Multi-Tasking Memcapacitive Networks

نویسندگان

چکیده

Recent studies have shown that networks of memcapacitive devices provide an ideal computing platform low power consumption for reservoir systems. Random, crossbar, or small-world power-law (SWPL) structures are common topologies substrates to compute single tasks. However, neurological the interconnections cortical brain regions associated with different functions form a rich-club structure. This structure allows human brains perform multiple activities simultaneously. So far, reservoirs can only Here, we propose, first time, cluster functioning as tasks Our results illustrate surpassed crossbar and SWPL by factors $4.1\times, 5.2\times $ , notation="LaTeX">$1.7\times on three tasks: Isolated Spoken Digits, MNIST, CIFAR-10. Compared single-task in our previous published results, multitasking could accomplish similar accuracies 86%, 94.4%, 27.9% extended simulations reveal both input signal amplitudes inter-cluster connections contribute accuracy networks. Selecting optimal values links is key obtaining high classification consumption. promise brain-inspired their capability solve Such novel architectures potential make edge applications more efficient allow systems cannot be reconfigured

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ژورنال

عنوان ژورنال: IEEE Journal on Emerging and Selected Topics in Circuits and Systems

سال: 2023

ISSN: ['2156-3365', '2156-3357']

DOI: https://doi.org/10.1109/jetcas.2023.3235242