Research Article
Improved Firefly Algorithm: A Novel Method for Optimal Operation of Thermal Generating Units
Table 3
Result comparison for five benchmark functions.
| Function | Method | Min. | Std. dev. | value | value | value |
| (Sphere) | FA | 47,343 | 5474.1 | −6.154 | 0 | 0 | IFA1 | 2381.5 | 488.8 | −6.154 | 0 | 0 | IFA2 | 21.77 | 8.72 | −6.154 | 0 | 0 | IFA3 | 154.198 | 24.3 | −6.154 | 0 | 0 | IFA | 0.6537 | 0.1865 | | | |
| (Rastrigin) | FA | 98.6076 | 21.2183 | −6.154 | 0 | 0 | IFA1 | 60.57 | 125.05 | −6.154 | 0 | 0 | IFA2 | 6.42 | 58.08 | −6.154 | 0 | 0 | IFA3 | 48.58 | 32.72 | −6.154 | 0 | 0 | IFA | 0.17654 | 11.1474 | | | |
| (Ackly) | FA | 19.4832 | 0.2661 | −6.154 | 0 | 0 | IFA1 | 11.521 | 1.1903 | −6.154 | 0 | 0 | IFA2 | 2.7034 | 0.1023 | −6.154 | 0 | 0 | IFA3 | 5.577 | 2.1884 | −6.154 | 0 | 0 | IFA | 0.69 | 0.0481 | | | |
| (Griewank) | FA | 436.1885 | 55.157 | −6.154 | 0 | 0 | IFA1 | 16.67 | 42.97 | −6.154 | 0 | 0 | IFA2 | 0.009611 | 0.165 | −6.154 | 0 | 0 | IFA3 | 0.33162 | 5.993 | −6.154 | 0 | 0 | IFA | 0.00020344 | 5.1E − 05 | | | |
| (Schwelfel) | FA | 49,347 | 7517.8 | −6.154 | 0 | 0 | IFA1 | 249.4881 | 76.65 | −6.154 | 0 | 0 | IFA2 | 16.19 | 15.59 | −6.154 | 0 | 0 | IFA3 | 36.72 | 36.12 | −6.154 | 0 | 0 | IFA | 4.0252 | 0.292 | | | |
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