Research Article
Multiresponse Optimization of Linkage Parameters of a Compliant Mechanism Using Hybrid Genetic Algorithm-Based Swarm Intelligence
Table 4
Analysis of variance for responses
bmax and
.
| Source | bmax | | DF | Adj. SS | Adj. MS | F-value | -value | DF | Adj. SS | Adj. MS | F-value | -value |
| Model | 20 | 19998.5 | 999.93 | 170.28 | ≤0.001 | 20 | 6542.72 | 327.136 | 5.74 | 0.019 | Linear | 5 | 5793.5 | 1158.70 | 197.32 | ≤0.001 | 5 | 1582.78 | 316.556 | 5.55 | 0.030 | F | 1 | 32.0 | 32.02 | 5.45 | 0.058 | 1 | 234.74 | 234.741 | 4.12 | 0.089 | Δ | 1 | 188.1 | 188.09 | 32.03 | 0.001 | 1 | 3.69 | 3.689 | 0.06 | 0.808 | X | 1 | 826.3 | 826.28 | 140.71 | ≤0.001 | 1 | 2.61 | 2.613 | 0.05 | 0.838 | θ1 | 1 | 3165.6 | 3165.59 | 539.08 | ≤0.001 | 1 | 807.97 | 807.965 | 14.17 | 0.009 | T | 1 | 1.0 | 1.04 | 0.18 | 0.688 | 1 | 717.46 | 717.457 | 12.59 | 0.012 | Square | 5 | 957.8 | 191.56 | 32.62 | ≤0.001 | 5 | 172.69 | 34.539 | 0.61 | 0.701 | | 1 | 8.4 | 8.37 | 1.43 | 0.278 | 1 | 19.41 | 19.414 | 0.34 | 0.581 | | 1 | 0.0 | 0.00 | 0.00 | 0.982 | 1 | 7.68 | 7.684 | 0.13 | 0.726 | | 1 | 11.5 | 11.49 | 1.96 | 0.211 | 1 | 0.76 | 0.762 | 0.01 | 0.912 | | 1 | 625.0 | 625.03 | 106.44 | ≤0.001 | 1 | 32.09 | 32.089 | 0.56 | 0.481 | | 1 | 3.4 | 3.38 | 0.57 | 0.477 | 1 | 16.71 | 16.705 | 0.29 | 0.608 | Two-way interaction | 10 | 695.8 | 69.58 | 11.85 | 0.003 | 10 | 944.44 | 94.444 | 1.66 | 0.277 | | 1 | 11.5 | 11.49 | 1.96 | 0.211 | 1 | 11.00 | 10.999 | 0.19 | 0.676 | | 1 | 23.1 | 23.07 | 3.93 | 0.095 | 1 | 0.00 | 0.004 | 0.00 | 0.993 | | 1 | 14.4 | 14.45 | 2.46 | 0.168 | 1 | 29.63 | 29.629 | 0.52 | 0.498 | | 1 | 0.0 | 0.00 | 0.00 | 0.978 | 1 | 50.38 | 50.376 | 0.88 | 0.383 | | 1 | 5.2 | 5.25 | 0.89 | 0.381 | 1 | 28.45 | 28.453 | 0.50 | 0.506 | | 1 | 28.6 | 28.64 | 4.88 | 0.069 | 1 | 75.61 | 75.611 | 1.33 | 0.293 | | 1 | 0.0 | 0.01 | 0.00 | 0.968 | 1 | 14.81 | 14.813 | 0.26 | 0.628 | | 1 | 157.5 | 157.46 | 26.82 | 0.002 | 1 | 21.53 | 21.534 | 0.38 | 0.561 | | 1 | 1.3 | 1.27 | 0.22 | 0.658 | 1 | 25.14 | 25.142 | 0.44 | 0.531 | | 1 | 0.8 | 0.82 | 0.14 | 0.722 | 1 | 5.33 | 5.333 | 0.09 | 0.770 | Error | 6 | 35.2 | 5.87 | | | 6 | 342.02 | 57.003 | | | Total | 26 | 20,033.8 | | | | 26 | 6,884.74 | | | | R2 | | 99.82% | | | | | 95.02% | | | | R2(adjusted) | | 99.24% | | | | | 92.24% | | | |
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