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Analysis of the practical capacity of multi-valued hetero-associator considering fault tolerance

机译:考虑容错的多值异构关联器实用能力分析

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Presents a method of pattern recognition using the multi-valued polynomial bidirectional hetero-associator (PBHA). This network can be used for the industrial application of optical character recognition. According to detailed simulations, the PBHA has a higher capacity for pattern pair storage than that of the conventional bidirectional associative memories and fuzzy memories. Meanwhile, the practical capacity of a PBHA considering fault tolerance is discussed. The fault tolerance requirement leads to the discovery of the attraction radius of the basin for each stored pattern pair. The PBHA takes advantage of multi-valued characteristics in evolution equations such that the signal-noise-ratio is significantly increased. We apply the result of this research to pattern recognition problems. The practical capacity of the multi-valued data recognition using the PBHA considering fault tolerance in the worst case is also estimated. Simulation results are presented to verify the derived theory.
机译:提出了一种使用多值多项式双向异质关联器(PBHA)的模式识别方法。该网络可用于光学字符识别的工业应用。根据详细的模拟,PBHA具有比常规双向关联存储器和模糊存储器更高的模式对存储容量。同时,讨论了考虑容错能力的PBHA的实际容量。容错要求导致发现了每个存储模式对的盆地吸引力半径。 PBHA在演化方程中利用了多值特性,从而显着提高了信噪比。我们将这项研究的结果应用于模式识别问题。还估计了考虑到最坏情况下的容错能力的使用PBHA的多值数据识别的实际能力。仿真结果证明了所推导的理论的正确性。

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