Topological invariants of sustainable network for energy efficiency and environmental impact reduction

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Authors: Jun Yang, Hifza Iqbal, Muhammad Akmal, Muhammad Akhtar Tarar
Cited by: 1
References: 38

Abstract

In this work, we employ a graph-theoretical framework to study the structural characteristics of nanocarbon sheets. Key auxiliary properties are predicted using the Van, R, and S topological indices, which makes it easier to design materials that are both energy-efficient and environmentally friendly. The analysis assesses how topological characteristics can affect performance metrics that are important for long-term uses in green energy systems. Our results show how useful these descriptors are for simulating the behavior of sustainable nanomaterials based on nanocarbons and directing the creation of devices with lower power consumption and higher energy efficiency. Theoretical expressions are clearly visualized by the use of tables and three-dimensional MATLAB figures.

Fields of Study & Subjects

Graph theory and applications Complex Network Analysis Techniques Sustainability and Ecological Systems Analysis

Publication details

Journal / source
AIMS Mathematics
Publisher
American Institute of Mathematical Sciences (AIMS)
Volume
11
Issue
5
Pages
13937–13962
Publication date
1 January 2026