Sustainable selection of microwave absorbing materials: A green evaluation under interval-valued intuitionistic fuzzy environment

M. Saeed , R. Sami Ul Haq , S. Ahmed , F. Siddiqui , N. Mateen , K.A. Ahmed , J.B. Yi , Dragan Pamučar
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Abstract

Environmentally friendly technology is being used by industries all over the world, and engineers in the manufacturing and materials industry are embracing sustainable business models. In this paradigm, materials are processed using economically and environmentally sound methods. The use of microwave-absorbing materials (MAMs) in low-altitude observatory aircraft and the rise in electromagnetic pollution have brought them to light. The main aim of this study is to select an ideal MAM with excellent physical, electromagnetic, chemical, and thermal properties, which also fulfills sustainability aspects based on expert judgments. In this regard, we have proposed a new hybrid framework consisting of Modified Digital Logic (MDL), a subjective weighting method in combination with the measurement of alternatives and ranking according to compromise solution (MARCOS) under an interval-valued intuitionistic fuzzy (IVIF) environment to select an optimum MAM. Furthermore, this research work contributes to streamlining the selection process by consolidating the plethora of work available in the literature on the synthesis and characterization of MAMs. A database is created for 160 potential candidate materials in C, S, X, and Ku bands for carbon-based materials, including carbon nanotubes (CNT), graphene, reduced graphene oxide (rGO), carbon fibers, and biomass-derived materials. These materials are then passed through successive screening stages to shortlist 14 materials, which are ranked subsequently over a set of 15 crisp and ambiguous criteria. This comprehensive study simultaneously caters to quantitative and qualitative information extracted from experimental work, material resource packs, or expert evaluations. The findings highlight CNT/Fe (20 wt%, E) (Al1) as the most suitable candidate for MAM application with outstanding electromagnetic properties. Finally, the results are compared with extant approaches to check the reliability of the proposed framework. In addition, sensitivity analysis is carried out to establish the feasibility and robustness of the obtained results.

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微波吸收材料的可持续选择:区间值直观模糊环境下的绿色评估
全球各行各业都在使用环保技术,制造和材料行业的工程师们也在采用可持续发展的商业模式。在这种模式下,材料的加工采用既经济又环保的方法。微波吸收材料(MAMs)在低空观测飞机中的使用以及电磁污染的加剧使人们开始关注它们。本研究的主要目的是根据专家的判断,选择一种具有优异的物理、电磁、化学和热性能,同时又符合可持续发展要求的理想微波吸收材料。为此,我们提出了一种新的混合框架,该框架由修正数字逻辑(MDL)、主观加权法、备选方案测量法以及根据区间值直观模糊(IVIF)环境下的折中方案排序(MARCOS)组成,用于选择最佳 MAM。此外,这项研究工作还整合了文献中有关 MAMs 综合和特征描述的大量工作,为简化选择过程做出了贡献。为碳基材料(包括碳纳米管 (CNT)、石墨烯、还原氧化石墨烯 (rGO)、碳纤维和生物质衍生材料)在 C、S、X 和 Ku 波段的 160 种潜在候选材料创建了一个数据库。这些材料经过层层筛选,最终列出了 14 种材料,然后根据 15 项明确而模糊的标准对这些材料进行排序。这项综合研究同时兼顾了从实验工作、材料资源包或专家评估中提取的定量和定性信息。研究结果表明,CNT/Fe(20 wt%,E)(Al1)是最适合 MAM 应用的候选材料,具有出色的电磁特性。最后,研究结果与现有方法进行了比较,以检验建议框架的可靠性。此外,还进行了敏感性分析,以确定所得结果的可行性和稳健性。
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