ECMM environment | Hole surface roughness (nm) |
---|---|
No magnetic field | 159 |
Magnetic field | 71 |
No magnetic field | Magnetic field | |
---|---|---|
Residual stress values (MPa) | 259.62 | 264.89 |
System working condition |
|
---|---|
Parameters | Range |
Working voltage | 150 V DC |
Gap voltage | 0–10 V |
Electrolyte | NaNO3 + Water |
Magnets | Neodymium 40 × 20 × 10 mm |
Tool | Copper: |
Workpiece | Ti-6Al-4V: 30 × 10 × 0.1 mm |
S. No. | Concentration of electrolyte (g/l) | Ip (A) | Ton (μs) | DF | Weighted matrix | Distance from ideal solution | Closeness coefficient | Rank | ||
---|---|---|---|---|---|---|---|---|---|---|
WMRR | WOC | Eij+ | Eij− | CCij | ||||||
1 | 15 | 1.20 | 300 | 0.5 | 0.08 | 0.09 | 0.05 | 0.03 | 0.36 | 18 |
2 | 15 | 1.20 | 300 | 0.5 | 0.08 | 0.09 | 0.05 | 0.03 | 0.37 | 16 |
3 | 15 | 1.20 | 300 | 0.5 | 0.08 | 0.09 | 0.05 | 0.03 | 0.36 | 17 |
4 | 15 | 1.35 | 400 | 0.6 | 0.13 | 0.10 | 0.02 | 0.06 | 0.78 | 3 |
5 | 15 | 1.35 | 400 | 0.6 | 0.13 | 0.10 | 0.02 | 0.06 | 0.78 | 1 |
6 | 15 | 1.35 | 400 | 0.6 | 0.13 | 0.10 | 0.02 | 0.06 | 0.78 | 2 |
7 | 15 | 1.50 | 500 | 0.7 | 0.10 | 0.09 | 0.04 | 0.03 | 0.48 | 10 |
8 | 15 | 1.50 | 500 | 0.7 | 0.10 | 0.09 | 0.04 | 0.03 | 0.48 | 12 |
9 | 15 | 1.50 | 500 | 0.7 | 0.10 | 0.09 | 0.04 | 0.03 | 0.48 | 11 |
10 | 22.5 | 1.20 | 400 | 0.7 | 0.08 | 0.12 | 0.06 | 0.00 | 0.03 | 25 |
11 | 22.5 | 1.20 | 400 | 0.7 | 0.08 | 0.12 | 0.07 | 0.00 | 0.00 | 27 |
12 | 22.5 | 1.20 | 400 | 0.7 | 0.08 | 0.12 | 0.06 | 0.00 | 0.01 | 26 |
13 | 22.5 | 1.35 | 500 | 0.5 | 0.10 | 0.09 | 0.04 | 0.04 | 0.50 | 8 |
14 | 22.5 | 1.35 | 500 | 0.5 | 0.10 | 0.09 | 0.04 | 0.03 | 0.50 | 9 |
15 | 22.5 | 1.35 | 500 | 0.5 | 0.10 | 0.09 | 0.03 | 0.04 | 0.51 | 7 |
16 | 22.5 | 1.50 | 300 | 0.6 | 0.08 | 0.08 | 0.05 | 0.04 | 0.43 | 15 |
17 | 22.5 | 1.50 | 300 | 0.6 | 0.09 | 0.08 | 0.05 | 0.04 | 0.43 | 14 |
18 | 22.5 | 1.50 | 300 | 0.6 | 0.09 | 0.08 | 0.05 | 0.04 | 0.44 | 13 |
19 | 30 | 1.20 | 500 | 0.6 | 0.10 | 0.09 | 0.03 | 0.03 | 0.52 | 4 |
20 | 30 | 1.20 | 500 | 0.6 | 0.10 | 0.09 | 0.03 | 0.03 | 0.51 | 5 |
21 | 30 | 1.20 | 500 | 0.6 | 0.10 | 0.10 | 0.03 | 0.03 | 0.51 | 6 |
22 | 30 | 1.35 | 300 | 0.7 | 0.09 | 0.10 | 0.05 | 0.02 | 0.24 | 24 |
