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Performance comparison of efficient type-reduction approaches for interval type-2 fuzzy logic control

机译:区间类型2模糊逻辑控制的有效类型缩减方法的性能比较

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Although many articles have shown that the control performance of interval type-2 fuzzy logic controllers (IT2 FLCs) is better than type-1 FLCs, the computational cost of it is high, which makes it hard to develop in the real world. Our previous research has recommended six TR approaches for their efficiency, but which one has the best performance is still an unknown problem. In the paper, IT2 FLCs using these six TR approaches are optimized using genetic algorithms, and we compared their control performances based on a coupled tank apparatus for controlling the water level. Results show that there is no statistically significant difference among the control performances of these approaches.
机译:尽管许多文章表明间隔2型模糊逻辑控制器(IT2 FLC)的控制性能优于1型FLC,但是其计算成本很高,这使其在现实世界中难以开发。我们先前的研究推荐了六种TR方法以提高效率,但是哪种方法具有最佳性能仍然是一个未知的问题。在本文中,使用这6种TR方法的IT2 FLC通过遗传算法进行了优化,并且我们基于用于控制水位的耦合储罐设备对它们的控制性能进行了比较。结果表明,这些方法的控制性能之间没有统计学上的显着差异。

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