Table 6 The evaluation results of T–S FNN under different training times under the assumption that each evaluation index is normally distributed.
Training times | Evaluation object | Evaluation results | Mean | Std | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
500 | 1956a | 1.1440 | 1.1234 | 1.1190 | 1.1384 | 0.9605 | 1.0203 | 1.0775 | 1.0532 | 1.1051 | 0.9890 | 1.0730 | 0.0649 |
1964a | 1.0064 | 1.0287 | 1.0647 | 1.1739 | 0.9923 | 1.1556 | 0.9874 | 0.9521 | 1.1748 | 1.0826 | 1.0618 | 0.0824 | |
1981a | 1.6325 | 1.2672 | 1.4069 | 1.3576 | 1.4374 | 1.4191 | 1.5915 | 1.8697 | 1.4634 | 1.4059 | 1.4851 | 0.1713 | |
1987a | 2.4709 | 1.4657 | 2.3386 | 1.7805 | 1.8227 | 2.3728 | 1.5687 | 1.7184 | 2.2732 | 2.0427 | 1.9854 | 0.3621 | |
1000 | 1956a | 1.1324 | 1.0928 | 1.1371 | 1.1326 | 1.1725 | 1.1361 | 1.1147 | 1.1494 | 1.1356 | 1.0849 | 1.1288 | 0.0257 |
1964a | 1.1632 | 1.0652 | 1.2766 | 1.5048 | 1.2070 | 1.4885 | 1.1268 | 1.1226 | 1.5219 | 1.3412 | 1.2818 | 0.1731 | |
1981a | 2.4444 | 2.2871 | 2.2885 | 2.2220 | 2.3644 | 2.3475 | 2.4645 | 2.5868 | 2.3978 | 2.3214 | 2.3724 | 0.1057 | |
1987a | 2.9266 | 2.7048 | 2.8853 | 2.7942 | 2.7547 | 2.9237 | 2.7353 | 2.8258 | 2.8533 | 2.8565 | 2.8260 | 0.0774 | |
1500 | 1956a | 1.2099 | 1.2126 | 1.2368 | 1.2223 | 1.2558 | 1.1984 | 1.1776 | 1.2064 | 1.2655 | 1.2198 | 1.2205 | 0.0263 |
1964a | 1.2043 | 1.1374 | 1.3243 | 1.6343 | 1.3155 | 1.5905 | 1.2046 | 1.1981 | 1.6762 | 1.4500 | 1.3735 | 0.2005 | |
1981a | 2.3679 | 2.4933 | 2.1360 | 2.0908 | 2.4635 | 2.3716 | 2.5142 | 2.6427 | 2.4875 | 2.3051 | 2.3873 | 0.1722 | |
1987a | 2.9547 | 2.7186 | 2.9269 | 2.8186 | 2.8002 | 2.9497 | 2.7102 | 2.8086 | 2.8341 | 2.8837 | 2.8405 | 0.0877 | |
2000 | 1956a | 1.3776 | 1.2975 | 1.2779 | 1.3484 | 1.0553 | 1.0945 | 1.2513 | 1.1421 | 1.2608 | 1.2661 | 1.2371 | 0.1062 |
1964a | 1.0012 | 1.2201 | 1.0594 | 1.2523 | 1.0879 | 1.1765 | 1.0488 | 0.9717 | 1.2608 | 1.2437 | 1.1322 | 0.1107 | |
1981a | 1.8582 | 1.3369 | 1.4481 | 1.4414 | 1.5642 | 1.4968 | 1.8752 | 2.1776 | 1.6009 | 1.5672 | 1.6366 | 0.2567 | |
1987a | 2.7275 | 1.7655 | 2.6302 | 2.1297 | 2.1884 | 2.6977 | 1.9875 | 2.2202 | 2.5364 | 2.4866 | 2.3370 | 0.3263 | |