Machine intelligence accelerated design of conductive MXene aerogels with programmable properties DOI Creative Commons
Snehi Shrestha,

Kieran Barvenik,

Tianle Chen

et al.

Nature Communications, Journal Year: 2024, Volume and Issue: 15(1)

Published: June 1, 2024

Abstract Designing ultralight conductive aerogels with tailored electrical and mechanical properties is critical for various applications. Conventional approaches rely on iterative, time-consuming experiments across a vast parameter space. Herein, an integrated workflow developed to combine collaborative robotics machine learning accelerate the design of programmable properties. An automated pipetting robot operated prepare 264 mixtures Ti 3 C 2 T x MXene, cellulose, gelatin, glutaraldehyde at different ratios/loadings. After freeze-drying, aerogels’ structural integrity evaluated train support vector classifier. Through 8 active cycles data augmentation, 162 unique are fabricated/characterized via robotics-automated platforms, enabling construction artificial neural network prediction model. The model conducts two-way tasks: (1) predicting physicochemical from fabrication parameters (2) automating inverse specific property requirements. combined use interpretation finite element simulations validates pronounced correlation between aerogel density compressive strength. model-suggested high conductivity, customized strength, pressure insensitivity allow compression-stable Joule heating wearable thermal management.

Language: Английский

Absorption-dominated electromagnetic interference shielding assembled composites based on modular design with infrared camouflage and response switching DOI
Jie He, Mengjie Han, Kai Wen

et al.

Composites Science and Technology, Journal Year: 2022, Volume and Issue: 231, P. 109799 - 109799

Published: Oct. 20, 2022

Language: Английский

Citations

105

MOF-Derived Co/C and MXene co-Decorated Cellulose-Derived Hybrid Carbon Aerogel with a Multi-Interface Architecture toward Absorption-Dominated Ultra-Efficient Electromagnetic Interference Shielding DOI
Zhengzheng Guo, Penggang Ren, Fan Yang

et al.

ACS Applied Materials & Interfaces, Journal Year: 2023, Volume and Issue: 15(5), P. 7308 - 7318

Published: Jan. 24, 2023

Exploring electromagnetic interference (EMI) shielding materials with ultra-efficient EMI effectiveness (SE) and an absorption-dominated mechanism is urgently required for fundamentally tackling radiation pollution. Herein, zeolitic imidazolate framework-67 (ZIF-67)/MXene/cellulose aerogels were first prepared via a simple solution mixing-regeneration freeze-drying process. Subsequently, they are converted into electric/magnetic hybrid carbon (Co/C/MXene/cellulose-derived aerogels) through facile pyrolysis strategy. ZIF-67-derived porous Co/C could provide the additional magnetic loss capacity. The resultant exhibit hierarchically structure, complementary waves (EMWs) mechanisms, abundant heterointerfaces. construction of architecture synergy greatly alleviate impedance mismatching at air-specimen interface, which enables more EMWs to enter consumption. Moreover, numerous heterointerfaces among Co/C, Ti3C2Tx MXene, cellulose-derived skeleton induce generation multiple polarization losses containing interfacial dipole polarization, further dissipate EMWs. aerogel low density (85.6 mg/cm3) achieves ultrahigh SE 86.7 dB superior absorption coefficient 0.72 simultaneously. This work not only offers novel approach design high-performance entailing reflection characteristic but also broadens applicability in aerospace, precision electronic devices, military stealth instruments.

Language: Английский

Citations

90

Structural Design for EMI Shielding: From Underlying Mechanisms to Common Pitfalls DOI Creative Commons
Ali Akbar Isari,

Ahmadreza Ghaffarkhah,

Seyyed Alireza Hashemi

et al.

Advanced Materials, Journal Year: 2024, Volume and Issue: 36(24)

Published: March 12, 2024

Abstract Modern human civilization deeply relies on the rapid advancement of cutting‐edge electronic systems that have revolutionized communication, education, aviation, and entertainment. However, electromagnetic interference (EMI) generated by digital poses a significant threat to society, potentially leading future crisis. While numerous efforts are made develop nanotechnological shielding mitigate detrimental effects EMI, there is limited focus creating absorption‐dominant solutions. Achieving EMI shields requires careful structural design engineering, starting from smallest components considering most effective wave attenuating factors. This review offers comprehensive overview structures, emphasizing critical elements design, mechanisms, limitations both traditional shields, common misconceptions about foundational principles science. systematic serves as scientific guide for designing structures prioritize absorption, highlighting an often‐overlooked aspect

Language: Английский

Citations

87

Diverse Structural Design Strategies of MXene-Based Macrostructure for High-Performance Electromagnetic Interference Shielding DOI Creative Commons
Yue Liu, Yadi Wang, Na Wu

et al.

