Engineering Complex Synaptic Behaviors In A Single Device: Emulating Consolidation Of Short-Term Memory To Long-Term Memory In Artificial Synapses Via Dielectric Band Engineering

NANO LETTERS(2020)

引用 27|浏览13
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摘要
As one of the key neuronal activities associated with memory in the human brain, memory consolidation is the process of the transition of short-term memory (STM) to long-term memory (LTM), which transforms an external stimulus to permanently stored information. Here, we report the emulation of this complex synaptic function, consolidation of STM to LTM, in a single-crystal indium phosphide (InP) field effect transistor (FET)-based artificial synapse. This behavior is achieved via the dielectric band and charge trap lifetime engineering in a dielectric gate heterostructure of aluminum oxide and titanium oxide. We analyze the behavior of these complex synaptic functions by engineering a variety of action potential parameters, and the devices exhibit good endurance, long retention time (>10(5) s), and high uniformity. Uniquely, this approach utilizes growth and device fabrication techniques which are scalable and back-end CMOS compatible, making this InP synaptic device a potential building block for neuromorphic computing.
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关键词
synaptic consolidation, artificial synapse, neuromorphic computing, single-crystal indium phosphide
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