Comparative Study on EDM Parameter Optimization for Adsorbed Si₃N₄–TiN using TOPSIS and GRA Coupled with TLBO Algorithm

Table 12

Learner phase–new process variables and objective values after interaction.

S.no	New input parameter					Bounded input parameter					New response							GRG	Rank	Interaction
	I	PON	POFF	DP	SV	I	PON	POFF	DP	SV	MRR	EWR	SR	ROC	θ	CIR	CYL
1	12	6.75	1.545	6.75	40.4	12	6.75	2	12	36	0.00350	0.13135	0.96	0.18	0.0017	0.0639	0.0300	0.60641	14	1 and 25
2	12.72	6.56	4.66	11.12	38.2	12	6.56	4.66	12	36	0.00315	0.09232	1.68	0.18	0.0573	0.0558	0.0272	0.59075	19	2 and 24
3	11.728	8.671	0.951	20.88	30.9	11.728	8.671	2	20	30.9	0.00124	0.18281	0.53	0.13	0.0270	0.0329	0.0197	0.66722	6	3 and 23
4	12	9.88	9.069	15.12	26.265	12	9	9.069	15.12	28	0.00056	0.02956	2.67	0.17	0.1384	0.0122	0.0212	0.60127	17	4 and 22
5	11.728	7.22	1.34	21.92	27.365	11.728	7.22	2	20	28	0.00169	0.18283	0.21	0.17	0.0004	0.0342	0.0375	0.62493	11	5 and 21
6	5.52	5.56	6.66	17.12	38.2	5.52	5.56	6.66	17.12	36	0.00532	0.05504	2.09	0.20	0.2189	0.0687	0.0592	0.60589	15	6 and 20
7	12.72	5.549	1.34	21.76	36.635	12.72	5.549	2	20	36	0.00367	0.28810	0.34	0.13	0.0263	0.0495	0.0209	0.69926	3	7 and 19
8	8.48	8.55	-0.409	14.46	36.165	8.48	8.55	2	14.46	36	0.00342	0.08616	1.19	0.17	0.0741	0.0658	0.0337	0.61784	13	8 and 18
9	10.768	9.66	7.32	4.16	36.635	10.768	9	7.32	12	36	0.00155	0.00776	2.78	0.16	0.1501	0.0420	0.0138	0.67390	5	9 and 17
10	11.008	3.218	11.709	10.08	39.3	11.008	5	10	12	36	0.00349	0.01693	3.02	0.20	0.1828	0.0481	0.0353	0.59744	18	10 and 16
11	12.132	3.559	10	21.04	34.2	12.132	5	10	20	34.2	0.00249	0.14687	2.44	0.15	0.2007	0.0245	0.0209	0.58206	22	11 and 15
12	3.868	5.45	1.611	9.42	24.065	4	5.45	2	12	28	0.00569	0.03326	0.75	0.29	0.0544	0.0887	0.1061	0.63567	9	12 and 14
13	12	8.891	7.089	14.04	23.6	12	8.891	7.089	14.04	28	0.00576	0.00186	0.96	0.18	0.0869	0.0215	0.0167	0.73367	1	13 and 1
14	4.272	5.109	6.66	22.8	36	4.272	5.109	6.66	20	36	0.00588	0.08795	1.92	0.19	0.2506	0.0696	0.0646	0.62163	12	14 and 2
15	10.9	4.768	12.409	14.24	25.8	10.9	5	10	14.24	28	0.00217	0.01250	2.53	0.23	0.1459	0.0314	0.0544	0.54670	24	15 and 3
16	9.76	6.56	-0.409	18.88	30.935	9.76	6.56	2	18.88	30.935	0.00326	0.16765	0.41	0.18	0.0363	0.0517	0.0467	0.60428	16	16 and 4
17	12.132	5.78	2	20.22	37.135	12.132	5.78	2	20	36	0.00372	0.27516	0.39	0.13	0.0362	0.0510	0.0227	0.68916	4	17 and 5
18	8.5	9.111	10.389	20.16	35.535	8.5	9.111	10	20	35.535	0.00132	0.03507	3.16	0.12	0.2866	0.0246	0.0100	0.70768	2	18 and 6
19	5.28	4.901	4.66	14.24	33.065	5.28	5	4.66	14.24	33.065	0.00577	0.02300	1.49	0.24	0.1386	0.0799	0.0802	0.64285	8	19 and 7
20	10.24	7.879	4.66	21.76	29.8	10.24	7.879	4.66	20	29.8	0.00157	0.12110	1.18	0.16	0.0966	0.0315	0.0324	0.58418	21	20 and 8
21	3.172	5.34	3.34	16.2	26.865	4	5.34	3.34	16.2	28	0.00533	0.00922	0.88	0.27	0.1080	0.0761	0.0980	0.64698	7	21 and 9
22	12.132	5.242	10.231	20.42	29.8	12.132	5.242	10	20	29.8	0.00165	0.10828	2.27	0.17	0.1740	0.0166	0.0314	0.54200	25	22 and 10
23	3.04	8.902	7.34	17.34	35.1	4	8.902	7.34	17.34	35.1	0.00345	0.03616	2.70	0.18	0.2721	0.0572	0.0464	0.58076	23	23 and 11
24	6.24	9.781	1.769	14.66	34.035	6.24	9.781	2	14.66	34.035	0.00307	0.01896	1.33	0.18	0.1024	0.0663	0.0432	0.63513	10	24 and 12
25	12	7.879	6	14.66	28	12	7.879	6	14.66	28	0.00071	0.02914	1.70	0.19	0.0596	0.0280	0.0342	0.58480	20	25 and 13