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Quantum Hopfield network using single-electron circuits - a novel Hopfield network free from the local-minimum difficulty

机译:使用单电子电路的量子Hopfield网络-一种无局部最小难度的新颖Hopfield网络

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摘要

The concept of the quantum Hopfield network is proposed with examples of its network construction, which uses single-electron circuits. In this network, two or more threshold elements can change their outputs simultaneously in a form of coherent combination. This can be put into physical form by utilizing the co-tunneling phenomenon found in single-electron circuits. In the quantum Hopfield network, a state transition with a large Hamming distance can occur and therefore the local-minimum difficulty disappears; in consequence the global-minimum energy state can always be achieved. Use of this property made possible the development of novel computation devices that solve combinatorial problems without hindrance from the local-minimum difficulty.
机译:提出了量子Hopfield网络的概念,并举例说明了它的网络结构,该网络使用单电子电路。在该网络中,两个或更多阈值元素可以以相干组合的形式同时更改其输出。通过利用单电子电路中发现的共隧道现象,可以将其变成物理形式。在量子Hopfield网络中,可能会发生海明距离较大的状态转换,因此局部最小难度消失了。结果,总能达到最小能量状态。利用该特性可以开发出新颖的计算设备,该设备可以解决组合问题,而不会妨碍局部最小难度。

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