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Randić energies in decision making for human trafficking by interval-valued T-spherical fuzzy Hamacher graphs
AIMS Mathematics 2025, 10(4): 9697-9747
Published: 15 April 2025
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The interval-valued ( I V) T-spherical fuzzy set ( I V T S F S ) appears to be more effective and practical in dealing with uncertainty and ambiguity while dealing with various decision-making ( D M) problems than other fuzzy sets, for example, the q-rung ortho-pair fuzzy set, T-spherical fuzzy set, and picture fuzzy set. In real-life problems, where intuitionistic fuzzy sets, interval-valued intuitionistic fuzzy sets, or interval-valued picture fuzzy sets give unsatisfactory results, the I V T S F S is a mathematical model that is used to deal with such problems where these method fails, and one can handle it efficiently by using I V T S F S . If there is a different framework that has a base of four opinions — yes, no, abstains, and refusal — the I V T S F S looks to be the most beneficial, and it is also proven to be so. In this article, an idea of interval-valued T-spherical fuzzy Hamacher graphs ( I V T S F H G s ) is proposed, which is based on the Hamacher t-norm ( T N) and Hamacher t-conorm ( T C N). It provides enhanced discrimination and flexibility in uncertain environments by capturing a broader spectrum of hesitancy and indeterminacy, which other fuzzy models like interval-valued intuitionistic fuzzy set ( I V I F S) or picture fuzzy set ( P F S) may overlook. This article aims to examine the energy associated with the splitting of I V T S F H G s , as well as the energy related to shadow I V T S F H G s . Moreover, the Randić energy of I V T S F H G s was presented, and an in-depth analysis of its essential outcomes was conducted. Additionally, this study introduces interval-valued T-spherical fuzzy Hamacher digraphs ( I V T S F H D G s ) and explores their diverse outcomes. An algorithm involving I V T S F H D G s was also studied, which is used to propose energies of I V T S F H G s in D M, problems, and Hamacher aggregation operators. To validate the proposed results, a comparative study is conducted.

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