Scopus
🔓 Açık Erişim YÖKSİS Eşleşti
Classification of flame extinction based on acoustic oscillations using artificial intelligence methods
Case Studies in Thermal Engineering · Aralık 2021
YÖKSİS Kayıtları
Classification of Flame Extinction Based on Acoustic Oscillations using Artificial Intelligence Methods
Case Studies in Thermal Engineering · 2021 SCI-Expanded
DOÇENT YAVUZ SELİM TAŞPINAR →
Classification of Flame Extinction Based on Acoustic Oscillations using Artificial Intelligence Methods
Case Studies in Thermal Engineering · 2021 SCI-Expanded
DOÇENT MURAT KÖKLÜ →
Makale Bilgileri
DergiCase Studies in Thermal Engineering
Yayın TarihiAralık 2021
Cilt / Sayfa28
Scopus ID2-s2.0-85117217736
Erişim🔓 Açık Erişim
Özet
Fire, one of the most serious disasters threatening human life, is a chemical event that can destroy forests, buildings, and machinery within minutes. For this reason, there have been numerous methods developed to extinguish the fire. Within the scope of this study, a sound wave flame extinction system was developed in order to extinguish the flames at an early stage of the fire. The data used in the study were obtained as a result of experiments conducted with the developed system. The created dataset consists of data obtained from 17,442 experiments. It is aimed to classify the fuel type, flame size, decibel, frequency, airflow and distance features, and the extinction-non-extinction status of the flame through rule-based machine learning methods. In the study, rule-based machine learning methods, ANFIS (Adaptive-Network Based Fuzzy Inference Systems), CN2 Rule and DT (Decision Tree) were used. The methods of Box Plot, Scatter Plot and Correlation Analysis were utilized for statistical analysis of the data. As a result of the classifications, respectively, 94.5%, 99.91%, and 97.28% success were achieved with the ANFIS, CN2 Rule, and DT methods. As a result of the evaluations made by using Box Plot, Scatter Plot and Correlation Analysis.
Yazarlar (3)
1
Yavuz Selim Taspinar
ORCID: 0000-0002-7278-4241
2
Murat Koklu
ORCID: 0000-0002-2737-2360
3
Mustafa Altin
Anahtar Kelimeler
Acoustic
Fire extinguishing
Low frequency sound
Rule based classification
Sound wave
Kurumlar
Konya Technical University
Konya Turkey
Selçuk Üniversitesi
Selçuklu Turkey
Metrikler
22
Atıf
3
Yazar
5
Anahtar Kelime