Knowledge-based accuracy and similarity measures in Interval-valued Neutrosophic context and their applications in wastewater treatment method decision-making

The role of Interval-valued Neutrosophic Knowledge measures and Entropy measures is crucial. The main objective of this manuscript is to study the knowledge measures that apply to decision-making problems for interval-valued neutrosophic sets. In this manuscript, an Interval-valued Neutrosophic Knowledge measure is proposed. The suggested measure is checked for consistency and efficacy by comparing it with some existing measures in the Interval-valued Neutrosophic context. Similarity as well as Dissimilarity measures are also proposed in the Interval-valued Neutrosophic context. Aside from that, an Interval-valued Neutrosophic Accuracy measure is derived from the proposed measure. Their applications are given for solving Pattern identification problems to show their effectiveness. Further, a decision-making technique is discussed by merging the TOPSIS and VIKOR approaches. Finally, the proposed decision-making approach is applied to treat wastewater by selecting an appropriate method in a case study. The suggested technique’s effectiveness is demonstrated by comparing it to existing decision-making techniques. • A Knowledge measure for Interval-valued Neutrosophic ( IVN ) sets is proposed. • Shortcomings of previous known IVN -information measures are shown by examples. • Similarity, Dissimilarity, and Accuracy measures are derived from the proposed Knowledge measure in the IVN context. • The applications of derived measures are given in the Pattern detection problem. • VIKOR-TOPSIS technique is introduced to select best method for treating wastewater.

Authors

Institutions

Publication Details

Journal
Franklin Open
Published
2025-08-15
DOI
https://doi.org/10.1016/j.fraope.2025.100336
Primary Topic
Multi-Criteria Decision Making
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Knowledge-based accuracy and similarity measures in Interval-valued Neutrosophic context and their applications in wastewater treatment method decision-making

Satish Kumar, Amandeep Singh
Franklin Open
Multi-Criteria Decision Making
article

Knowledge-based accuracy and similarity measures in Interval-valued Neutrosophic context and their applications in wastewater treatment method decision-making

Satish Kumar, Amandeep Singh
article en

Abstract

The role of Interval-valued Neutrosophic Knowledge measures and Entropy measures is crucial. The main objective of this manuscript is to study the knowledge measures that apply to decision-making problems for interval-valued neutrosophic sets. In this manuscript, an Interval-valued Neutrosophic Knowledge measure is proposed. The suggested measure is checked for consistency and efficacy by comparing it with some existing measures in the Interval-valued Neutrosophic context. Similarity as well as Dissimilarity measures are also proposed in the Interval-valued Neutrosophic context. Aside from that, an Interval-valued Neutrosophic Accuracy measure is derived from the proposed measure. Their applications are given for solving Pattern identification problems to show their effectiveness. Further, a decision-making technique is discussed by merging the TOPSIS and VIKOR approaches. Finally, the proposed decision-making approach is applied to treat wastewater by selecting an appropriate method in a case study. The suggested technique’s effectiveness is demonstrated by comparing it to existing decision-making techniques. • A Knowledge measure for Interval-valued Neutrosophic ( IVN ) sets is proposed. • Shortcomings of previous known IVN -information measures are shown by examples. • Similarity, Dissimilarity, and Accuracy measures are derived from the proposed Knowledge measure in the IVN context. • The applications of derived measures are given in the Pattern detection problem. • VIKOR-TOPSIS technique is introduced to select best method for treating wastewater.

Franklin OpenVol. 12
Maharishi Markandeshwar University, Mullana (IN)
Clean water and sanitation
Openalex Percentile: Top 74%
Multi-Criteria Decision Making
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.