Wave Digital Emulation of a Memristive Circuit to Find the Minimum Spanning Tree
Self-organizing circuits are subject to current research because they are known to solve computationally complex tasks fast, energy efficient and can be implemented in integrated circuits with minimum space requirements. This is especially desired in contexts where the problem involves many componen...
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Published in | Conference proceedings : Midwest Symposium on Circuits and Systems pp. 351 - 354 |
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Main Authors | , , |
Format | Conference Proceeding |
Language | English |
Published |
IEEE
01.08.2019
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Subjects | |
Online Access | Get full text |
ISSN | 1558-3899 |
DOI | 10.1109/MWSCAS.2019.8884878 |
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Abstract | Self-organizing circuits are subject to current research because they are known to solve computationally complex tasks fast, energy efficient and can be implemented in integrated circuits with minimum space requirements. This is especially desired in contexts where the problem involves many components, such as neural networks, and the solution demands exhaustive computational effort. Networks which are centered around memristors have shown to be good candidates for such self-organizing, circuit-inspired solutions. One of many interesting problems include finding the minimum spanning tree in a graph, as it has applications in human learning in the context of the self-organizing discovery of information transport and hence topology formation. This work presents a memristive circuit to solve the minimum spanning tree in a directed, weighted graph of arbitrary size. Since the manufacturing process of memristors is generally complicated and costly, a software emulator based on wave digital principles is derived which provides a powerful tool for investigations with different memristor models to aid development processes. |
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AbstractList | Self-organizing circuits are subject to current research because they are known to solve computationally complex tasks fast, energy efficient and can be implemented in integrated circuits with minimum space requirements. This is especially desired in contexts where the problem involves many components, such as neural networks, and the solution demands exhaustive computational effort. Networks which are centered around memristors have shown to be good candidates for such self-organizing, circuit-inspired solutions. One of many interesting problems include finding the minimum spanning tree in a graph, as it has applications in human learning in the context of the self-organizing discovery of information transport and hence topology formation. This work presents a memristive circuit to solve the minimum spanning tree in a directed, weighted graph of arbitrary size. Since the manufacturing process of memristors is generally complicated and costly, a software emulator based on wave digital principles is derived which provides a powerful tool for investigations with different memristor models to aid development processes. |
Author | Ochs, Karlheinz Solan, Enver Michaelis, Dennis |
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Snippet | Self-organizing circuits are subject to current research because they are known to solve computationally complex tasks fast, energy efficient and can be... |
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SubjectTerms | Biological neural networks Convergence Emulation Integrated circuit modeling Memristors Task analysis Topology |
Title | Wave Digital Emulation of a Memristive Circuit to Find the Minimum Spanning Tree |
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