Laser & Optoelectronics Progress, Volume. 62, Issue 17, 1739014(2025)

Research Progress on Optoelectronic Phase-Change Materials for Neuromorphic Computing (Invited)

Wen Zhou*, Wanting Ma, Yaran Jin, Xingda Huo, Yuan Wang, and Wei Zhang**
Author Affiliations
  • Center for Alloy Innovation and Design, State Key Laboratory for Mechanical Behavior of Materials, School of Materials Science and Engineering, Xi'an Jiaotong University, Xi'an 710049, Shaanxi , China
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    Figures & Tables(10)
    Phase change mechanism, bonding mechanism, and optical properties of PCM. (a) Phase change mechanism; (b) bonding mechanism[36]; (c) real and imaginary parts of the dielectric constants of PCM[38]
    Photonic waveguide design and optical switching[21]. (a) GST waveguide device; (b) SEM image; (c) write-erase operation; (d) multilevel storage
    Neural synaptic devices and arrays. (a) Neural and synaptic structures[22]; (b) GST-based integrated photonic neural synaptic device[22]; (c) all-optical neural network architecture design[27]; (d) optical microscopic image of neural network with optical waveguides[27]
    All-optical analog-to-digital conversion system based on GST-decorated silicon photonic device[48]. (a) Photonic analog-to-digital converter chip; (b) cross-sectional view of phase-change waveguide device; (c) 65 distinct levels
    Electrically controlled photonic computing architecture[29]. (a) Schematic of electrically controlled photonic waveguide memory cell; (b) multilevel switching; (c) parallel computing using GST cell; (d) image processing results
    Ultrafast photonic waveguide memory based on SST. (a) Switching speeds of phase-change random-access memory devices based on SST and GST[50]; (b) crystalline state of SST at 0 ps[50]; (c) crystalline state of SST at 600 ps[50]; (d) schematic diagram of SST-based photonic waveguide memory[57]; (e) multilevel storage[57]; (f) cycling test[57]
    Biphasic neural synaptic device based on AIST. (a) Crystallization growth at the amorphous-crystalline interface of AIST[62]; (b) schematic diagram of photonic synapse, which is composed of the AIST dual devices (AIST 1 and AIST 2) on the Si3N4 waveguide[64]; (c) optical microscopic images of AIST devices (with scale bar of 2 μm)[64]; (d) biphasic storage behavior of single-node dual AIST devices[64]
    First-principle calculation and simulation of optical waveguide device based on Sb2Te. (a) Atomic ordering process and crystal structure of Sb2Te (yellow spheres represent Sb atoms and green spheres represent Te atoms)[70]; (b) HAADF image of Sb2Te and EDS map of Sb and Te atoms[69]; (c) transmission spectra of waveguide device in amorphous phase (amor.), crystalline phase (cryst.), and ground state (A7)[70]; (d) electric field profiles of waveguide[70]
    Photonic waveguide devices based on ultra-thin Sb. (a) Schematic diagram of SOI waveguide integrated with 3 nm-thick Sb[75]; (b) schematic diagram of microwave photonic filter based on Sb thin film[76]; (c) reversible and repetitive switching of 10 µm-long Sb thin film between amorphous state and crystalline state[76]; (d) multilevel storage[76]
    Ultra-low loss photonic waveguide devices based on novel PCM. (a) Refractive indices of amorphous GSST[77]; (b) refractive indices of crystalline GSST[77]; (c) cumulative crystallization of electrically controlled GSST device[31]; (d) refractive indices of amorphous (dashed line) and crystalline (solid line) Sb2Se3[84]; (e) electrically controlled phase shifter based on Sb2Se3[85]; (f) transmission spectra of MZI based on Sb2Se3[85]
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    Wen Zhou, Wanting Ma, Yaran Jin, Xingda Huo, Yuan Wang, Wei Zhang. Research Progress on Optoelectronic Phase-Change Materials for Neuromorphic Computing (Invited)[J]. Laser & Optoelectronics Progress, 2025, 62(17): 1739014

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    Paper Information

    Category: AI for Optics

    Received: Mar. 27, 2025

    Accepted: May. 7, 2025

    Published Online: Sep. 12, 2025

    The Author Email: Wen Zhou (wen.zhou@xjtu.edu.cn), Wei Zhang (wzhang0@mail.xjtu.edu.cn)

    DOI:10.3788/LOP250910

    CSTR:32186.14.LOP250910

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