Research Article
Fuzzy Multiobjective Reliability Optimization Problem of Industrial Systems Using Particle Swarm Optimization
Table 2
Solution of the reliability optimization problem of decomposition unit.
| Iteration | | I
| II | III | IV | V |
| | | DM's specifications |
| | | 1 | 1.0 | 0.8 | 0.2 | 0.5 | | | 1 | 0.5 | 0.2 | 0.8 | 1.0 |
| | | Optimal solutions |
| | | GA | PSO | GA | PSO | GA | PSO | GA | PSO | GA | PSO |
| | | 0.98354732 | 0.98359477 | 0.98448525 | 0.98451928 | 0.98457160 | 0.98490067 | 0.98148708 | 0.98196024 | 0.98249201 | 0.98255695 | | | 1050.08904 | 1049.92107 | 1055.41446 | 1055.59802 | 1058.82001 | 1060.22555 | 1044.65868 | 1044.40826 | 1045.18398 | 1044.58702 | | | 0.60656516 | 0.61590008 | 0.79108284 | 0.79777686 | 0.80807072 | 0.87280766 | 0.20125489 | 0.29434040 | 0.39895339 | 0.41172939 | | | 0.60547141 | 0.61186965 | 0.40261657 | 0.39562458 | 0.27289344 | 0.21935346 | 0.81232320 | 0.82186227 | 0.79231361 | 0.81505298 |
| Components | | Decisions variables corresponding to main components of the system |
| Reboiler | | 0.00039899 | 0.00042160 | 0.00039268 | 0.00040844 | 0.00036386 | 0.00036711 | 0.00045088 | 0.00047668 | 0.00047393 | 0.00047633 | | 3.41917961 | 3.20053049 | 3.08205706 | 3.21261946 | 2.96797346 | 3.53481960 | 3.26222415 | 2.97512622 | 3.53888380 | 3.00761187 | Failing film pressure | | 0.00044663 | 0.00042886 | 0.00037677 | 0.00035879 | 0.00035364 | 0.00034103 | 0.00044963 | 0.00042684 | 0.00043888 | 0.00045194 | | 2.93743121 | 2.34624642 | 2.25336207 | 2.55005113 | 2.77588849 | 2.93459081 | 2.55655906 | 2.56886790 | 2.45037358 | 2.85729986 | High-pressure absorber | | 0.00016881 | 0.00016359 | 0.00015166 | 0.00014887 | 0.00013784 | 0.00013539 | 0.00017353 | 0.00016944 | 0.00015574 | 0.00017686 | | 2.86356110 | 3.69610183 | 3.15673746 | 3.28073616 | 3.78864854 | 2.84273867 | 3.53782239 | 3.61115141 | 3.03502479 | 3.70232160 | Low-pressure absorber | | 0.00041113 | 0.00040656 | 0.00041406 | 0.00040844 | 0.00045041 | 0.00041815 | 0.00052870 | 0.00048036 | 0.00041970 | 0.00040953 | | 4.67082848 | 5.40042764 | 4.53173006 | 5.13121490 | 4.47381088 | 4.73186495 | 4.91856082 | 4.34826476 | 5.36085440 | 5.42475860 | Gas separator | | 0.00022738 | 0.00022736 | 0.00022342 | 0.00023100 | 0.00024459 | 0.00025474 | 0.00026109 | 0.00026287 | 0.00027281 | 0.00023944 | | 5.03045165 | 4.75765199 | 5.59215645 | 4.43617242 | 5.29292018 | 5.26627347 | 5.17559317 | 5.08274082 | 5.26603842 | 4.63483241 | Low-pressure heat exchanger | | 0.00078750 | 0.00079645 | 0.00079211 | 0.00079277 | 0.00075087 | 0.00073172 | 0.00072920 | 0.00078562 | 0.00079247 | 0.00079769 | | 4.73045809 | 5.24059032 | 4.78957351 | 4.76132947 | 4.45209374 | 3.99216974 | 4.13200468 | 4.38574566 | 5.07896810 | 4.94539576 | High-pressure heat exchanger | | 0.00070098 | 0.00071119 | 0.00061423 | 0.00055696 | 0.00057015 | 0.00065517 | 0.00062168 | 0.00055713 | 0.00058711 | 0.00065981 | | 6.16937271 | 5.62696440 | 5.56932906 | 5.76412417 | 6.12199584 | 6.48829057 | 6.49184949 | 5.34442022 | 6.18770089 | 5.68156701 |
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