Realization of Tunable Plasticity in Porous Synaptic Memristors for Neuromorphic Computing

Abstract

Brain-inspired neuromorphic computing is a promising way to implement artificial intelligence to overcome the issues of independent information processing and storage. An artificial synaptic device with tunable plasticity can perform learning and memorization by adjusting the weight of the synapse. In this work, a synaptic memristor composed of porous silicon oxide (PSiOx) incorporated with MoS2 quantum dots (QDs) is fabricated and excitatory paired-pulse facilitation (PPF), post-tetanic potentiation (PTP), learning-forgetting behavior, and spike-timing-dependent plasticity (STDP) are demonstrated. The short/long-term plasticity (SLTP) in biological synapses reveal the possibility of tunable synaptic plasticity with self-regulating functions under a series of excitation frequency between 200 μs and 10 ms. An artificial neural network (ANN) is designed theoretically according to the SLTP characteristic curves of the synapses and the recognition rate is observed to increase from 54.2% to 91.8% by simply adjusting the input frequency. The image recognition accuracy is improved by 6% in the presence of 20% noise at an input frequency of 1 ms. The excellent results and novel strategy reveal an important step for image recognition in next-generation neuromorphic computing systems.

Accessible Metaverse: A Theoretical Framework for Accessibility and Inclusion in the Metaverse

“…It is defined as a continuous and interconnected blend of physical and virtual realms facilitated by technologies such as virtual reality and augmented reality, where users engage in multisensory interactions within persistent and shared immersive environments [1]. In this interconnected digital realm, users can engage in real-time interactions with each other and with computer-generated environments, resulting in the blurring of boundaries between the physical and digital worlds [2]. Often described as a fully immersive and interactive space, the Metaverse offers users the opportunity to explore, create, and participate in diverse activities [3].…”