Modeling and optimization of rheological properties and aging resistance of asphalt binder incorporating palm oil mill waste using response surface methodology

Nura Shehu Aliyu Yaro , Muslich Hartadi Sutanto , Noor Zainab Habib , Madzlan Napiah , Aliyu Usman , Ashiru Muhammad , Ahmad Hussaini Jagaba
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引用次数: 11

Abstract

This study assessed the rheological performance of asphalt binder modified with palm oil clinker fine (POCF) and its influence on the asphalt binder's short-term aging properties. The conventional properties of unaged and short-term aged asphalt binders modified with 0%, 2%, 4%, 6%, and 8% POCF content by binder weight were evaluated. The modified binders were then tested using a dynamic shear rheometer (DSR) in a temperature sweep test at temperatures ranging from 25 ​°C to 55 ​°C. To examine the effect of various POCF contents and temperature ranges on the rheological behavior of asphalt binders, the Central Composite Design (CCD) Response Surface Methodology (RSM) design was used with two input response variables, POCF content and temperature, and two rheological parameters as responses, complex modulus, and phase angle. When compared to the virgin binder, POCF-modified binders had higher complex modulus and lower phase angle values at all temperatures. Furthermore, the stiffness of the aged-modified binder was lower at all temperatures than that of the virgin binder. The analysis shows that complex modulus and phase angle have high correlation coefficients (R2) of <0.98, indicating that the model values are strongly correlated with the experimenttal values. The model also demonstrates that temperature has more influence on the rheological performance of the modified binder. Using the generated quadratic model and numerical optimization, optimal values for POCF and temperature were found to be 5.57% and 41.9 ​°C, respectively. The validation test results show that all responses have a percentage error of <5%, indicating good agreement and the model's effectiveness.

用响应面法模拟和优化含棕榈油厂废料的沥青粘结剂的流变特性和抗老化性能
研究了棕榈油熟料精(POCF)改性沥青粘结剂的流变性能及其对沥青粘结剂短期老化性能的影响。分别用0%、2%、4%、6%和8%的POCF含量对未老化和短期老化沥青粘结剂的常规性能进行了评价。然后使用动态剪切流变仪(DSR)在温度范围为25°C至55°C的温度扫描测试中测试改性粘合剂。为了研究不同POCF含量和温度范围对沥青粘合剂流变行为的影响,采用中心复合设计(CCD)响应面法(RSM)设计,将两个输入响应变量POCF含量和温度,以及两个流变参数复模量和相角作为响应。与原始粘结剂相比,pocf改性的粘结剂在所有温度下都具有更高的复合模量和更低的相角值。此外,在所有温度下,时效改性粘结剂的刚度都低于原始粘结剂。分析表明,复模量与相位角具有较高的相关系数(R2), R2为<0.98,表明模型值与实验值具有较强的相关性。该模型还表明,温度对改性粘结剂的流变性能影响较大。利用所建立的二次元模型和数值优化,POCF和温度的最优值分别为5.57%和41.9°C。验证测试结果表明,所有响应的百分比误差为<5%,表明一致性较好,表明模型的有效性。
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