Department of Civil Engineering, Chandigarh University, Mohali, Punjab, India.
Department of Civil Engineering, Chitkara School of Engineering & Technology, Chitkara University, Himachal Pradesh, India.
PLoS One. 2023 Feb 21;18(2):e0281418. doi: 10.1371/journal.pone.0281418. eCollection 2023.
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.
多种材料,包括废物和橡胶制品,已被用于道路建设中,以提高沥青路面的性能。本研究的重点是使用丁腈橡胶(NBR)改性沥青,使用不同的热固性材料,分别是酚醛树脂(B)、呋喃树脂(FR)和环氧树脂(ER)。问题的重点是找到一种混合料,以达到最大马歇尔稳定度(MS)和最小改性沥青混凝土的流动值。田口 DOE 技术已被用于使用 Minitab 软件设计实验。方差分析(ANOVA)和多目标优化已使用 Design expert 软件中的适宜性方法进行。方差分析预测,NBR、B、ER 和 FR 是马歇尔稳定度(MS)和流动值(FV)的主要显著参数。从改性沥青的 SEM 和 EDS 图像分析也可以看出,与 S34 样品(10%NBR、0%Bakelite、10%FR、2.5%ER)相比,S1 样品(5%NBR、10%FR、10%FR、2.5%ER)具有较小的表面微孔。多优化结果表明,在 NBR-7.6%、Bakelite-4.8%、FR-2.5%和 ER-2.6%时,MS 和 FV 达到最佳条件。最佳条件下,MS 最大为 14.84 KN,FV 最小为 2.84 mm。为了验证优化结果,进行了确认实验,得到的结果与最佳条件相差在 5%以内。