Evidence map›Paper›PMID 36809361›Full record

ArticlePloS one2023

Multi‑objective optimization of nitrile rubber and thermosets modified bituminous mix using desirability approach.

Avani Chopra, Sandeep Singh, Abhishek Kanoungo, Gurpreet Singh, Naveen Kumar Gupta, Shubham Sharma, Sanjeev Kumar Joshi, Sayed M Eldin

Abstract read
In one paragraph

Article in PloS one, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

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3 · Its place in the literature

Who cites it

1 citing paper in PubMed.

  1. Article
4 · The record

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PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

8 authors.

Avani ChopraDepartment of Civil Engineering, Chandigarh University, Mohali, Punjab, India.
Sandeep SinghDepartment of Civil Engineering, Chandigarh University, Mohali, Punjab, India.
Abhishek KanoungoDepartment of Civil Engineering, Chitkara School of Engineering & Technology, Chitkara University, Himachal Pradesh, India.
Gurpreet SinghDepartment of Mechanical Engineering, Chandigarh University, Mohali, Punjab, India.
Naveen Kumar GuptaMechanical Engineering Department, Institute of Engineering and Technology, GLA University, Mathura, UP, India.
Shubham SharmaMechanical Engineering Department, University Centre for Research and Development, Chandigarh University, Mohali, Punjab, India.
Sanjeev Kumar JoshiUttaranchal Institute of Technology, Uttaranchal University, Dehradun, India.
Sayed M EldinCenter of Research, Faculty of Engineering, Future University in Egypt, New Cairo, Egypt.ORCID 0000-0003-3151-9967

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

A variety of materials, including waste and rubber products, have been used in road construction to improve the performance of bituminous pavements. The present investigation is focused on modifying bitumen using Nitrile rubber (NBR) with different thermosets namely Bakelite (B), Furan Resin (FR), and Epoxy resin (ER). The emphasis of the problem is to arrive at a mix to achieve maximum Marshall Stability (MS) and minimum flow value of Modified Bituminous Concrete. Taguchi DOE technique has been used to design the experiments using Minitab software. Analysis of Variance (ANOVA) and Multi-objective optimization has been performed using the desirability approach in Design expert software. ANOVA analysis predicts that NBR, B, ER, and FR are the major significant parameters for Marshall Stability (MS) and Flow Value (FV). It has also been analyzed from SEM and EDS images of modified bitumen that sample S1 (5% NBR, 10% Bakelite, 10% FR, 2.5% ER) has a fine surface with small pores as compared to sample S34 (10% NBR, 0% Bakelite 10% FR, 2.5% ER). Multi-optimization results suggested the optimal conditions are achieved at NBR-7.6%, Bakelite-4.8%, FR-2.5%, and ER-2.6% for MS and FV. The maximum MS is 14.84 KN and the minimum FV is 2.84 mm is obtained using optimum conditions. To validate the optimization results, the confirmation runs have been conducted, and obtained results are within 5% error with optimal conditions.

Indexed as

Epoxy ResinsRubberAnalysis of VarianceHydrocarbonsNitrilesResins, PlantasphaltEpoxy ResinsHydrocarbonsNitrilesResins, PlantRubber

Identifiers

PMID36809361
PMCPMC9942971

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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.