Investigation of Tensile Behavior of Carbon Nanotube/Coir Fiber/Fly Ash Reinforced Epoxy Polymer Matrix Composite

被引:7
|
作者
Venkatachalam, Gopalan [1 ,6 ]
Hemanth, Velivela [2 ]
Logesh, Molanganuru [2 ]
Piyush, Arora [2 ]
Kumar, Mahalingam Siva [3 ]
Pragasam, Vignesh [4 ]
Loganathan, Thozhuvur Govindaraman [5 ]
机构
[1] Vellore Inst Technol, Ctr Innovat & Prod Dev, Chennai, India
[2] Vellore Inst Technol, Sch Mech Engn, Chennai, India
[3] Vel Tech Rangarajan Dr Sagunthala R&D Inst Sci & T, Dept Mech Engn, Chennai, India
[4] Kings Engn Coll, Dept Mech Engn, Chennai, Tamil Nadu, India
[5] RMK Coll Engn & Technol, Dept Mech Engn, Chennai, Tamil Nadu, India
[6] Vellore Inst Technol, Ctr Innovat & Prod Dev, Chennai Campus, Chennai 600127, Tamil Nadu, India
关键词
Central Composite Design (CCD); Multiple Linear Regression (MLR); Artificial Neural Networks (ANN); fillers; epoxy composite; tensile properties; FLY-ASH;
D O I
10.1080/15440478.2022.2148151
中图分类号
TB3 [工程材料学]; TS1 [纺织工业、染整工业];
学科分类号
0805 ; 080502 ; 0821 ;
摘要
Fiber-reinforced composite materials are lightweight and can withstand heavy loading conditions. Reinforcement augments the strength of the composite material, which is assessed by its elastic modulus. An attempt is made to reinforce epoxy with Coir Fiber, Carbon Nanotube (CNT) and Fly-ash. Central Composite Design (CCD), a Response Surface Methodology (RSM) tool, which is a Design of Experiment (DOE) technique, is used to fabricate the experimental samples to study their tensile behavior. Analysis of variance (ANOVA) is employed to investigate the effect of reinforcement percentage of CNT, coir-fiber, and fly-ash on tensile behavior of composite. The ANOVA results follow the trend of the experimental values with a deviation of less than 10% in yield strength, tensile strength, and Young's modulus. Two models (Artificial Neural Network and Multiple Linear Regression Model) originated resting on the regression equation to speculate the elastic modulus for various reinforcement parameters using the experimental data. The main objective is to optimize reinforcement parameters using both the models having a maximum elastic modulus of 2.602 GPa and 2.682 GPa, respectively, which is achieved by the teaching learning-based optimization technique. Furthermore, confirmation experiments validate the optimization process with an error of less than 4%.
引用
收藏
页数:15
相关论文
共 50 条
  • [31] Tensile behaviour of sugarcane fibre / fly ash / carbon nano tubes reinforced epoxy composites
    Gopalan, Venkatachalam
    Vyas, Rahul
    Goswami, Ishangiri
    Shah, Abhi
    Pragasam, Vignesh
    UPB Scientific Bulletin, Series D: Mechanical Engineering, 2021, 83 (01): : 181 - 192
  • [32] Geotechnical behavior of fiber reinforced fly ash
    Kaniraj, SR
    Gayathri, V
    LANDMARKS IN EARTH REINFORCEMENT, VOL 1, 2001, : 61 - 65
  • [33] Mechanical properties of carbon nanotube/carbon fiber reinforced thermoplastic polymer composite
    Liu, Wenbo
    Li, Lizhi
    Zhang, Shu
    Yang, Fan
    Wang, Rongguo
    POLYMER COMPOSITES, 2017, 38 (09) : 2001 - 2008
  • [34] Enhancing bonding behavior between carbon fiber-reinforced polymer plates and concrete using carbon nanotube reinforced epoxy composites
    Jongvivatsakul, Pitcha
    Thongchom, Chanachai
    Mathuros, Amaras
    Prasertsri, Tosporn
    Adamu, Musa
    Orasutthikul, Shanya
    Lenwari, Akhrawat
    Charainpanitkul, Tawatchai
    CASE STUDIES IN CONSTRUCTION MATERIALS, 2022, 17
  • [35] Studies on fly ash/coir/sugarcane reinforced epoxy polymer matrix compositeStudien uber flugasche-/kokos-/zuckerrohrverstarkte Epoxidpolymermatrix-Verbundwerkstoffe
    Gopalan, V.
    Rajarajan, S.
    Wilson, M.
    Venkatesan, J.
    Elango, M.
    Natarajan, S.
    Rajakumar, S.
    MATERIALWISSENSCHAFT UND WERKSTOFFTECHNIK, 2023, 54 (02) : 215 - 228
  • [36] Statistical analysis and investigation of tensile test data of coir composites reinforced with graphene, epoxy and carbon fibre
    Kuclourya, Tanay
    Jain, Mohit Kumar
    Mudliar, Shubham
    Thamba, Narendiranath Babu
    PROCEEDINGS OF THE INSTITUTION OF MECHANICAL ENGINEERS PART L-JOURNAL OF MATERIALS-DESIGN AND APPLICATIONS, 2020, 234 (10) : 1343 - 1354
  • [37] Mode-I fracture toughness of glass/carbon fiber reinforced epoxy matrix polymer composite
    Shekar, K. Chandra
    Singaravel, B.
    Prasad, S. Deva
    Venkateshwarlu, N.
    Srikanth, B.
    MATERIALS TODAY-PROCEEDINGS, 2021, 41 : 833 - 837
  • [38] Tribological behavior of the carbon fiber-reinforced epoxy resin matrix composite with orderly arranged carbon nanotubes
    Li, Wei
    Li, Zhen
    Zhang, Zhinan
    TRIBOLOGY INTERNATIONAL, 2025, 201
  • [39] Effect of fiber length on mechanical behavior of coir fiber reinforced epoxy composites
    Sandhyarani Biswas
    Sanjay Kindo
    Amar Patnaik
    Fibers and Polymers, 2011, 12 : 73 - 78
  • [40] Effect of Fiber Length on Mechanical Behavior of Coir Fiber Reinforced Epoxy Composites
    Biswas, Sandhyarani
    Kindo, Sanjay
    Patnaik, Amar
    FIBERS AND POLYMERS, 2011, 12 (01) : 73 - 78