Publications by authors named "Xue-Bing Yin"

Article Synopsis
  • - This study explores Pavlovian conditioning, a fundamental type of learning, using a memristive device that mimics brain function and has unique forgetting abilities.
  • - It focuses on three critical aspects of Pavlovian conditioning: acquisition (learning), extinction (forgetting), and recovery (remembering), analyzing how timing and intervals affect these processes.
  • - The findings reveal how changes in response strength and the number of trials for both acquisition and extinction can be modeled in hardware, showcasing a practical application of associative learning principles.
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To implement the complex brain functions of learning, forgetting and memory in a single electronic device is very advantageous for realizing artificial intelligence. As a proof of concept, memristive devices with a simple structure of Ni/Nb-SrTiO/Ti were investigated in this work. The functions of learning, forgetting and memory were successfully mimicked using the memristive devices, and the "time-saving" effect of implicit memory was also demonstrated.

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A recoverable pseudo-electroforming process was discovered in Pt/WO3/FTO devices. Unlike conventional electroforming, which is usually destructive, pseudo-electroforming can be recovered when the electrical stimulation is removed. Furthermore, the time-dependent recovery process can be tuned by diverse voltage pulses applied in pseudo-electroforming; therefore, the device can be used as a time-delay switch in memristor-based neuromorphic networks.

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Inappropriate operation could make a memristive device "dead" and cause the loss of resistive switching performance. In this study, the revival of "dead" devices was investigated in the case of WO3-x-based memristive devices. It is believed that inappropriate operation with a high-voltage pulse creates an ordered structure of oxygen vacancies and such an ordered structure makes the normal reset process fail.

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Metaplasticity, a higher order of synaptic plasticity, as well as a key issue in neuroscience, is realized with artificial synapses based on a WO3 thin film, and the activity-dependent metaplastic responses of the artificial synapses, such as spike-timing-dependent plasticity, are systematically investigated. This work has significant implications in neuromorphic computation.

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Single crystalline SrTiO3 doped with 0.1 wt% Nb was used as a model system to evaluate the role of the Schottky barrier in the resistive switching of perovskites. The Ti bottom electrode formed an ohmic contact in the Ni/Nb:SrTiO3/Ti stack, whereas the Ni top electrode created a strong Schottky barrier, which was reflected in a huge semi-circle in the impedance spectrum of the stack.

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