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

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  • معلومة اضافية
    • المصدر:
      Publisher: Public Library of Science Country of Publication: United States NLM ID: 101285081 Publication Model: eCollection Cited Medium: Internet ISSN: 1932-6203 (Electronic) Linking ISSN: 19326203 NLM ISO Abbreviation: PLoS One Subsets: MEDLINE
    • بيانات النشر:
      Original Publication: San Francisco, CA : Public Library of Science
    • الموضوع:
    • نبذة مختصرة :
      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.
      Competing Interests: The authors have declared that no competing interests exist.
      (Copyright: © 2023 Chopra et al. This is an open access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.)
    • References:
      Polymers (Basel). 2022 Sep 26;14(19):. (PMID: 36235971)
      Materials (Basel). 2022 Nov 04;15(21):. (PMID: 36363393)
      Materials (Basel). 2022 Sep 05;15(17):. (PMID: 36079530)
      Polymers (Basel). 2022 Mar 24;14(7):. (PMID: 35406199)
      Materials (Basel). 2022 Apr 07;15(8):. (PMID: 35454422)
      Materials (Basel). 2022 May 19;15(10):. (PMID: 35629658)
    • الرقم المعرف:
      9006-04-6 (Rubber)
      8052-42-4 (asphalt)
      0 (Epoxy Resins)
      0 (Nitriles)
      0 (Resins, Plant)
    • الموضوع:
      Date Created: 20230222 Date Completed: 20230224 Latest Revision: 20230324
    • الموضوع:
      20240829
    • الرقم المعرف:
      PMC9942971
    • الرقم المعرف:
      10.1371/journal.pone.0281418
    • الرقم المعرف:
      36809361