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Adaptive Signal Modulation Evolved by the Inherent Nonlinearity of Phase-Change Quantum-Dot String. | LitMetric

Adaptive Signal Modulation Evolved by the Inherent Nonlinearity of Phase-Change Quantum-Dot String.

Nano Lett

Key Laboratory of Advanced Materials (MOE), School of Materials Science and Engineering, Tsinghua University, Beijing 100084, China.

Published: July 2024

AI Article Synopsis

  • - This study explores a topological neural network designed to improve signal detection using a concept called stochastic resonance (SR), which requires adding nonlinearity to tiny devices.
  • - Researchers created a phase-change quantum-dot string (PCQDS) structure that interacts with electron tunneling, allowing it to respond dynamically to long signals while resembling neural activity patterns.
  • - The system operates in a way that combines dissipative tunneling with environmental factors, enabling it to adjust signal response based on temperature or energy changes, leading to complex output patterns when exposed to external signals.

Article Abstract

To simulate a topological neural network handling weak signals via stochastic resonance (SR), it is necessary to introduce an inherent nonlinearity into nanoscale devices. We use the self-assembly method to successfully fabricate a phase-change quantum-dot string (PCQDS) crossing Pd/Nb:AlNO/AlNO/Nb:AlNO/Pd multilayer. The inherent nonlinearity of phase change couples with electron tunneling so that PCQDS responds to a long signal sequence in a modulated output style, in which the pulse pattern evolves to that enveloped by two sets of periodic wave characterized by neural action potential. We establish an SR mode consisting of several two-state systems in which dissipative tunneling is coupled to environment. Size oscillations owing to NbO QDs adaptively adjust barriers and wells, such that tunneling can be periodically modulated by either asymmetric energy or local temperature. When the external periodic signals are applied, the system first follows the forcing frequency. Subsequently, certain PCQDs oscillate independently and consecutively to produce complicated frequency and amplitude modulations.

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Source
http://dx.doi.org/10.1021/acs.nanolett.4c01786DOI Listing

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