γ-Product of Product Fuzzy Graphs

Fuzzy logic is used to address the undetermined nature of most graph-related problems.Product fuzzy graphs are widely applied in various fields, including decision-making theory, computer science, psychology, neurological systems, and artificial intelligence.In this study, a new operation for product-fuzzy graphs, namely -product, is proposed.We demonstrated that the product of two-product fuzzy graphs results in product fuzzy graphs.Sufficient conditions for the -product of two-product fuzzy graphs to be strong were provided, and they were shown to be complete when at least one factor graph is strong.Moreover, we proved that the complement operation is distributive over this product, in contrast to most well-known products.Furthermore, the concept of unbiasedness within the class of product fuzzy graphs was explored, and the necessary and sufficient conditions for -product to be unbiased were established.We demonstrated that the density of the -product of the two unbiased product fuzzy graphs equals the density of each graph.Finally, we proved that the unbiased notion is retained under isomorphism.

Authors

Institutions

Publication Details

Journal
International Journal of Fuzzy Logic and Intelligent Systems
Published
2025-06-30
DOI
https://doi.org/10.5391/ijfis.2025.25.2.207
Citations
1
Primary Topic
Multi-Criteria Decision Making
Type
article
Field-Weighted Citation Impact
2.11
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

γ-Product of Product Fuzzy Graphs

Talal Ali Al-Hawary
1 citations
International Journal of Fuzzy Logic and Intelligent Systems
Multi-Criteria Decision Making
2.11
article

γ-Product of Product Fuzzy Graphs

Talal Ali Al-Hawary
article en
1 citations

Abstract

Fuzzy logic is used to address the undetermined nature of most graph-related problems.Product fuzzy graphs are widely applied in various fields, including decision-making theory, computer science, psychology, neurological systems, and artificial intelligence.In this study, a new operation for product-fuzzy graphs, namely -product, is proposed.We demonstrated that the product of two-product fuzzy graphs results in product fuzzy graphs.Sufficient conditions for the -product of two-product fuzzy graphs to be strong were provided, and they were shown to be complete when at least one factor graph is strong.Moreover, we proved that the complement operation is distributive over this product, in contrast to most well-known products.Furthermore, the concept of unbiasedness within the class of product fuzzy graphs was explored, and the necessary and sufficient conditions for -product to be unbiased were established.We demonstrated that the density of the -product of the two unbiased product fuzzy graphs equals the density of each graph.Finally, we proved that the unbiased notion is retained under isomorphism.

International Journal of Fuzzy Logic and Intelligent SystemsVol. 25(2)
Yarmouk University (JO)
Openalex Percentile: Top 12%
Multi-Criteria Decision Making
2.11
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.

γ-Product of Product Fuzzy Graphs — Talal Ali Al-Hawary · International Journal of Fuzzy Logic and Intelligent Systems (2025) | TGRS Research Map | TGRS