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基于田口方法采用CRITIC-TOPSIS对芳纶和聚烯烃纤维增强多孔沥青混合料进行多响应优化

Multi-Response Optimization of Porous Asphalt Mixtures Reinforced with Aramid and Polyolefin Fibers Employing the CRITIC-TOPSIS Based on Taguchi Methodology.

作者信息

Slebi-Acevedo Carlos J, Pascual-Muñoz Pablo, Lastra-González Pedro, Castro-Fresno Daniel

机构信息

GITECO Research Group, Universidad de Cantabria, Avda. de Los Castros s/n., 39005 Santander, Spain.

出版信息

Materials (Basel). 2019 Nov 18;12(22):3789. doi: 10.3390/ma12223789.

DOI:10.3390/ma12223789
PMID:31752227
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC6888385/
Abstract

For the optimum design of a Porous Asphalt (PA) mixture, different requirements in terms of functionality and durability have to be fulfilled. In this research, the influence of different control factors such as binder type, fiber content, and binder content were statistically investigated in terms of multiple responses such as total air voids, interconnected air voids, particle loss in dry conditions, particle loss in wet conditions, and binder drainage. The experiments were conducted based on a Taguchi L18 orthogonal array. The best parametric combination per each response was analyzed through signal to noise ratio values. Multiple regression models were employed to predict the responses of the experiments. As more than one response is obtained, a multi-objective optimization was performed by employing Criteria Importance through Criteria Inter-Correlation (CRITIC) and Technique for Order Preference by Similarity to Ideal Solution (TOPSIS) methodologies. The weights for the selection of the functional and mechanical performance criteria were derived from the CRITIC approach, whereas the ranking of the different experiments was obtained through the TOPSIS technique. According to the CRITIC-TOPSIS based Taguchi methodology, the optimal multiple-response was obtained for a polymer modified binder (PMB) with fiber and binder contents of 0.15% and 5.0%, respectively. In addition, good results were obtained when using a conventional 50/70 penetration grade binder with a 5.0% binder content and 0.05% fiber content.

摘要

为了实现多孔沥青(PA)混合料的优化设计,必须满足功能和耐久性方面的不同要求。在本研究中,从诸如总空隙率、连通空隙率、干燥条件下的颗粒损失、潮湿条件下的颗粒损失以及结合料排水等多个响应方面,对诸如结合料类型、纤维含量和结合料含量等不同控制因素的影响进行了统计研究。实验基于田口L18正交阵列进行。通过信噪比分析每个响应的最佳参数组合。采用多元回归模型预测实验响应。由于获得了多个响应,通过基于准则间相关性的准则重要性(CRITIC)和理想解相似排序法(TOPSIS)方法进行了多目标优化。功能和力学性能标准选择的权重来自CRITIC方法,而不同实验的排名则通过TOPSIS技术获得。根据基于CRITIC-TOPSIS的田口方法,对于纤维和结合料含量分别为0.15%和5.0%的聚合物改性结合料(PMB),获得了最佳多响应结果。此外,当使用5.0%结合料含量和0.05%纤维含量的常规50/70针入度级结合料时,也取得了良好的结果。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/e39e/6888385/783db254e5a9/materials-12-03789-g013.jpg
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https://cdn.ncbi.nlm.nih.gov/pmc/blobs/e39e/6888385/25efcde48a17/materials-12-03789-g008.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/e39e/6888385/53f7a9989682/materials-12-03789-g009.jpg
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https://cdn.ncbi.nlm.nih.gov/pmc/blobs/e39e/6888385/783db254e5a9/materials-12-03789-g013.jpg

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Incorporation of Additives and Fibers in Porous Asphalt Mixtures: A Review.多孔沥青混合料中添加剂和纤维的掺入:综述
Materials (Basel). 2019 Sep 27;12(19):3156. doi: 10.3390/ma12193156.
使用多准则决策技术研究合成纤维和熟石灰在多孔沥青混合料中的作用。
Materials (Basel). 2020 Feb 3;13(3):675. doi: 10.3390/ma13030675.