Wang, Frank Zhigang (2023) Beyond Memristors: Neuromorphic Computing Using Meminductors. Micromachines [Special Issue Novel Computing Architectures], 14 (2). Article Number 486. ISSN 2072-666X. (doi:10.3390/mi14020486) (KAR id:100164)
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Official URL: https://doi.org/10.3390/mi14020486 |
Abstract
Resistors with memory (memristors), inductors with memory (meminductors) and capacitors with memory (memcapacitors) play different roles in novel computing architectures. We found that a coil with a magnetic core is an inductor with memory (meminductor) in terms of its inductance L(q) being a function of charge q. The history of the current passing through the coil is remembered by the magnetization inside the magnetic core. Such a meminductor can play a unique role (that cannot be played by a memristor) in neuromorphic computing, deep learning and brain-inspired computers since the time constant of a neuromorphic RLC circuit is jointly determined by the inductance L and capacitance C, rather than the resistance R. As an experimental verification, this newly invented meminductor was used to reproduce the observed biological behavior of amoebae (the memorizing, timing and anticipating mechanisms). In conclusion, a beyond-memristor
computing paradigm is theoretically sensible and experimentally practical.
Item Type: | Article |
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DOI/Identification number: | 10.3390/mi14020486 |
Uncontrolled keywords: | memristor; meminductor; novel computing architectures; non-Turing machine; neuromorphic computing; deep learning; brain-inspired computers |
Subjects: | Q Science > QA Mathematics (inc Computing science) > QA 75 Electronic computers. Computer science |
Divisions: | Divisions > Division of Computing, Engineering and Mathematical Sciences > School of Computing |
Funders: | European Commission (https://ror.org/00k4n6c32) |
Depositing User: | Frank Wang |
Date Deposited: | 21 Feb 2023 21:24 UTC |
Last Modified: | 28 Apr 2024 01:18 UTC |
Resource URI: | https://kar.kent.ac.uk/id/eprint/100164 (The current URI for this page, for reference purposes) |
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