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On the chaotic nature of random telegraph noise in unipolar RRAM memristor devices

Author

Listed:
  • Stavrinides, Stavros G.
  • Hanias, Michael P.
  • Gonzalez, Mireia B.
  • Campabadal, Francesca
  • Contoyiannis, Yiannis
  • Potirakis, Stelios M.
  • Al Chawa, Mohamad Moner
  • de Benito, Carol
  • Tetzlaff, Ronald
  • Picos, Rodrigo
  • Chua, Leon O.

Abstract

Random telegraph noise (RTN) owns its very name to its assumed stochastic nature. In this paper, we follow up previous works that questioned this stochastic nature, and we investigate this assumption using experimentally measured noise coming from properly biased Ni/HfO2 unipolar Resistive RAM memristor nanodevices. We have used established, well–known tools from nonlinear theory to examine the current–noise temporal series. Evaluation results show that this series appears to exhibit not a stochastic, but a deterministic chaotic behavior, also demostrating interesting fractal characteristics in 2D and 3D phase space projections. The presented results clearly advocate for a strong component of complex (chaotic) fluctuation of deterministic origin, instead of a typical (fully stochastic) RTN. This result could pave the path for an enhanced understanding of the mechanisms behind RTN emergence, as well as improve its noise models.

Suggested Citation

  • Stavrinides, Stavros G. & Hanias, Michael P. & Gonzalez, Mireia B. & Campabadal, Francesca & Contoyiannis, Yiannis & Potirakis, Stelios M. & Al Chawa, Mohamad Moner & de Benito, Carol & Tetzlaff, Rona, 2022. "On the chaotic nature of random telegraph noise in unipolar RRAM memristor devices," Chaos, Solitons & Fractals, Elsevier, vol. 160(C).
    • Handle: RePEc:eee:chsofr:v:160:y:2022:i:c:s0960077922004349
    DOI: 10.1016/j.chaos.2022.112224
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    References listed on IDEAS

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    1. Maldonado, David & Gonzalez, Mireia B. & Campabadal, Francesca & Jimenez-Molinos, Francisco & Chawa, M. Moner Al & Stavrinides, Stavros G. & Roldan, Juan B. & Tetzlaff, Ronald & Picos, Rodrigo & Chua,, 2020. "Experimental evaluation of the dynamic route map in the reset transition of memristive ReRAMs," Chaos, Solitons & Fractals, Elsevier, vol. 139(C).
    2. Dmitri B. Strukov & Gregory S. Snider & Duncan R. Stewart & R. Stanley Williams, 2008. "The missing memristor found," Nature, Nature, vol. 453(7191), pages 80-83, May.
    3. Brock, William A. & Sayers, Chera L., 1988. "Is the business cycle characterized by deterministic chaos?," Journal of Monetary Economics, Elsevier, vol. 22(1), pages 71-90, July.
    4. Antonia Jones, 2004. "New tools in non-linear modelling and prediction," Computational Management Science, Springer, vol. 1(2), pages 109-149, July.
    5. Antoniades, I.P. & Marinos, G. & Karakatsanis, L.P. & Pavlos, E.G. & Stavrinides, S.G. & Tassis, D. & Pavlos, G.P., 2019. "Tsallis non-extensive statistics and multifractal analysis of the dynamics of a fully-depleted MOSFET nano-device," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 533(C).
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