Nano-Micro Letters, Journal Year: 2023, Volume and Issue: 15(1)

Published: Nov. 2, 2023

Abstract There is an urgent demand for flexible, lightweight, mechanically robust, excellent electromagnetic interference (EMI) shielding materials. Two-dimensional (2D) transition metal carbides/nitrides (MXenes) have been potential candidates the construction of EMI materials due to their great electrical electroconductibility, favorable mechanical nature such as flexibility, large aspect ratios, and simple processability in aqueous media. The applicability MXenes has intensively explored; thus, reviewing relevant research beneficial advancing design high-performance MXene-based shields. Herein, recent progress macrostructure development reviewed, including associated mechanisms. In particular, various structural strategies are highlighted explored. end, difficulties views future growth shields proposed. This review aims drive macrostructures on basis rational high-efficiency utilization MXene.

Language: Английский

Citations

82

Methylene blue adsorption derived thermal insulating N, S-co-doped TiC/carbon hybrid aerogel for high-efficient absorption-dominant electromagnetic interference shielding DOI
Zhengzheng Guo, Penggang Ren, Jin Wang

et al.

Chemical Engineering Journal, Journal Year: 2022, Volume and Issue: 451, P. 138667 - 138667

Published: Aug. 17, 2022

Language: Английский

Citations

76

Cutting edge composite materials based on MXenes: Synthesis and electromagnetic interference shielding applications DOI
Rajesh Kumar, Sumanta Sahoo, Ednan Joanni

et al.

Composites Part B Engineering, Journal Year: 2023, Volume and Issue: 264, P. 110874 - 110874

Published: July 5, 2023

Language: Английский

Citations

62

Construction of hierarchical carbon fiber Aerogel@Hollow Co9S8 polyhedron for high-performance electromagnetic wave absorption at low-frequency DOI

Ce Cui,

Liang Geng,

Shan Jiang

et al.

Chemical Engineering Journal, Journal Year: 2023, Volume and Issue: 466, P. 143122 - 143122

Published: April 24, 2023

Language: Английский

Citations

51

Recent advances in non-biomass and biomass-based electromagnetic shielding materials DOI

Chuanyin Xiong,

Qing Xiong, Mengjie Zhao

et al.

Advanced Composites and Hybrid Materials, Journal Year: 2023, Volume and Issue: 6(6)

Published: Nov. 14, 2023

Language: Английский

Citations

47

MXene/CNTs/Aramid Aerogels for Electromagnetic Interference Shielding and Joule Heating DOI
Zhen Yan, Yulin Ding,

Meirong Huang

et al.

ACS Applied Nano Materials, Journal Year: 2023, Volume and Issue: 6(7), P. 6141 - 6150

Published: March 31, 2023

It is a considerable challenge to develop composite material with ultra-light and high electromagnetic interference (EMI) shielding efficiency for the next generation of electronic equipment. MXenes have received extensive attention in aerogel EMI due their abundant surface groups ultra-high conductivity. However, poor mechanical properties make them difficult apply on large scale. Here, we demonstrate simple method construct conductive Ti3C2Tx MXene/aramid nanofibers (ANFs)/carbon nanotubes (CNTs) aerogels "sandwich" structure. CNTs MXene absorb reflect waves, while ANF provides good strength. Our an extra-high up 69.0 dB at X-band, despite thickness density being only 2 mm 0.0428 g/cm3, respectively. At same time, low 0.0488 W/(m·K) thermal conductivity shows extraordinary flame resistance, heat preservation, insulation ability. Besides, MXene/ANFs/CNTs can reach 104 °C 3 s under 8 V voltage long-term Joule heating stability. This work forward-looking idea building multifunctional materials. The obtained potential applications aerospace, portable devices, defense industries.

Language: Английский

Citations

45

Micro-helical Ni3Fe chain encapsulated in ultralight MXene/C aerogel to realize multi-functionality: Radar stealth, thermal insulation, fire resistance, and mechanical properties DOI

Sen Lin,

Jing Lin, Zhiqiang Xiong

et al.

Chemical Engineering Journal, Journal Year: 2024, Volume and Issue: 492, P. 152248 - 152248

Published: May 14, 2024

Language: Английский

Citations

33