Multi-Stage Feature Selection Based Intelligent Classifier for Classification of Incipient Stage Fire in Building

Multi-Stage Feature Selection Based Intelligent Classifier for Classification of Incipient Stage Fire in Building

In this study, an early fire detection algorithm has been proposed based on low cost array sensing system, utilising off- the shelf gas sensors, dust particles and ambient sensors such as temperature and humidity sensor. The odour or “smellprint” emanated from various fire sources and building const...

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Bibliographic Details
Main Authors: Allan Melvin Andrew, Ammar Zakaria, Shaharil Mad Saad, Ali Yeon Md Shakaff
Format: Article
Language:English
Published: MDPI AG 2016-01-01
Series:Sensors
Subjects:
electronic nose
gas sensors
fire detection
feature selection
feature fusion
normalized data
Principal Component Analysis (PCA)
Probabilistic Neural Network (PNN)
Online Access:http://www.mdpi.com/1424-8220/16/1/31

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