23 | 30 | 1.35 | 300 | 0.7 | 0.09 | 0.10 | 0.05 | 0.02 | 0.25 | 23 |
24 | 30 | 1.35 | 300 | 0.7 | 0.09 | 0.10 | 0.05 | 0.02 | 0.26 | 22 |
25 | 30 | 1.50 | 400 | 0.5 | 0.08 | 0.10 | 0.05 | 0.02 | 0.31 | 21 |
26 | 30 | 1.50 | 400 | 0.5 | 0.09 | 0.10 | 0.05 | 0.02 | 0.32 | 19 |
27 | 30 | 1.50 | 400 | 0.5 | 0.09 | 0.10 | 0.05 | 0.02 | 0.31 | 20 |
S. No. | Concentration of electrolyte (g/l) | Ip (A) | Ton (μs) | DF | Weighted matrix | Distance from ideal solution | Closeness coefficient | Rank | ||
---|---|---|---|---|---|---|---|---|---|---|
WMRR | WOC | Eij+ | Eij− | CCij | ||||||
1 | 15 | 1.20 | 300 | 0.5 | 0.05 | 0.08 | 0.11 | 0.05 | 0.30 | 17 |
2 | 15 | 1.20 | 300 | 0.5 | 0.05 | 0.08 | 0.11 | 0.05 | 0.31 | 16 |
3 | 15 | 1.20 | 300 | 0.5 | 0.05 | 0.08 | 0.11 | 0.05 | 0.30 | 18 |
4 | 15 | 1.35 | 400 | 0.6 | 0.16 | 0.10 | 0.02 | 0.11 | 0.82 | 1 |
5 | 15 | 1.35 | 400 | 0.6 | 0.16 | 0.10 | 0.03 | 0.11 | 0.82 | 2 |
6 | 15 | 1.35 | 400 | 0.6 | 0.16 | 0.10 | 0.03 | 0.11 | 0.81 | 3 |
7 | 15 | 1.50 | 500 | 0.7 | 0.11 | 0.09 | 0.06 | 0.07 | 0.54 | 11 |
8 | 15 | 1.50 | 500 | 0.7 | 0.11 | 0.09 | 0.06 | 0.07 | 0.53 | 12 |
9 | 15 | 1.50 | 500 | 0.7 | 0.11 | 0.09 | 0.06 | 0.07 | 0.54 | 10 |
10 | 22.5 | 1.20 | 400 | 0.7 | 0.06 | 0.12 | 0.11 | 0.01 | 0.05 | 25 |
11 | 22.5 | 1.20 | 400 | 0.7 | 0.06 | 0.13 | 0.12 | 0.01 | 0.04 | 27 |
12 | 22.5 | 1.20 | 400 | 0.7 | 0.06 | 0.12 | 0.11 | 0.01 | 0.05 | 26 |
13 | 22.5 | 1.35 | 500 | 0.5 | 0.11 | 0.08 | 0.05 | 0.07 | 0.57 | 9 |
14 | 22.5 | 1.35 | 500 | 0.5 | 0.11 | 0.09 | 0.05 | 0.07 | 0.57 | 8 |
15 | 22.5 | 1.35 | 500 | 0.5 | 0.11 | 0.09 | 0.05 | 0.07 | 0.57 | 7 |
16 | 22.5 | 1.50 | 300 | 0.6 | 0.06 | 0.08 | 0.10 | 0.05 | 0.32 | 13 |
17 | 22.5 | 1.50 | 300 | 0.6 | 0.06 | 0.08 | 0.10 | 0.05 | 0.32 | 15 |
18 | 22.5 | 1.50 | 300 | 0.6 | 0.06 | 0.08 | 0.10 | 0.05 | 0.32 | 14 |
19 | 30 | 1.20 | 500 | 0.6 | 0.12 | 0.09 | 0.05 | 0.07 | 0.60 | 4 |
20 | 30 | 1.20 | 500 | 0.6 | 0.12 | 0.09 | 0.05 | 0.07 | 0.58 | 6 |
21 | 30 | 1.20 | 500 | 0.6 | 0.12 | 0.10 | 0.05 | 0.07 | 0.58 | 5 |
22 | 30 | 1.35 | 300 | 0.7 | 0.07 | 0.11 | 0.10 | 0.03 | 0.22 | 21 |
23 | 30 | 1.35 | 300 | 0.7 | 0.07 | 0.11 | 0.10 | 0.03 | 0.21 | 24 |
