Evidence map›Paper›PMID 41807649›Full record

ArticleScientific reports2026

Optimizing abrasive wear in sustainable MCC reinforced hemp bamboo epoxy composites for tribological applications.

H D Supreetha Gowda, Hemaraju, V G Pradeep Kumar, B Suresha, C R Rachana, Subraya Krishna Bhat

Abstract read
In one paragraph

Article in Scientific reports, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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1 · What the graph read from it

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2 · The registry

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3 · Its place in the literature

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4 · The record

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5 · Who and what money

Authors and funding

6 authors.

H D Supreetha GowdaDoS in Computer Science, PG Wing of SBRR Mahajana First Grade College (Autonomous), Pooja Bhagavat Memorial Mahajana Education Centre, Mysuru, 570016, Karnataka, India. supreethagowda.pgc@mahajana.edu.in.
HemarajuDepartment of Mechanical Engineering, BGS Institute of Technology, Adichunchanagiri University, BG Nagara, Nagamangala, Karnataka, India.
V G Pradeep KumarDoS in Computer Science, PG Wing of SBRR Mahajana First Grade College (Autonomous), Pooja Bhagavat Memorial Mahajana Education Centre, Mysuru, 570016, Karnataka, India.
B SureshaDepartment of Mechanical Engineering, JSS Science and Technology University, Mysuru, Karnataka, India. sureshab@jssstuniv.in.
C R RachanaDoS in Computer Science, PG Wing of SBRR Mahajana First Grade College (Autonomous), Pooja Bhagavat Memorial Mahajana Education Centre, Mysuru, 570016, Karnataka, India.
Subraya Krishna BhatManipal Institute of Technology, Manipal Academy of Higher Education, Manipal, India. sk.bhat@manipal.edu.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

This study investigates the two-body abrasive wear characteristics of hybrid hemp and bamboo fibers in woven form epoxy (H/B F-Ep) composites reinforced with micro-crystalline cellulose (MCC) using a response surface methodology (RSM) framework and microstructural analysis. The effects of MCC content, emery paper grit, load, and abrading distance, on weight loss, coefficient of friction (CoF), and surface roughness (Ra) were assessed using four factors and three levels using Box–Behnken design. Analysis of variance (ANOVA) was used to develop and statistically validate quadratic regression models, which demonstrated strong predictive ability, a non-significant lack-of-fit, and high coefficients of determination (R² = 95.84–97.06%). Emery paper grit and abrading distance dominate wear loss, MCC content controls frictional response, and both MCC and grit have a substantial impact on surface roughness, according to an ANOVA. Strong nonlinear wear behavior under severe abrasion is indicated by significant interaction and quadratic terms, especially grit2 and filler–grit coupling. Optimized MCC loading reduces micro-cutting and stabilizes tribo-layer development, as indicated by main-effects and interaction plots. The statistical results were supported by SEM measurements, which showed a shift from severe micro-ploughing and fiber pull-out in unfilled composites to moderate abrasion and compacted tribo-films at the optimal MCC content. To minimize wear loss (0.0385 g), CoF (0.27), and Ra (1.62 μm), with an overall desirability of 0.96, multi-response desirability optimization determined that 3 wt% MCC, 400-grit abrasive, 150 m abrading distance, and 10 N load were the optimal settings. A strong framework for customizing natural fiber hybrid composites for tribological applications is provided by the combined RSM–SEM technique.

Indexed as

Abrasive wearBio‑based polymer compositesBox-Behnken DesignCoefficient of frictionHemp/bamboo hybrid compositeMicro-crystalline CelluloseSustainable composite materials

Identifiers

PMID41807649
PMCPMC13096532

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.