Omni-directionally flexible, high performance all-solid-state micro-supercapacitor array-based energy storage system for wearable electronics

  • Nguyen, Thi Huyen; 
  • Lee, Jeongho; 
  • Lee, Dawoon; 
  • Nguyen, Manh Cuong; 
  • Kim, Jaekyun
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초록

All-solid-state micro-supercapacitors (MSCs) receive huge attention owing to their superior electrochemical performance providing sufficient energy densities and mechanically flexible for wearable devices and robotic applications. Here, we present omni-directionally flexible MSC array-based energy storage system, which enables the continuous operation of multi-functional wearable devices while electrochemical performances of MSC array are well sustained and predicted via machine learning. In detail, the assembling MnO2 nanospheres electrode-based micro-supercapacitor array vertical stacking (SAVS) exhibits outstanding performance in an impressive energy density of 8.1 mWh cm(-3) at the current density of 11 mA cm(-2) and a significant specific capacitance of 509.6F cm(-3) (similar to 1348.9F g(-1)) due to the high theoretical capacitance of MnO2 and their chemisorption mechanism with Na+. Especially, the device shows extremely high stability through the cyclic test with 93.0 % capacitance retention after 50,000 cycles, and minor changes in bending test at 90 degrees during 2,000 continuous cycles. A trained machine learning model based on experimental dataset further points out that the capacitance retentions of MSC array go beyond 95.3 % in all bending conditions. This work also presents the incorporation of SAVS with a gas sensor in a wearable device, emphasizing its potential use in real-world applications.

키워드

Micro-supercapacitor; Machine learning; Flexibility; MnO2; Prediction; Stacking; ARTIFICIAL NEURAL-NETWORK; DESIGN; CAPACITANCE; PREDICTION; COMPOSITE; SPHERES; OXIDE
제목
Omni-directionally flexible, high performance all-solid-state micro-supercapacitor array-based energy storage system for wearable electronics
저자
Nguyen, Thi Huyen; Lee, Jeongho; Lee, Dawoon; Nguyen, Manh Cuong; Kim, Jaekyun
DOI
10.1016/j.cej.2025.159375
발행일
2025-02
유형
Article
저널명
Chemical Engineering Journal
권
505
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1 ~ 12