24 | 30 | 1.35 | 300 | 0.7 | 0.07 | 0.11 | 0.10 | 0.03 | 0.21 | 23 |
25 | 30 | 1.50 | 400 | 0.5 | 0.06 | 0.10 | 0.10 | 0.03 | 0.23 | 20 |
26 | 30 | 1.50 | 400 | 0.5 | 0.06 | 0.10 | 0.10 | 0.03 | 0.23 | 19 |
27 | 30 | 1.50 | 400 | 0.5 | 0.06 | 0.10 | 0.10 | 0.03 | 0.22 | 22 |
S. No. | Concentration of electrolyte (g/l) | Ip (A) | Ton (μs) | DF | Weighted matrix | Distance from ideal solution | Closeness coefficient | Rank | ||
---|---|---|---|---|---|---|---|---|---|---|
WMRR | WOC | Eij+ | Eij− | CCij | ||||||
1 | 15 | 1.20 | 300 | 0.5 | 0.07 | 0.08 | 0.09 | 0.05 | 0.34 | 16 |
2 | 15 | 1.20 | 300 | 0.5 | 0.07 | 0.08 | 0.09 | 0.04 | 0.34 | 17 |
3 | 15 | 1.20 | 300 | 0.5 | 0.07 | 0.08 | 0.09 | 0.04 | 0.33 | 18 |
4 | 15 | 1.35 | 400 | 0.6 | 0.16 | 0.10 | 0.02 | 0.09 | 0.82 | 1 |
5 | 15 | 1.35 | 400 | 0.6 | 0.16 | 0.10 | 0.02 | 0.09 | 0.80 | 3 |
6 | 15 | 1.35 | 400 | 0.6 | 0.16 | 0.10 | 0.02 | 0.09 | 0.82 | 2 |
7 | 15 | 1.50 | 500 | 0.7 | 0.09 | 0.09 | 0.07 | 0.04 | 0.40 | 10 |
8 | 15 | 1.50 | 500 | 0.7 | 0.09 | 0.09 | 0.07 | 0.04 | 0.40 | 11 |
9 | 15 | 1.50 | 500 | 0.7 | 0.09 | 0.09 | 0.07 | 0.04 | 0.40 | 12 |
10 | 22.5 | 1.20 | 400 | 0.7 | 0.07 | 0.13 | 0.10 | 0.00 | 0.03 | 26 |
11 | 22.5 | 1.20 | 400 | 0.7 | 0.07 | 0.13 | 0.10 | 0.00 | 0.03 | 27 |
12 | 22.5 | 1.20 | 400 | 0.7 | 0.07 | 0.12 | 0.10 | 0.00 | 0.03 | 25 |
13 | 22.5 | 1.35 | 500 | 0.5 | 0.10 | 0.09 | 0.06 | 0.05 | 0.43 | 8 |
14 | 22.5 | 1.35 | 500 | 0.5 | 0.09 | 0.09 | 0.07 | 0.05 | 0.41 | 9 |
15 | 22.5 | 1.35 | 500 | 0.5 | 0.10 | 0.08 | 0.06 | 0.05 | 0.44 | 6 |
16 | 22.5 | 1.50 | 300 | 0.6 | 0.08 | 0.08 | 0.08 | 0.05 | 0.37 | 14 |
17 | 22.5 | 1.50 | 300 | 0.6 | 0.08 | 0.08 | 0.08 | 0.05 | 0.37 | 15 |
18 | 22.5 | 1.50 | 300 | 0.6 | 0.08 | 0.08 | 0.08 | 0.05 | 0.37 | 13 |
19 | 30 | 1.20 | 500 | 0.6 | 0.10 | 0.09 | 0.06 | 0.05 | 0.45 | 5 |
20 | 30 | 1.20 | 500 | 0.6 | 0.10 | 0.09 | 0.06 | 0.05 | 0.44 | 7 |
21 | 30 | 1.20 | 500 | 0.6 | 0.10 | 0.09 | 0.06 | 0.05 | 0.46 | 4 |
22 | 30 | 1.35 | 300 | 0.7 | 0.08 | 0.11 | 0.08 | 0.02 | 0.21 | 22 |
23 | 30 | 1.35 | 300 | 0.7 | 0.08 | 0.11 | 0.08 | 0.02 | 0.21 | 23 |
24 | 30 | 1.35 | 300 | 0.7 | 0.08 | 0.11 | 0.08 | 0.02 | 0.22 | 21 |
25 | 30 | 1.50 | 400 | 0.5 | 0.08 | 0.10 | 0.09 | 0.03 | 0.25 | 20 |
