Research Article
A Network Flow Algorithm for Solving Generalized Assignment Problem
Table 1
Computational behavior of randomly generated GAP with various values of
, and a density valued 0.8 (times in seconds).
| | | | | | | | | | | | | | | | | | | | |
| | 0.2 | 5.620 | 0.046 | 0.040 | 5.940 | 0.047 | 0.014 | 4.971 | 0.040 | 0.012 | 5.837 | 0.043 | 0.006 | 0.4 | 5.683 | 0.048 | 0.019 | 6.168 | 0.048 | 0.021 | 5.008 | 0.042 | 0.017 | 5.906 | 0.045 | 0.016 | 0.6 | 5.926 | 0.052 | 0.052 | 6.186 | 0.053 | 0.035 | 5.255 | 0.045 | 0.021 | 6.183 | 0.050 | 0.018 | 0.8 | 5.911 | 0.059 | 0.041 | 6.003 | 0.067 | 0.030 | 5.216 | 0.053 | 0.022 | 5.985 | 0.062 | 0.019 | 0.9 | 6.098 | 0.060 | 0.050 | 6.064 | 0.072 | 0.040 | 5.343 | 0.053 | 0.029 | 6.090 | 0.066 | 0.024 | 1.0 | 6.122 | 0.061 | 0.042 | 6.109 | 0.077 | 0.040 | 5.379 | 0.054 | 0.043 | 6.040 | 0.071 | 0.027 | Average | 5.893 | 0.054 | 0.041 | 6.078 | 0.061 | 0.028 | 5.195 | 0.048 | 0.024 | 6.142 | 0.056 | 0.018 |
| | 0.2 | 5.855 | 0.108 | 0.040 | 6.187 | 0.111 | 0.025 | 5.168 | 0.095 | 0.011 | 6.007 | 0.108 | 0.015 | 0.4 | 5.906 | 0.109 | 0.030 | 5.971 | 0.126 | 0.014 | 5.173 | 0.097 | 0.018 | 5.955 | 0.115 | 0.016 | 0.6 | 6.101 | 0.112 | 0.070 | 6.128 | 0.128 | 0.032 | 5.382 | 0.099 | 0.023 | 5.910 | 0.119 | 0.020 | 0.8 | 6.201 | 0.127 | 0.053 | 5.986 | 0.136 | 0.021 | 5.449 | 0.113 | 0.026 | 5.922 | 0.139 | 0.025 | 0.9 | 6.440 | 0.135 | 0.063 | 6.030 | 0.139 | 0.045 | 5.705 | 0.123 | 0.030 | 5.917 | 0.145 | 0.025 | 1.0 | 6.361 | 0.139 | 0.047 | 5.947 | 0.143 | 0.041 | 5.644 | 0.123 | 0.031 | 6.000 | 0.151 | 0.027 | Average | 6.144 | 0.122 | 0.051 | 6.042 | 0.131 | 0.030 | 5.423 | 0.108 | 0.023 | 5.952 | 0.130 | 0.021 |
| | 0.2 | 5.951 | 0.551 | 0.178 | 7.246 | 0.667 | 0.083 | 5.247 | 0.567 | 0.050 | 6.977 | 0.850 | 0.045 | 0.4 | 6.071 | 0.554 | 0.263 | 7.322 | 0.681 | 0.123 | 5.394 | 0.586 | 0.097 | 7.274 | 0.867 | 0.064 | 0.6 | 6.114 | 0.565 | 0.331 | 7.385 | 0.692 | 0.152 | 5.418 | 0.590 | 0.125 | 7.230 | 0.885 | 0.119 | 0.8 | 6.935 | 0.582 | 0.358 | 7.411 | 0.696 | 0.194 | 6.098 | 0.603 | 0.127 | 7.411 | 0.886 | 0.120 | 0.9 | 7.311 | 0.584 | 0.358 | 7.272 | 0.701 | 0.206 | 6.417 | 0.618 | 0.210 | 7.232 | 0.952 | 0.128 | 1.0 | 8.068 | 0.607 | 0.384 | 7.398 | 0.732 | 0.214 | 7.074 | 0.651 | 0.242 | 7.187 | 0.984 | 0.111 | Average | 6.742 | 0.574 | 0.312 | 7.339 | 0.695 | 0.162 | 5.941 | 0.603 | 0.142 | 7.222 | 0.899 | 0.098 |
| | 0.2 | 6.737 | 0.846 | 0.344 | 8.624 | 1.105 | 0.064 | 5.896 | 0.746 | 0.080 | 8.305 | 1.082 | 0.042 | 0.4 | 6.956 | 0.852 | 0.544 | 8.714 | 1.112 | 0.142 | 6.155 | 0.751 | 0.127 | 8.529 | 1.114 | 0.089 | 0.6 | 6.872 | 0.920 | 0.686 | 8.893 | 1.124 | 0.194 | 6.026 | 0.817 | 0.169 | 8.669 | 1.207 | 0.113 | 0.8 | 8.446 | 0.959 | 0.723 | 8.989 | 1.137 | 0.207 | 7.427 | 0.846 | 0.191 | 8.773 | 1.239 | 0.138 | 0.9 | 9.252 | 1.051 | 0.803 | 9.057 | 1.146 | 0.214 | 8.153 | 0.925 | 0.234 | 8.667 | 1.304 | 0.203 | 1.0 | 11.576 | 1.112 | 0.884 | 9.051 | 1.368 | 0.227 | 10.136 | 0.977 | 0.239 | 8.961 | 1.348 | 0.213 | Average | 8.307 | 0.957 | 0.561 | 8.888 | 1.165 | 0.175 | 7.314 | 0.884 | 0.173 | 8.651 | 1.216 | 0.133 |
