The ballistic and quasi-static puncture resistance of 3D fabrics impregnated with novel shear thickening fluids and modeling quasi-static behavior using artificial intelligence

被引:1
|
作者
Hai, Tao [1 ,2 ,3 ,8 ]
Alhomayani, Fahad Mohammed [4 ]
Kh, Teeba Ismail [5 ]
Chaturvedi, Rishabh [6 ]
Ali, Masood Ashraf [7 ]
机构
[1] Qiannan Normal Univ Nationalities, Sch Comp & Informat, Duyun, Peoples R China
[2] Key Lab Complex Syst & Intelligent Optimizat Guizh, Duyun, Peoples R China
[3] Univ Teknol MARA, Inst Big Data Analyt & Artifcial Intelligence IBDA, Shah Alam, Malaysia
[4] Taif Univ, Coll Comp & Informat Technol, Taif, Saudi Arabia
[5] Lebanese French Univ, Coll Engn & Comp Sci, Dept Comp Engn, Erbil, Kurdistan Regio, Iraq
[6] GLA Univ, Inst Engn & Technol, Mathura, India
[7] Prince Sattam Bin Abdulaziz Univ, Coll Engn, Dept Ind Engn, Alkharj, Saudi Arabia
[8] Qiannan Normal Univ Nationalities, Sch Comp & Informat, Duyun 558000, Guizhou, Peoples R China
基金
中国国家自然科学基金;
关键词
3D fabric; Chemical modification; Shear thickening fluid; Artificial intelligence; Energy dissipation; Ballistic impact; SILICA NANOPARTICLES; IMPACT; SUSPENSIONS; COMPOSITES; EVOLUTION;
D O I
10.1177/00219983231184941
中图分类号
TB33 [复合材料];
学科分类号
摘要
The present study deals with the chemical modification of polyethylene glycol (PEG) based on shear thickening fluids (STFs) and their application to improve the ballistic impact and quasi-static resistance performance of 3D E-glass fabrics. The carrier fluid (PEG 200) was modified with two different agents, oxalic acid and glutaric acid. The modified PEGs were then characterized by FTIR analysis. The rheological analysis of modified STF using glutaric (G/STF) and oxalic acid (O/STF) showed an improvement in peak viscosity by 10.33 and 3.28 times compared to pure STF (P/STF), respectively. Moreover, PEG modification resulted in higher chain length and a higher number of hydrophilic functional groups, representing superior media-particle interaction through abundant H-bonding. As a result of improved viscosity, the ballistic resistance and quasi-static performance of modified STF-treated fabrics were enhanced compared to that of P/STF-treated fabrics. A two-step artificial intelligence regression analysis was performed to predict quasi-static puncture resistance at different puncture speeds. The results showed a strong correlation between the load-deformation behavior and the loading speed.
引用
收藏
页码:3417 / 3432
页数:16
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