Quantum Artificial Synapses. Issue 11 (5th September 2021)

• Record Type: Journal Article
• Authors: Meng, You; Yip, Sen Po; Wang, Wei; Liu, Chuntai; Ho, Johnny C.
• Is Part Of: Advanced quantum technologies. Volume 4:Issue 11(2021)
• Page Start: n/a
• Page End: n/a
• Publication Date: 2021-09-05
• Subjects: artificial synapses -- in‐memory computing -- quantum effects -- quantum materials; Quantum theory -- Periodicals; Quantum computing -- Periodicals; Quantum chemistry -- Periodicals; Quantum electronics -- Periodicals; 537.5
• DOI: 10.1002/qute.202100072
• Languages: English
• ISSNs: 2511-9044

Abstract

Abstract: Neuromorphic in‐memory computing systems, comprising artificial synapses and neurons, can overcome the energy inefficiency and throughput limitation of today's von Neumann computing architecture. Recently, powered by the unique properties of quantum materials, for example, high mobility, outstanding sensitivity, and strong quantum effect, researchers have built quantum artificial synapses to mimic the biological ones. These quantum electronic/photonic synapses can precisely define their conductance state (or synaptic weight) for emulating synaptic behaviors, which shows bionic performance unreachable by other conventional materials. In this review, the significant achievements in quantum artificial synapses are summarized. First, potential quantum materials used in artificial synapses are discussed with particular attention to quantum dots, nanowires, layered materials, and quasi‐2DEG interfaces. Then, the major quantum effects that are utilized in quantum artificial synapses, for example, Josephson effect, quantum tunneling, and spin memory, are reviewed. In addition to the discussion on a single synaptic device, the macroscale integration into artificial visual systems and artificial nerve networks are also highlighted. Finally, the associated future research trends and target applications are also discussed. Abstract : The significant achievement of quantum artificial synapses, which utilize the emerging quantum materials such as quantum dots, nanowires, layered materials, and quasi‐2DEG interfaces, are summarized in this review. Enabled by the diverse quantum effects, quantum artificial synapses show bionic performance unreachable by other conventional materials, being promising to establish energy‐efficient neuromorphic computing systems in the future.