| | 0.2 | 6.760 | 2.264 | 0.782 | 8.940 | 3.038 | 0.168 | 5.944 | 1.988 | 0.322 | 8.604 | 2.843 | 0.183 | 0.4 | 6.849 | 2.368 | 2.697 | 10.983 | 3.398 | 0.479 | 6.051 | 2.107 | 0.517 | 10.566 | 3.055 | 0.257 | 0.6 | 6.994 | 2.413 | 3.322 | 11.534 | 3.440 | 0.583 | 6.150 | 2.148 | 0.642 | 11.053 | 3.136 | 0.382 | 0.8 | 8.673 | 2.891 | 3.545 | 11.692 | 4.230 | 0.630 | 7.621 | 2.602 | 0.663 | 11.375 | 3.929 | 0.465 | 0.9 | 9.286 | 3.107 | 3.714 | 11.943 | 4.661 | 0.854 | 8.181 | 2.796 | 0.866 | 11.744 | 4.018 | 0.587 | 1.0 | 11.676 | 3.268 | 3.727 | 11.926 | 5.033 | 0.882 | 10.255 | 2.983 | 1.092 | 11.588 | 4.237 | 0.616 | Average | 8.373 | 2.719 | 2.965 | 11.170 | 3.967 | 0.559 | 7.367 | 2.422 | 0.667 | 10.822 | 3.536 | 0.415 |
| | 0.2 | 9.555 | 15.103 | 5.256 | 11.826 | 18.724 | 0.343 | 8.411 | 11.700 | 0.769 | 11.597 | 16.087 | 0.212 | 0.4 | 9.084 | 15.217 | 8.981 | 12.132 | 20.537 | 0.715 | 7.957 | 12.150 | 1.225 | 11.781 | 16.940 | 0.424 | 0.6 | 9.357 | 16.467 | 11.173 | 12.238 | 23.267 | 0.977 | 8.231 | 13.530 | 1.470 | 11.881 | 19.305 | 0.599 | 0.8 | 12.586 | 18.525 | 11.642 | 15.406 | 25.901 | 1.003 | 11.050 | 15.725 | 1.495 | 15.023 | 22.801 | 0.550 | 0.9 | 12.845 | 19.637 | 11.963 | 15.714 | 27.588 | 1.099 | 11.283 | 17.052 | 1.758 | 15.302 | 25.578 | 0.744 | 1.0 | 17.236 | 20.208 | 12.195 | 20.010 | 31.029 | 1.155 | 15.115 | 18.187 | 1.775 | 19.212 | 27.281 | 0.932 | Average | 11.777 | 17.511 | 10.202 | 14.554 | 24.508 | 0.882 | 10.341 | 4.724 | 1.145 | 14.193 | 21.212 | 0.577 |
| | 0.2 | 9.670 | 22.612 | 34.092 | 12.301 | 28.250 | 1.826 | 8.498 | 18.316 | 3.673 | 12.087 | 24.907 | 0.847 | 0.4 | 9.782 | 23.107 | 59.843 | 12.213 | 29.217 | 3.158 | 8.571 | 19.173 | 6.142 | 11.859 | 26.842 | 1.707 | 0.6 | 9.825 | 24.750 | 70.225 | 12.693 | 34.423 | 4.208 | 8.676 | 21.285 | 7.608 | 12.318 | 30.225 | 2.446 | 0.8 | 13.742 | 27.695 | 73.291 | 16.275 | 37.131 | 5.208 | 12.045 | 23.364 | 7.748 | 15.784 | 32.478 | 2.434 | 0.9 | 14.158 | 28.733 | 74.686 | 16.692 | 42.157 | 5.658 | 12.420 | 24.952 | 9.039 | 16.286 | 33.167 | 4.569 | 1.0 | 18.843 | 31.203 | 76.188 | 21.245 | 45.208 | 7.306 | 16.530 | 27.007 | 10.678 | 20.643 | 35.247 | 4.576 | Average | 12.670 | 26.350 | 64.723 | 15.237 | 36.064 | 4.561 | 11.123 | 22.350 | 7.481 | 14.830 | 30.478 | 2.763 |
| | 0.2 | 9.529 | 108.531 | 127.211 | 12.686 | 145.807 | 3.993 | 8.375 | 93.961 | 12.338 | 12.139 | 133.425 | 1.628 | 0.4 | 10.327 | 113.421 | 218.291 | 12.719 | 154.826 | 7.552 | 9.055 | 94.692 | 20.583 | 12.450 | 134.219 | 3.125 | 0.6 | 10.135 | 120.280 | 266.023 | 12.518 | 164.904 | 9.913 | 8.941 | 102.241 | 24.847 | 12.293 | 143.627 | 4.389 | 0.8 | 15.123 | 133.514 | 275.431 | 18.226 | 172.927 | 11.495 | 13.271 | 105.821 | 25.050 | 17.707 | 151.292 | 4.306 | 0.9 | 16.541 | 139.770 | 285.422 | 18.824 | 180.619 | 11.870 | 14.486 | 122.327 | 27.784 | 18.184 | 156.443 | 5.852 | 1.0 | 23.668 | 151.022 | 286.511 | 26.359 | 194.231 | 11.990 | 20.766 | 129.863 | 28.139 | 25.409 | 160.126 | 6.457 | Average | 14.221 | 127.356 | 243.148 | 16.889 | 168.886 | 9.946 | 12.482 | 108.151 | 23.124 | 16.364 | 146.522 | 4.248 |
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