Table 3 Performance comparison of all algorithms based on benchmark functions F1–F6
From: An ECSO-based approach for optimizing degree distribution of short-length LT codes
Function | Algorithm | Standard deviation | Mean | Best | Worst |
|---|---|---|---|---|---|
F1 | APSO | 5.9492E+04 | 8.7705E+03 | 7.7646E−09 | 5.3110E+05 |
DE | 7.4107E+03 | 1.3125E+03 | 1.0849E−29 | 6.2729E+04 | |
CSO | 7.6889E+02 | 1.0121E+02 | 4.7242E−51 | 7.4324E+03 | |
BCSO | 6.6555E+02 | 8.7229E+01 | 1.5939E−56 | 6.5051E+03 | |
DCSO | 9.7958E+02 | 1.2479E+02 | 2.3529E−13 | 9.7158E+03 | |
CCSO | 3.7588E+02 | 5.5510E+01 | 5.1173E−49 | 3.5087E+03 | |
ECSO | 1.1425E+02 | 1.3967E+01 | 1.7777E−76 | 1.1238E+03 | |
F2 | APSO | 4.8242E+08 | 3.0668E+08 | 2.9954E+00 | 1.6746E+09 |
DE | 1.4118E+08 | 6.6593E+07 | 5.6825E+00 | 8.1316E+08 | |
CSO | 5.2294E+07 | 1.3454E+07 | 4.4328E−03 | 3.9428E+08 | |
BCSO | 5.7113E+07 | 1.3255E+07 | 4.6421E−03 | 4.2143E+08 | |
DCSO | 3.5179E+07 | 6.6830E+06 | 1.3967E+00 | 2.9323E+08 | |
CCSO | 3.8502E+07 | 6.9098E+06 | 4.8575E−03 | 3.6967E+08 | |
ECSO | 3.8038E+07 | 5.8436E+06 | 9.9838E−02 | 3.6491E+08 | |
F3 | APSO | 3.8828E+11 | 2.5392E+12 | 1.8276E+12 | 3.0721E+12 |
DE | 3.6839E+11 | 1.8362E+11 | 8.6652E+06 | 2.1543E+12 | |
CSO | 1.5036E+11 | 4.1156E+10 | 8.3924E+00 | 9.5963E+11 | |
BCSO | 1.2359E+11 | 2.4851E+10 | 8.0768E+00 | 1.1022E+12 | |
DCSO | 1.0919E+11 | 2.3546E+10 | 8.9219E+00 | 9.4549E+11 | |
CCSO | 1.0876E+11 | 2.2786E+10 | 8.2943E+00 | 9.5715E+11 | |
ECSO | 1.0614E+11 | 1.7426E+10 | 7.5968E+00 | 9.7048E+11 | |
F4 | APSO | 7.9438E+00 | 8.5669E+00 | 9.4325E−01 | 2.0735E+01 |
DE | 4.8955E+00 | 1.4568E+01 | 4.9839E+00 | 2.0421E+01 | |
CSO | 5.3134E+00 | 2.9588E+00 | 9.1020E−06 | 1.9524E+01 | |
BCSO | 4.9538E+00 | 2.4553E+00 | 1.0627E−06 | 1.9181E+01 | |
DCSO | 4.9357E+00 | 2.8540E+00 | 6.1677E−04 | 1.9620E+01 | |
CCSO | 5.0396E+00 | 2.7284E+00 | 7.3455E−06 | 1.9609E+01 | |
ECSO | 3.6984E+00 | 1.3313E+00 | 1.8692E−07 | 1.9516E+01 | |
F5 | APSO | 1.2130E+00 | 1.9364E+00 | 3.5936E−01 | 4.3676E+00 |
DE | 5.9648E−01 | 1.3952E+00 | 6.9788E−01 | 3.4824E+00 | |
CSO | 4.8664E−01 | 3.1842E−01 | 2.9110E−05 | 2.3938E+00 | |
BCSO | 4.8423E−01 | 2.7001E−01 | 8.1348E−10 | 2.3181E+00 | |
DCSO | 4.8122E−01 | 2.6827E−01 | 2.3956E−08 | 2.2155E+00 | |
CCSO | 4.8224E−01 | 3.0687E−01 | 2.4610E−06 | 2.4380E+00 | |
ECSO | 4.0396E−01 | 1.7115E−01 | 1.3262E−14 | 2.2312E+00 | |
F6 | APSO | 2.2211E−01 | 1.0988E−01 | 2.8881E−03 | 1.8355E+00 |
DE | 3.4216E−01 | 3.0496E−01 | 3.1631E−03 | 1.5045E+00 | |
CSO | 1.3665E−01 | 3.4548E−02 | 1.6614E−14 | 1.0647E+00 | |
BCSO | 1.2132E−01 | 3.0265E−02 | 8.0612E−16 | 9.2391E−01 | |
DCSO | 1.2599E−01 | 3.3452E−02 | 4.3039E−12 | 1.0142E+00 | |
CCSO | 1.1833E−01 | 3.0734E−02 | 5.6060E−15 | 8.9365E−01 | |
ECSO | 1.0101E−01 | 2.2448E−02 | 4.6118E−18 | 7.9359E−01 |