Development of machine learning models for the prediction of erosion wear of hybrid composites

SK Mahapatra, A Satapathy - Polymer Composites, 2024 - Wiley Online Library
This article reports on development of an adaptive framework for predicting the erosion
performance of polymer composites using certain statistical and machine learning (ML) …

Experimental investigation of mechanical and physical properties of coconut shell and eggshell filler-based bio-fiber reinforced epoxy hybrid composites

S Radhakrishnan, JS Krishna, SP Dwivedi… - Biomass Conversion …, 2023 - Springer
Synthetic plastic pollution has focussed the attention of material scientist and researchers
towards the development of non-toxic biodegradable composite materials. To develop bio …

Sliding wear characteristics of epoxy composites reinforced with steel wire and flax fiber mats: An experimental and analytical study

SK Bhoi, A Satapathy - Polymer Composites, 2024 - Wiley Online Library
This study evaluates the sliding wear behavior of hybrid composites made of epoxy
reinforced with alternating layers of flax fiber mats and steel wire mesh. The aim is to …

Parametric appraisal and wear prediction of hybrid composites using an integrated soft computing approach

SK Mahapatra, A Satapathy - Polymer Composites, 2024 - Wiley Online Library
This article reports on the implementation of artificial neural network (ANN) and statistical
methods to analyze and predict the erosion performance of titania (TiO2) filled ramie‐epoxy …

A comparison of fabrication routes and property evaluation methods for bio‐particulate filled glass‐epoxy composites

G Batha, SK Mahapatra, A Satapathy - Polymer Composites, 2024 - Wiley Online Library
This research work aims to investigate the effect of fabrication techniques on the physico‐
mechanical properties of pistachio shell (PS) filled glass‐epoxy composites and to compare …

An experimental and analytical approach to study the sliding wear performance of epoxy composites with steel wire and glass fiber reinforcement

SK Bhoi, A Satapathy - Proceedings of the Institution of …, 2024 - journals.sagepub.com
This study investigates the sliding wear behavior of hybrid epoxy composites reinforced with
alternating layers of glass fiber mats and steel wire mesh. The objective is to enhance the …

Synergistic effect of combining metallic and mineral nanoparticles on the improvement of the performance of active poly (butylene adipate‐co‐terephthalate) …

M Seray, AS Hadj‐Hamou - Polymer Composites, 2024 - Wiley Online Library
Active ternary nanocomposite films based on poly (butylene adipate‐co‐
terephthalate)(PBAT), ZnO nanoparticles (NPs), and cloisite (C15A, C30B) were fabricated …

Molecular dynamics simulation and mechanical properties study of TiO2/polyisoprene composites

Z Tai, Z Guo, W Niu, GB Chai, C Qin… - Polymer Composites, 2024 - Wiley Online Library
In this study, the molecular structure and mechanical properties of titanium dioxide
(TiO2)/polyisoprene (PI) composites were investigated using molecular dynamics simulation …

Synthesis and modification of poly (p‐phenylene terephthalamide) for production of light‐weight hybrid composite armors reinforced with polymer composite …

ÇG Güldiken, HF Gerçel - Polymer Composites, 2024 - Wiley Online Library
Abstract Poly (p‐phenylene terephthalamide)(PPTA) polymer was synthesized and then
modified to eliminate the processing difficulties arising from its insolubility in organic …

Parametric study of drilling process in ramie-epoxy composites using grey relational approach and artificial neural networks

SK Mahapatra, A Satapathy - Proceedings of the Institution of …, 2025 - journals.sagepub.com
Drilling is one of the primary and most preferred machining operations for producing holes in
composite materials. Unlike conventional materials, drilling of fiber reinforced polymer (FRP) …