Optimizing Piezoelectric Nanocomposites by High‐Throughput Phase‐Field Simulation and Machine Learning DOI
Weixiong Li, Tiannan Yang,

Changshu Liu

et al.

Advanced Science, Journal Year: 2022, Volume and Issue: 9(13)

Published: March 11, 2022

Abstract Piezoelectric nanocomposites with oxide fillers in a polymer matrix combine the merit of high piezoelectric response oxides and flexibility as well biocompatibility polymers. Understanding role choice materials filler‐matrix architecture is critical to achieving desired functionality composite towards applications flexible electronics energy harvest devices. Herein, high‐throughput phase‐field simulation conducted systematically reveal influence morphology spatial orientation an filler on piezoelectric, mechanical, dielectric properties nanocomposites. It discovered that constant volume fraction, composed vertical pillars exhibits superior electromechanical coupling coefficient compared other geometric configurations. An analytical regression established from linear regression‐based machine learning model, which can be employed predict performance filled given set coefficient, permittivity, stiffness. This work not only sheds light fundamental mechanism nanocomposites, but also offers promising material design strategy for developing high‐performance polymer/inorganic composite‐based wearable electronics.

Language: Английский

Screen-printed graphene-carbon ink based disposable humidity sensor with wireless communication DOI Creative Commons
Ajay Beniwal, Priyanka Ganguly,

Akshaya Kumar Aliyana

et al.

Sensors and Actuators B Chemical, Journal Year: 2022, Volume and Issue: 374, P. 132731 - 132731

Published: Sept. 23, 2022

Humidity sensing is crucial for several industrial, environmental, and healthcare applications, many of which require sensors in flexible form factors with features such as disposability facile fabrication processes. Herein, we present a flexible, cost-effective, disposable humidity sensor developed on paper substrate. The screen-printed graphene-carbon (G-C) ink-based demonstrates good performance terms change resistance (∼12.4 Ω/%RH) ranging from 25%RH to 91.7%RH. displays high flexibility (studied at bending radiuses 40 mm, 30 25 20 mm), appreciable stability (> 4 months), repeatability 100 cycles), short response/recovery time (∼4 s/∼6 s towards respiration rate monitoring) reproducibility (minor variations ∼ ± 1 Ω/%RH). efficacy fabricated evaluated spatial monitoring, soil moisture monitoring. Finally, the real monitoring also demonstrated via wireless transmission data smartphone display potential agricultural, applications.

Language: Английский

Citations

98

Self-powered environmental monitoring via a triboelectric nanogenerator DOI

Austin Chang,

Cameron Uy,

Xiao Xiao

et al.

Nano Energy, Journal Year: 2022, Volume and Issue: 98, P. 107282 - 107282

Published: April 14, 2022

Language: Английский

Citations

95

Ternary ordered assembled piezoelectric composite for self-powered ammonia detection DOI
Yi Li, Weixiong Li,

Ziyang Jin

et al.

Nano Energy, Journal Year: 2024, Volume and Issue: 122, P. 109291 - 109291

Published: Jan. 16, 2024

Language: Английский

Citations

94

Ni-Co-P hollow nanobricks enabled humidity sensor for respiratory analysis and human-machine interfacing DOI
Chunxu Chen,

Mingjiao Jiang,

Xiaolan Luo

et al.

Sensors and Actuators B Chemical, Journal Year: 2022, Volume and Issue: 370, P. 132441 - 132441

Published: July 30, 2022

Language: Английский

Citations

92

Optimizing Piezoelectric Nanocomposites by High‐Throughput Phase‐Field Simulation and Machine Learning DOI
Weixiong Li, Tiannan Yang,

Changshu Liu

et al.

Advanced Science, Journal Year: 2022, Volume and Issue: 9(13)

Published: March 11, 2022

Abstract Piezoelectric nanocomposites with oxide fillers in a polymer matrix combine the merit of high piezoelectric response oxides and flexibility as well biocompatibility polymers. Understanding role choice materials filler‐matrix architecture is critical to achieving desired functionality composite towards applications flexible electronics energy harvest devices. Herein, high‐throughput phase‐field simulation conducted systematically reveal influence morphology spatial orientation an filler on piezoelectric, mechanical, dielectric properties nanocomposites. It discovered that constant volume fraction, composed vertical pillars exhibits superior electromechanical coupling coefficient compared other geometric configurations. An analytical regression established from linear regression‐based machine learning model, which can be employed predict performance filled given set coefficient, permittivity, stiffness. This work not only sheds light fundamental mechanism nanocomposites, but also offers promising material design strategy for developing high‐performance polymer/inorganic composite‐based wearable electronics.

Language: Английский

Citations

91