Revisiting thermorheological simplicity in crumb rubber modified bitumen using fractional Maxwell modelling

IF 4.5 4区 材料科学 Q2 MATERIALS SCIENCE, CHARACTERIZATION & TESTING
Aadarsh Mishra, Shobhit Jain, Haopeng Wang, Gordon Airey, Anand Sreeram
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引用次数: 0

Abstract

The linear viscoelastic behaviour of highly modified bitumen such as crumb rubber modified bitumen (CRMB) is commonly characterised using time-temperature superposition (TTSP), although its validity depends on the assumption of thermorheological simplicity. This assumption is often violated in highly modified bitumen, reducing the reliability of conventional master curve construction and increasing experimental effort. This study evaluates a three-parameter Fractional Maxwell Model for characterising five CRMBs containing 5%, 10%, 15%, 22%, and 30% CR by weight of base bitumen. Frequency sweep tests were conducted using a dynamic shear rheometer at 10, 30, 50, and 70 °C, and model parameters were determined through nonlinear optimisation. The fractional Maxwell model accurately reproduced the measured storage and loss moduli, with \(\mathrm{R}^{2}\) values above 0.96 and normalised root mean square errors (NRMSE) below 5% in 50 of the 53 fitted datasets. Model-reconstructed master curves closely matched experimentally shifted TTSP master curves for unaged and short-term aged conditions, with \(\mathrm{R}^{2}\) values above 0.989 in log space and NRMSE below 3.1%. After long-term ageing, the model retained high accuracy for CRMB-22 (\(\mathrm{R}^{2} = 0.998\)), but deviations increased for the other bitumen, with NRMSE reaching 10.3% for CRMB-30. The fractional order parameter (\(\alpha \)) increased approximately linearly with temperature, while its temperature sensitivity decreased with increasing CR content. Interpolated \(\alpha \) values at 30 and 50 °C differed from fitted values by less than 0.06, indicating that fractional modelling may reduce the number of test temperatures required, particularly for low-CR bitumen.

用分数麦克斯韦模型重新考察橡胶颗粒改性沥青的热流变简洁性
高改性沥青(如碎屑橡胶改性沥青(CRMB))的线性粘弹性行为通常使用时间-温度叠加(TTSP)来表征,尽管其有效性取决于热流变简单性的假设。这一假设在高改性沥青中经常被违背,降低了常规主曲线构造的可靠性,增加了实验工作量。本研究评估了一个三参数分数麦克斯韦模型,用于表征含有5的五个crmb%, 10%, 15%, 22%, and 30% CR by weight of base bitumen. Frequency sweep tests were conducted using a dynamic shear rheometer at 10, 30, 50, and 70 °C, and model parameters were determined through nonlinear optimisation. The fractional Maxwell model accurately reproduced the measured storage and loss moduli, with \(\mathrm{R}^{2}\) values above 0.96 and normalised root mean square errors (NRMSE) below 5% in 50 of the 53 fitted datasets. Model-reconstructed master curves closely matched experimentally shifted TTSP master curves for unaged and short-term aged conditions, with \(\mathrm{R}^{2}\) values above 0.989 in log space and NRMSE below 3.1%. After long-term ageing, the model retained high accuracy for CRMB-22 (\(\mathrm{R}^{2} = 0.998\)), but deviations increased for the other bitumen, with NRMSE reaching 10.3% for CRMB-30. The fractional order parameter (\(\alpha \)) increased approximately linearly with temperature, while its temperature sensitivity decreased with increasing CR content. Interpolated \(\alpha \) values at 30 and 50 °C differed from fitted values by less than 0.06, indicating that fractional modelling may reduce the number of test temperatures required, particularly for low-CR bitumen.
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来源期刊
Mechanics of Time-Dependent Materials
Mechanics of Time-Dependent Materials 工程技术-材料科学:表征与测试
CiteScore
4.90
自引率
8.00%
发文量
47
审稿时长
>12 weeks
期刊介绍: Mechanics of Time-Dependent Materials accepts contributions dealing with the time-dependent mechanical properties of solid polymers, metals, ceramics, concrete, wood, or their composites. It is recognized that certain materials can be in the melt state as function of temperature and/or pressure. Contributions concerned with fundamental issues relating to processing and melt-to-solid transition behaviour are welcome, as are contributions addressing time-dependent failure and fracture phenomena. Manuscripts addressing environmental issues will be considered if they relate to time-dependent mechanical properties. The journal promotes the transfer of knowledge between various disciplines that deal with the properties of time-dependent solid materials but approach these from different angles. Among these disciplines are: Mechanical Engineering, Aerospace Engineering, Chemical Engineering, Rheology, Materials Science, Polymer Physics, Design, and others.
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