MicroSynapse: A brain-inspired coplanar micro-supercapacitor for bridging capacitive energy storage and neuromorphic functionality

  • Sakhare, Shambhuraje R.; 
  • Kumbhar, Dhananjay D.; 
  • Shembade, Umesh, V; 
  • Kirdat, Hindavi D.; 
  • Ghatage, Mayuri M.; 
  • ... Kim, Tae Geun; 
  • 외 8명
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초록

This study investigates the interplay between capacitive and synaptic characteristics of MXene-NiO microsupercapacitors (M-SCs), highlighting their potential for technological advancements. While most research focuses on resistive switching and memristive behavior, the ability of capacitors to emulate brain-inspired synaptic functions remains largely unexplored. An M-SC synapse is introduced, leveraging nonlinear ion transport in MXene-NiO composites to achieve synaptic behavior. A high-performance M-SC was fabricated using a costeffective 3D stamping method with MXene-NiO composite ink. The device exhibits an impressive areal capacitance of 3053 mF/cm2 at a current density of 10 mu A/cm2, achieving a maximum energy density of 152 Wh/kg and a power density of 600 W/kg. It maintains 77 % stability over 10,000 cycles at 40 mu A/cm2, demonstrating excellent electrochemical durability. Notably, the device exhibits nonlinear, brain-inspired learning and forgetting behaviors, achieving highly reliable and reproducible synaptic performance for over 25,000 cycles. Furthermore, the biocompatibility of the MXene-NiO composite material was evaluated through in vitro (hemolysis and cell viability) and in ovo (angiogenesis) studies. These results not only advance supercapacitor technology but also provide a basis for exploring all-capacitive synaptic features, paving the way for innovations in neuromorphic computing and energy storage.

키워드

Micro-supercapacitor; Capacitive synapse; Neuromorphic computing; MXene-based composite; Biocompatible; MXENE
제목
MicroSynapse: A brain-inspired coplanar micro-supercapacitor for bridging capacitive energy storage and neuromorphic functionality
저자
Sakhare, Shambhuraje R.; Kumbhar, Dhananjay D.; Shembade, Umesh, V; Kirdat, Hindavi D.; Ghatage, Mayuri M.; Kamble, Pranoti A.; Nirmal, Kiran A.; Mukherjee, Shaibal; Tiwari, Arpita Pandey; Kamat, Rajanish K.; Patil, Swapnil R.; Huh, Yun Suk; Kim, Tae Geun; Dongale, Tukaram D.
DOI
10.1016/j.cej.2025.168364
발행일
2025-11-01
유형
Article
저널명
Chemical Engineering Journal
권
523