Multimodal Tuning of Synaptic Plasticity Using Persistent Luminescent Memitters.

Journal: Advanced materials (Deerfield Beach, Fla.)
PMID:

Abstract

Mimicking memory processes, including encoding, storing, and retrieving information, is critical for neuromorphic computing and artificial intelligence. Synaptic behavior simulations through electronic, magnetic, or photonic devices based on metal oxides, 2D materials, molecular complex and phase change materials, represent important strategies for performing computational tasks with enhanced power efficiency. Here, a special class of memristive materials based on persistent luminescent memitters (termed as a portmanteau of "memory" and "emitter") with optical characteristics closely resembling those of biological synapses is reported. The memory process and synaptic plasticity can be successfully emulated using such memitters under precisely controlled excitation frequency, wavelength, pulse number, and power density. The experimental and theoretical data suggest that electron-coupled trap nucleation and propagation through clustering in persistent luminescent memitters can explain experience-dependent plasticity. The use of persistent luminescent memitters for multichannel image memorization that allows direct visualization of subtle changes in luminescence intensity and realization of short-term and long-term memory is also demonstrated. These findings may promote the discovery of new functional materials as artificial synapses and enhance the understanding of memory mechanisms.

Authors

  • Hongyu Bian
    Department of Chemistry, National University of Singapore, Singapore, 117543, Singapore.
  • Xian Qin
    Department of Chemistry, National University of Singapore, Singapore, 117543, Singapore.
  • Yiming Wu
    Department of Chemistry, National University of Singapore, Singapore, 117543, Singapore.
  • Zhigao Yi
    Department of Chemistry, National University of Singapore, Singapore, 117543, Singapore.
  • Sirui Liu
    Faculty of Arts and Sciences, Division of Science, Harvard University, Cambridge, MA 02138.
  • Yu Wang
    Clinical and Technical Support, Philips Healthcare, Shanghai, China.
  • Carlos D S Brites
    Phantom-g, CICECO-Aveiro Institute of Materials, Department of Physics, Universidade de Aveiro, Aveiro, 3810-193, Portugal.
  • Luís D Carlos
    Phantom-g, CICECO-Aveiro Institute of Materials, Department of Physics, Universidade de Aveiro, Aveiro, 3810-193, Portugal.
  • Xiaogang Liu
    Sichuan Academy of Medical Sciences & Sichuan Provincial People's Hospital, Chengdu, China. gary.samsph@gmail.com.