26 | 30 | 1.50 | 400 | 0.5 | 0.08 | 0.10 | 0.08 | 0.03 | 0.26 | 19 |
27 | 30 | 1.50 | 400 | 0.5 | 0.08 | 0.10 | 0.09 | 0.02 | 0.20 | 24 |
Subset criteria | Number of criteria (variables) | Number of position | Non-normalized weighted matrix | Total (%) |
---|---|---|---|---|
MRR | 1 | 1 | 1/2*100 = 50~50 | 50 |
OC | 1 | 2 | 11/2*100 =50~50 | 50 |
No magnetic force | Attraction magnetic force | Repulsion magnetic force | ||||||||
---|---|---|---|---|---|---|---|---|---|---|
S. No. | Concentration of electrolyte (g/l) | Ip (A) | Ton (μs) | DF | MRR 10−3 (mm3/min) | OC (mm) | MRR 10−3 (mm3/min) | OC (mm) | MRR 10−3 (mm3/min) | OC (mm) |
1 | 15 | 1.20 | 300 | 0.5 | 0.59 | 0.32 | 0.66 | 0.25 | 0.72 | 0.21 |
2 | 15 | 1.20 | 300 | 0.5 | 0.59 | 0.32 | 0.66 | 0.25 | 0.73 | 0.21 |
3 | 15 | 1.20 | 300 | 0.5 | 0.59 | 0.32 | 0.66 | 0.26 | 0.73 | 0.22 |
4 | 15 | 1.35 | 400 | 0.6 | 0.97 | 0.35 | 1.48 | 0.31 | 2.22 | 0.28 |
5 | 15 | 1.35 | 400 | 0.6 | 0.97 | 0.35 | 1.47 | 0.31 | 2.22 | 0.28 |
6 | 15 | 1.35 | 400 | 0.6 | 0.96 | 0.35 | 1.47 | 0.31 | 2.21 | 0.28 |
7 | 15 | 1.50 | 500 | 0.7 | 0.72 | 0.33 | 0.88 | 0.28 | 1.46 | 0.24 |
8 | 15 | 1.50 | 500 | 0.7 | 0.72 | 0.33 | 0.88 | 0.28 | 1.46 | 0.24 |
9 | 15 | 1.50 | 500 | 0.7 | 0.72 | 0.33 | 0.87 | 0.28 | 1.47 | 0.24 |
10 | 22.5 | 1.20 | 400 | 0.7 | 0.60 | 0.43 | 0.68 | 0.39 | 0.78 | 0.34 |
11 | 22.5 | 1.20 | 400 | 0.7 | 0.59 | 0.43 | 0.68 | 0.39 | 0.79 | 0.35 |
12 | 22.5 | 1.20 | 400 | 0.7 | 0.59 | 0.43 | 0.68 | 0.39 | 0.79 | 0.34 |
13 | 22.5 | 1.35 | 500 | 0.5 | 0.72 | 0.32 | 0.89 | 0.27 | 1.50 | 0.23 |
14 | 22.5 | 1.35 | 500 | 0.5 | 0.73 | 0.32 | 0.87 | 0.27 | 1.52 | 0.24 |
15 | 22.5 | 1.35 | 500 | 0.5 | 0.73 | 0.32 | 0.89 | 0.26 | 1.51 | 0.23 |
16 | 22.5 | 1.50 | 300 | 0.6 | 0.62 | 0.30 | 0.72 | 0.24 | 0.85 | 0.22 |
17 | 22.5 | 1.50 | 300 | 0.6 | 0.62 | 0.30 | 0.72 | 0.24 | 0.85 | 0.22 |
18 | 22.5 | 1.50 | 300 | 0.6 | 0.62 | 0.29 | 0.72 | 0.24 | 0.84 | 0.22 |
19 | 30 | 1.20 | 500 | 0.6 | 0.76 | 0.34 | 0.97 | 0.29 | 1.60 | 0.26 |
20 | 30 | 1.20 | 500 | 0.6 | 0.76 | 0.34 | 0.95 | 0.29 | 1.57 | 0.26 |
21 | 30 | 1.20 | 500 | 0.6 | 0.77 | 0.34 | 0.96 | 0.28 | 1.59 | 0.26 |
22 | 30 | 1.35 | 300 | 0.7 | 0.64 | 0.37 | 0.78 | 0.34 | 1.00 | 0.30 |
