Eco-friendly microwave absorption metastructure: Design, optimization, and performance of CPVM based on PLA@CF

被引:35
作者
Dong, Huaiyu [1 ]
Zhang, Yuhui [1 ]
Yu, Chen [1 ]
Wang, Zhichen [1 ]
Huang, Yixing [1 ]
机构
[1] Beijing Inst Technol, Inst Adv Struct Technol, Beijing Key Lab Lightweight Multifunct Composite M, Beijing 100081, Peoples R China
基金
中国国家自然科学基金;
关键词
PLA@CF composite; WOA-DNN-SA algorithm; Metastructure; 3D printing; Microwave absorption; ABSORBERS; COMPOSITE;
D O I
10.1016/j.cej.2024.152477
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
To address the escalating issue of electromagnetic interference, creating a metastructure for thin, lightweight, wide, and strong electromagnetic wave absorption is imperative. This paper introduces the Crassula perforate variegate metastructure (CPVM), inspired by the succulent plant Crassula perforate variegate in nature, characterized by its isotropic and broadband absorption performance. Following an eco-friendly design approach, the proposal involves using polylactic acid (PLA) and chopped carbon fibers (CFs) as the matrix material and electromagnetic wave absorber for CPVM, respectively. This achieves lightweight of the metastructure and enhances the load-bearing performance of PLA. The PLA@CF composite material is processed into 3D printing filaments, enabling rapid specimen fabrication and significantly reducing production and development costs. Mechanical tests validate the outstanding tensile and flexural strength (80.5 MPa) as well as remarkable toughness of the proposed PLA@CF composite material. The optimization design of CPVM is efficiently accomplished using the Whale Optimization Algorithm (WOA), Deep Neural Networks (DNN), and Simulated Annealing (SA) algorithm. Reflectivity tests on CPVM reveal an effective bandwidth of 31.64 GHz within the 2-40 GHz frequency range, with a coverage rate of 83.3 %. Additionally, CPVM demonstrates excellent electromagnetic wave absorption capabilities in the S and C bands.
引用
收藏
页数:12
相关论文
共 64 条
[1]   Optimizing connection weights in neural networks using the whale optimization algorithm [J].
Aljarah, Ibrahim ;
Faris, Hossam ;
Mirjalili, Seyedali .
SOFT COMPUTING, 2018, 22 (01) :1-15
[2]   A Novel Ultra-Wideband Electromagnetic-Wave-Absorbing Metastructure Inspired by Bionic Gyroid Structures [J].
An, Qing ;
Li, Dawei ;
Liao, Wenhe ;
Liu, Tingting ;
Joralmon, Dylan ;
Li, Xiangjia ;
Zhao, Junming .
ADVANCED MATERIALS, 2023, 35 (26)
[3]   High-temperature multispectral stealth metastructure from the microwave-infrared compatible design [J].
An, Zhimin ;
Huang, Yixing ;
Zhang, Rubing .
COMPOSITES PART B-ENGINEERING, 2023, 259
[4]   Multilaminate metastructure for high-temperature radar-infrared bi-stealth: Topological optimization and near-room-temperature synthesis [J].
An, Zhimin ;
Li, Yiping ;
Luo, Xiaoguang ;
Huang, Yixing ;
Zhang, Rubing ;
Fang, Daining .
MATTER, 2022, 5 (06) :1937-1952
[5]  
Bao Y.K., 2006, A fast grid search method in support vector regression forecasting time series
[6]   Core-Shell Nanomaterials for Microwave Absorption and Electromagnetic Interference Shielding: A Review [J].
Bhattacharjee, Yudhajit ;
Bose, Suryasarathi .
ACS APPLIED NANO MATERIALS, 2021, 4 (02) :949-972
[7]   A Flexible and Lightweight Biomass-Reinforced Microwave Absorber [J].
Cheng, Yan ;
Seow, Justin Zhu Yeow ;
Zhao, Huanqin ;
Xu, Zhichuan J. ;
Ji, Guangbin .
NANO-MICRO LETTERS, 2020, 12 (01)
[8]   Materials for electromagnetic interference shielding [J].
Chung, D. D. L. .
MATERIALS CHEMISTRY AND PHYSICS, 2020, 255
[9]   Three-dimensional conductive network constructed by in-situ preparation of sea urchin-like NiFe2O4 in expanded graphite for efficient microwave absorption [J].
Deng, Shuanglin ;
Jiang, Jie ;
Wu, Dan ;
He, Qinchuan ;
Wang, Yiqun .
JOURNAL OF COLLOID AND INTERFACE SCIENCE, 2023, 650 :710-718
[10]   Wheat flour-derived nanoporous carbon@ZnFe2O4 hierarchical composite as an outstanding microwave absorber [J].
Di, Xiaochuang ;
Wang, Yan ;
Fu, Yuqiao ;
Wu, Xinming ;
Wang, Ping .
CARBON, 2021, 173 (173) :174-184