	52.18	47.54	423	293	58.9	53.4	48.4	417.93	301.03	61.55	57.98	53.38
26	0.75	65	23	40	81.892	602.37	399.45	73.72	69.86	65.78	573.3	379.18	69.72	65.10	60.9	602	399	73.7	69.9	65.8	572.68	346.91	66.05	62.82	57.70
27	0.75	65	11.11	40	70	574.32	348.52	68.56	65.82	60.43	544.66	349.29	68.60	64.88	60.04	574	349	68.6	65.8	60.4	631.10	393.11	74.63	68.02	63.66
28	0.75	65	23	40	70	484.65	324.07	71.85	64.74	59.78	483.67	324.5	72.28	67.22	62.85	484	325	72.5	67.5	63.1	631.10	393.11	74.63	68.02	63.66
29	0.5	70	18	35	75	562.12	371.74	73.54	67.84	63.28	575.57	376.85	70.90	66.44	61.67	562	372	73.5	67.8	63.3	631.10	393.11	74.63	68.02	63.66
30	0.75	65	23	40	70	485.34	325.94	69.93	65.34	62.54	483.67	324.5	72.28	67.22	62.85	484	325	72.5	67.5	63.1	572.68	346.90	66.05	62.82	57.70
31	0.5	60	28	35	75	660.12	418.6	79.45	74.93	70.52	624.86	406.96	76.26	71.99	67.21	660	419	79.4	74.9	70.5	631.10	393.11	74.63	68.02	63.66
32	0.5	70	18	45	65	641.32	401.83	75.34	73.32	68.56	627.62	405.62	76.03	72.93	68.37	641	402	75.3	73.3	68.6	643.54	411.64	76.84	71.12	66.30
33	0.5	70	28	35	75	633.35	401.162	72.23	70.89	66.28	616.9	406.52	77.16	74.04	69.19	633	401	72.2	70.9	66.3	631.10	393.11	74.63	68.02	63.66
34	1	70	28	45	65	421.65	274.92	55.63	51.62	47.31	437.91	299.48	60.36	55.51	51.13	422	275	55.6	51.6	47.3	631.10	393.11	74.63	68.02	63.66
35	0.5	60	18	35	65	636.45	392.43	74.98	67.56	63.45	660.13	403.42	78.5	72.92	67.96	636	392	75	67.6	63.5	643.54	411.64	76.84	71.12	66.30
36	0.75	53.11	23	40	70	586.05	348.65	64.76	61.43	56.34	540.82	345.43	62.22	57.88	52.87	586	349	64.8	61.4	56.3	572.68	346.90	66.05	62.82	57.70
37	1	70	18	35	65	418.9	268.06	53.78	48.04	44.36	427.11	291.69	58.33	53.76	50.01	419	268	53.8	48	44.4	643.54	411.64	76.84	71.12	66.30
38	0.75	65	23	40	70	485.76	323.54	75.89	70.05	66.88	483.67	324.5	72.28	67.22	62.85	484	325	72.5	67.5	63.1	643.54	411.64	76.84	71.12	66.30
39	0.5	70	28	45	75	645.34	404.72	77.84	69.42	65.24	666.48	431.18	80.95	76.42	72.43	645	405	77.8	69.4	65.2	631.10	393.11	74.63	68.02	63.66
40	1	70	28	35	75	423.76	278.43	55.58	51.56	46.65	449.81	301.07	57.05	53.74	48.43	424	278	55.6	51.6	46.7	417.93	301.03	61.55	57.98	53.38
41	0.75	65	23	40	70	483.72	324.65	72.86	66.83	62.41	483.67	324.5	72.28	67.22	62.85	484	325	72.5	67.5	63.1	417.93	301.03	61.55	57.98	53.38
42	0.5	60	18	45	75	638.34	401.61	76.45	69.49	65.56	630.09	391.51	75.03	68.95	64.16	638	402	76.4	69.5	65.6	572.68	346.90	66.05	62.82	57.70
43	1.35	65	23	40	70	360.76	243.17	50.51	45.76	41.07	286.35	221.78	46.18	41.73	36.48	361	243	50.5	45.8	41.1	643.54	411.64	76.84	71.12	66.30
44	0.75	65	23	40	58.11	534.63	345.92	66.76	62.56	58.26	557.44	359.62	68.01	63.56	59.54	535	346	66.8	62.6	58.3	643.54	411.64	76.84	71.12	66.30
45	0.75	65	23	40	70	485.65	325.73	71.03	68.45	64.07	483.67	324.5	72.28	67.22	62.85	484	325	72.5	67.5	63.1	572.68	346.90	66.05	62.83	57.70
46	0.75	65	23	40	70	484.38	324.23	70.98	65.43	61.68	483.67	324.5	72.28	67.22	62.85	484	325	72.5	67.5	63.1	417.93	301.02	61.55	57.98	53.38
47	1	60	28	35	65	396.06	256.34	54.76	50.56	45.56	522.2	334.46	67.52	62.47	57.34	396	256	54.8	50.6	45.6	631.10	393.11	74.63	68.02	63.66
48	1	60	18	35	75	380.76	268.04	52.56	47.58	43.34	497.88	332.57	65.7	60.41	55.77	381	268	52.6	47.6	43.3	417.93	301.02	61.55	57.98	53.38
49	0.5	60	28	45	75	642.82	402.63	73.67	69.67	65.34	650.8	415.85	74.23	69.04	64.97	643	403	73.7	69.7	65.3	643.54	411.64	76.84	71.12	66.30
50	0.5	60	28	35	65	636.42	393.95	74.76	68.72	63.34	646.2	405.29	75.24	70.51	65.12	636	394	74.8	68.7	63.3	631.10	393.11	74.63	68.02	63.66

*All the experiments repeated three times.