Academic Journal

Integrating Rough Sets and Multidimensional Fuzzy Sets for Approximation Techniques: A Novel Approach

التفاصيل البيبلوغرافية
العنوان: Integrating Rough Sets and Multidimensional Fuzzy Sets for Approximation Techniques: A Novel Approach
المؤلفون: Jomal Josen, Bibin Mathew, Sunil Jacob John, Jobish Vallikavungal
المصدر: IEEE Access, Vol 12, Pp 154796-154810 (2024)
بيانات النشر: IEEE, 2024.
سنة النشر: 2024
المجموعة: LCC:Electrical engineering. Electronics. Nuclear engineering
مصطلحات موضوعية: Generalized multidimensional fuzzy sets, rough approximation through distance measures, α, β rough approximation, rough approximation through aggregation operators, decision making, Electrical engineering. Electronics. Nuclear engineering, TK1-9971
الوصف: This research introduces innovative rough approximation techniques for multidimensional fuzzy sets by integrating rough sets and multidimensional fuzzy sets. Departing from traditional methods that rely on predefined equivalence relations to delineate rough spaces, we propose a novel approach utilizing a function termed the ‘convenient function’. The values generated by this function facilitate the establishment of lower and upper estimations, enhancing the precision of rough approximations. The adept utilization of the parameter $\alpha $ , in conjunction with a multidimensional distance measure, allows for the attainment of desirable approximations within specified bandwidths. Additionally, we explore a more generalized version of $\alpha $ approximation, known as $\alpha $ - $\beta $ approximation, along with its associated properties, thereby expanding the applicability and flexibility of the proposed methodology. Finally, we present a comprehensive case study demonstrating the efficacy of the $\alpha $ approximation methodology in real-world decision-making processes, highlighting its practical utility and effectiveness.
نوع الوثيقة: article
وصف الملف: electronic resource
اللغة: English
تدمد: 2169-3536
Relation: https://ieeexplore.ieee.org/document/10720784/; https://doaj.org/toc/2169-3536
DOI: 10.1109/ACCESS.2024.3482575
URL الوصول: https://doaj.org/article/8ddfc1880f584595bf900b725273f1f5
رقم الانضمام: edsdoj.8ddfc1880f584595bf900b725273f1f5
قاعدة البيانات: Directory of Open Access Journals
الوصف
تدمد:21693536
DOI:10.1109/ACCESS.2024.3482575