Research Article
The Inertia Weight Updating Strategies in Particle Swarm Optimisation Based on the Beta Distribution
Table 3
The minimum values achieved at
iteration and Min. is the problem solution.
| CEC problem | Min. | RBRa | RBrr | AMPSO2 | RBld | sPSO | BrBl |
| f1 | −1400 | −1400.00 | −1400.00 | −1147.93 | −1400.00 | −1265.72 | −1400.00 | f2 | −1300 | 222040.73 | 322300.27 | 1498763.45 | 130380.94 | 3959345.31 | 236444.51 | f3 | −1200 | 2136685.60 | 392088.96 | 1193329345.61 | 369651.03 | 331615655.13 | 6232942.40 | f4 | −1100 | 5620.73 | 5057.65 | 6101.20 | 4597.78 | 7088.07 | 5451.37 | f5 | −1000 | −999.98 | −1000.00 | −943.64 | −1000.00 | −961.61 | −999.97 | f6 | −900 | −899.70 | −899.84 | −878.23 | −899.57 | −881.82 | −899.94 | f7 | −800 | −795.95 | −797.12 | −752.51 | −794.56 | −771.83 | −788.15 | f8 | −700 | −679.73 | −679.75 | −679.75 | −679.78 | −679.84 | −679.73 | f9 | −600 | −598.53 | −597.77 | −593.72 | −597.54 | −593.42 | −599.29 | f10 | −500 | −498.94 | −499.44 | −464.60 | −499.36 | −468.55 | −498.81 | f11 | −400 | −394.23 | −395.61 | −368.60 | −395.74 | −362.84 | −395.99 | f12 | −300 | −283.02 | −292.15 | −252.46 | −292.11 | −258.93 | −286.85 | f13 | −200 | −182.06 | −183.29 | −147.10 | −188.58 | −148.35 | −179.85 | f14 | −100 | −43.56 | 116.03 | 199.00 | 73.64 | 1221.41 | 25.31 | f15 | 100 | 1366.48 | 859.64 | 1416.16 | 834.71 | 1331.53 | 505.67 | f16 | 200 | 201.00 | 200.58 | 200.73 | 200.87 | 200.89 | 200.40 | f17 | 300 | 327.16 | 322.55 | 366.99 | 323.63 | 365.88 | 318.69 | f18 | 400 | 446.89 | 438.03 | 473.89 | 435.77 | 482.47 | 433.20 | f19 | 500 | 501.16 | 501.02 | 508.15 | 500.75 | 505.62 | 500.55 | f20 | 600 | 602.94 | 602.78 | 603.07 | 602.86 | 603.40 | 602.98 | f21 | 700 | 803.41 | 800.72 | 1080.72 | 800.49 | 1053.29 | 801.40 | f22 | 800 | 1107.86 | 1009.20 | 1318.77 | 870.95 | 2022.70 | 1003.78 | f23 | 900 | 1580.41 | 1796.86 | 2286.08 | 1740.24 | 2546.45 | 1514.33 | f24 | 1000 | 1137.37 | 1144.17 | 1175.66 | 1130.14 | 1172.10 | 1135.56 | f25 | 1100 | 1305.98 | 1305.48 | 1315.70 | 1303.40 | 1319.22 | 1257.89 | f26 | 1200 | 1321.41 | 1321.35 | 1347.29 | 1311.11 | 1357.60 | 1308.38 | f27 | 1300 | 1646.86 | 1641.18 | 1799.34 | 1659.35 | 1776.92 | 1637.37 | f28 | 1400 | 1503.26 | 1500.31 | 1692.99 | 1500.23 | 1667.17 | 1500.63 |
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