Table 12 A comparative analysis of the engineering application results with other algorithms.
From: Multi-strategy collaborative optimization of gravitational search algorithm
Project | Algorithm | Best | Std | Mean | Rank | p-value |
---|---|---|---|---|---|---|
Weight minimization of a speed reducer | IMSGSA | 2994.42446576 | 1.06e-09 | 2994.42446576 | 1 | ~ |
GSA | 3075.34587202 | 141.60 | 3311.66949672 | 12 | 2.91e-11 | |
HGSA | 3022.86695451 | 36.53 | 3088.37239290 | 8 | 2.91e-11 | |
HSSOGSA | 2997.97811920 | 368.51 | 3220.89570796 | 10 | 2.91e-11 | |
LCGSA | 3119.75403807 | 143.41 | 3328.20497454 | 13 | 2.91e-11 | |
MACGSA | 3088.37373709 | 37.64 | 3165.76770936 | 9 | 2.91e-11 | |
GPSOGSA | 3005.13078988 | 13.53 | 3021.38140273 | 7 | 2.91e-11 | |
SCGSA | 3119.25115941 | 103.95 | 3271.27089106 | 11 | 2.91e-11 | |
ROA | 3016.55434248 | 2.94e + 12 | 811298800012.79 | 14 | 2.91e-11 | |
SMA | 2994.42446671 | 2.76e-06 | 2994.42447006 | 2 | 2.91e-11 | |
GJO | 2996.29157141 | 4.049 | 3003.93382093 | 6 | 2.91e-11 | |
GBO51 | 2994.43572592 | 1.023 | 2994.68943774 | 3 | 2.91e-11 | |
EO52 | 2994.60929872 | 8.17 | 2999.11080687 | 4 | 2.91e-11 | |
RUN53 | 2995.11217467 | 3.48 | 2999.36410369 | 5 | 2.91e-11 | |
Gear train design problem | IMSGSA | 0 | 0 | 0 | 1 | ~ |
GSA | 7.70e-34 | 8.69e-30 | 5.12e-30 | 4 | 1.21e-12 | |
HGSA | 0 | 0 | 0 | 1 | NAN | |
HSSOGSA | 6.93e-33 | 3.29e-26 | 6.02e-27 | 6 | 1.21e-12 | |
LCGSA | 9.10e-24 | 3.38e-18 | 1.84e-18 | 8 | 1.21e-12 | |
MACGSA | 4.94e-24 | 8.83e-21 | 3.69e-21 | 7 | 1.21e-12 | |
GPSOGSA | 0 | 9.83e-27 | 2.48e-27 | 5 | 5.76e-11 | |
SCGSA | 0 | 3.08e-33 | 1.85e-33 | 3 | 5.12e-06 | |
ROA | 5.90e-16 | 8.80e-13 | 4.24e-13 | 12 | 1.21e-12 | |
SMA | 1.32e-18 | 1.38e-13 | 3.02e-14 | 10 | 1.21e-12 | |
GJO | 1.25e-18 | 6.22e-14 | 3.58e-14 | 11 | 1.21e-12 | |
GBO51 | 8.39e-20 | 1.200e-14 | 4.27e-15 | 9 | 1.21e-12 | |
EO52 | 0 | 3.16e-12 | 1.05e-12 | 13 | 1.66e-11 | |
RUN53 | 8.25e-15 | 3.40e-12 | 1.34e-12 | 14 | 1.21e-12 | |
Multiple disk clutch brake design problem | IMSGSA | 0.2352424 | 1.41e-16 | 0.2352424579 | 1 | ~ |
GSA | 0.2389877690 | 0.0043 | 0.2458250891 | 12 | 1.21e-12 | |
HGSA | 0.2362198960 | 0.0052 | 0.2459113887 | 13 | 1.21e-12 | |
HSSOGSA | 0.2359294137 | 0.0076 | 0.2456495531 | 11 | 1.21e-12 | |
LCGSA | 0.2374847963 | 0.0036 | 0.2424637205 | 9 | 1.21e-12 | |
MACGSA | 0.2365114525 | 0.0030 | 0.2414448961 | 8 | 1.21e-12 | |
GPSOGSA | 0.2391181223 | 0.0073 | 0.2478393682 | 14 | 1.21e-12 | |
SCGSA | 0.2376348310 | 0.0026 | 0.2413850799 | 7 | 1.21e-12 | |
ROA | 0.2352426126 | 0.0204 | 0.2429782054 | 10 | 1.21e-12 | |
SMA | 0.2352424579 | 7.80e-12 | 0.2352424579 | 2 | 1.21e-12 | |
GJO | 0.2352426667 | 3.50e-06 | 0.2352480071 | 6 | 1.21e-12 | |
GBO51 | 0.2352424579 | 3.62e-09 | 0.2352424592 | 4 | 1.21e-12 | |
EO52 | 0.2352424579 | 5.07e-09 | 0.2352424590 | 3 | 1.93e-10 | |
RUN53 | 0.2352426496 | 2.25e-06 | 0.2352456949 | 5 | 1.21e-12 |