Brains Are Made of Memristors
Abstract
This exposition shows that the potassium ion-channels and the sodium ion-channels that are distributed over the entire length of the axons of our neurons are in fact locally-active memristors. In particular, they exhibit all of the fingerprints of memristors, including the characteristic pinched hysteresis Lissajous figures in the voltage-current plane, whose loop areas shrink as the frequency of the periodic excitation signal increases. Moreover, the pinched hysteresis loops for the potassium ion-channel memristor, and the sodium ion-channel memristor, from the Hodgkin-Huxley axon circuit model are unique for each periodic excitation signal. An in-depth circuit-theoretic analysis and characterizations of these two classic biological memristors are presented via their small-signal memristive equivalent circuits, their frequency response, and their Nyquist plots. Just as the Hodgkin-Huxley circuit model has stood the test of time, its constituent potassium ion-channel and sodium ion-channel memristors are destined to be classic examples of locally-active memristors in future textbooks on circuit theory and bio-physics.
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Numerous examples of pinched hysteresis loops of memristors can be found in [3], [13], [22].
“Numerous examples of pinched hysteresis loops of memristors can be found in [3], [13], [22].”
From Everything You Wish to Know About Memristors But Are Afraid to Ask (2015) · cites this paper as [3]
If the memductance function G(x,0) is a smooth function of x, then the Continuum-Memory Memristor can be used as a synapse in brain-like machines.
“In the case where the memductance function G ( x, 0) is a smooth function x , then this memristor can be used as a synapse [3], [32], [35] in brainslike machines.”
From Everything You Wish to Know About Memristors But Are Afraid to Ask (2015) · cites this paper as [3]
Cites
Nanoscale Memristor Device as Synapse in Neuromorphic Systems
Jo, S. H., Chang, T., Ebong, I., Bhadviya, B. B., Mazumder, P., & Lu, W. (2010) · Nano Letters · doi:10.1021/nl904092h · Cited by 4,174 · see citing works
Memristive devices and systems
Chua, L. O., & Kang, S. M. (1976) · Proceedings of the IEEE · doi:10.1109/proc.1976.10092 · Cited by 2,604 · see citing works
Self-citationHODGKIN–HUXLEY AXON IS MADE OF MEMRISTORS
CHUA, L., SBITNEV, V., & KIM, H. (2012) · International Journal of Bifurcation and Chaos · doi:10.1142/s021812741230011x · Cited by 319 · see citing works
Self-citationNonlinear circuit foundations for nanodevices, part I: the four-element torus
Chua, L. O. (2003) · Proceedings of the IEEE · doi:10.1109/jproc.2003.818319 · Cited by 263 · see citing works
Self-citationMemristor, Hodgkin–Huxley, and Edge of Chaos
Chua, L. (2013) · Nanotechnology · doi:10.1088/0957-4484/24/38/383001 · Cited by 253 · see citing works
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Memristor‐Based Analog Computation and Neural Network Classification with a Dot Product Engine
Hu, M., Graves, C. E., Li, C., Li, Y., Ge, N., Montgomery, E., Davila, N., Jiang, H., Williams, R. S., Yang, J. J., et al. (2018) · Advanced Materials · doi:10.1002/adma.201705914 · Cited by 751 · see citing works
If it's pinched it's a memristor
Chua, L. (2014) · Semiconductor Science and Technology · doi:10.1088/0268-1242/29/10/104001 · Cited by 685 · see citing works
Self-citationEverything You Wish to Know About Memristors But Are Afraid to Ask
Chua, L. (2015) · Radioengineering · doi:10.13164/re.2015.0319 · Cited by 481 · see citing works
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- Authors
- Sah, M. P., Kim, H., & Chua, L. O.
- Affiliations
- Jeonbuk National University (KR)
- University of California, Berkeley (US)
- Venue
- IEEE Circuits and Systems Magazine
- Published
- 2014
- Volume
- 14
- Issue
- 1
- Pages
- 12-36
- ISSN
- 0163-6812 (ISSN-L)
- 1531-636X
- 1558-0830
- OpenAlex
- W1971213017
- Cited by
- 219
- References
- 5
- Citations by year
- 2026: 17 · 2025: 27 · 2024: 23 · 2023: 26 · 2022: 19 · 2021: 13 · 2020: 17 · 2019: 10 · 2018: 14 · 2017: 13 · 2016: 20 · 2015: 12 · 2014: 8
- FWCI
- 9.39
- Type
- journal article
- Language
- en
- Open access
- closed
- Licence
- Locations
- IEEE Circuits and Systems Magazine (publishedVersion)
- Topics
- Physical Sciences › Engineering › Electrical and Electronic Engineering › Advanced Memory and Neural Computing
- Life Sciences › Neuroscience › Cognitive Neuroscience › Neural dynamics and brain function
- Physical Sciences › Physics and Astronomy › Statistical and Nonlinear Physics › stochastic dynamics and bifurcation
- Keywords
- memristors, ion channels, potassium channels, sodium channels, Hodgkin-Huxley model, axons, pinched hysteresis, frequency response, Nyquist plot, small-signal analysis
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