23 | 30 | 1.35 | 300 | 0.7 | 0.64 | 0.37 | 0.78 | 0.34 | 0.99 | 0.30 |
24 | 30 | 1.35 | 300 | 0.7 | 0.65 | 0.37 | 0.78 | 0.34 | 0.99 | 0.30 |
25 | 30 | 1.50 | 400 | 0.5 | 0.62 | 0.35 | 0.70 | 0.31 | 0.82 | 0.26 |
26 | 30 | 1.50 | 400 | 0.5 | 0.63 | 0.35 | 0.73 | 0.31 | 0.84 | 0.26 |
27 | 30 | 1.50 | 400 | 0.5 | 0.62 | 0.35 | 0.71 | 0.33 | 0.83 | 0.27 |
% Increase in MRR | % Decrease in OC | |||||||
---|---|---|---|---|---|---|---|---|
Concentration of electrolyte (g/l) | Ip(A) | Ton (μs) | DF | Attraction | Repulsion | Concentration of electrolyte (g/l) | Ip(A) | Ton (μs) |
15 | 1.20 | 300 | 0.5 | 12.09 | 23.51 | 15 | 1.20 | 300 |
15 | 1.20 | 300 | 0.5 | 11.91 | 23.74 | 15 | 1.20 | 300 |
15 | 1.20 | 300 | 0.5 | 12.44 | 23.95 | 15 | 1.20 | 300 |
15 | 1.35 | 400 | 0.6 | 52.43 | 127.99 | 15 | 1.35 | 400 |
15 | 1.35 | 400 | 0.6 | 51.47 | 128.19 | 15 | 1.35 | 400 |
15 | 1.35 | 400 | 0.6 | 51.99 | 129.68 | 15 | 1.35 | 400 |
15 | 1.50 | 500 | 0.7 | 22.45 | 103.00 | 15 | 1.50 | 500 |
15 | 1.50 | 500 | 0.7 | 22.39 | 103.34 | 15 | 1.50 | 500 |
15 | 1.50 | 500 | 0.7 | 21.78 | 103.98 | 15 | 1.50 | 500 |
22.5 | 1.20 | 400 | 0.7 | 14.05 | 31.28 | 22.5 | 1.20 | 400 |
22.5 | 1.20 | 400 | 0.7 | 16.12 | 35.21 | 22.5 | 1.20 | 400 |
22.5 | 1.20 | 400 | 0.7 | 14.88 | 33.62 | 22.5 | 1.20 | 400 |
22.5 | 1.35 | 500 | 0.5 | 23.30 | 107.71 | 22.5 | 1.35 | 500 |
22.5 | 1.35 | 500 | 0.5 | 20.56 | 110.10 | 22.5 | 1.35 | 500 |
22.5 | 1.35 | 500 | 0.5 | 20.53 | 106.00 | 22.5 | 1.35 | 500 |
22.5 | 1.50 | 300 | 0.6 | 15.51 | 37.78 | 22.5 | 1.50 | 300 |
22.5 | 1.50 | 300 | 0.6 | 15.23 | 36.32 | 22.5 | 1.50 | 300 |
22.5 | 1.50 | 300 | 0.6 | 16.34 | 35.64 | 22.5 | 1.50 | 300 |
30 | 1.20 | 500 | 0.6 | 27.78 | 110.54 | 30 | 1.20 | 500 |
30 | 1.20 | 500 | 0.6 | 25.28 | 107.33 | 30 | 1.20 | 500 |
30 | 1.20 | 500 | 0.6 | 25.00 | 107.12 | 30 | 1.20 | 500 |
30 | 1.35 | 300 | 0.7 | 22.18 | 55.34 | 30 | 1.35 | 300 |
30 | 1.35 | 300 | 0.7 | 20.46 | 53.08 | 30 | 1.35 | 300 |
30 | 1.35 | 300 | 0.7 | 20.13 | 51.27 | 30 | 1.35 | 300 |
30 | 1.50 | 400 | 0.5 | 14.18 | 33.51 | 30 | 1.50 | 400 |
30 | 1.50 | 400 | 0.5 | 15.97 | 33.52 | 30 | 1.50 | 400 |
30 | 1.50 | 400 | 0.5 | 14.28 | 32.43 | 30 | 1.50 | 400 |