Unified fire sensing concept and time-series regression machine learning of environment-based features for quantifiable "no-fire" models

• Main Author: Wang, Xiaoni
• Other Authors: Li King Ho, Holden
• Format: Final Year Project
• Language: English
• Published: Nanyang Technological University 2023
• Subjects: Engineering::Mechanical engineering
• Online Access: https://hdl.handle.net/10356/172912
• Institution: Nanyang Technological University

This paper presents an in-depth exploration into fire sensing methodologies, with a specific focus on the development of a robust "No-Fire Detection Model." Various machine learning models were employed to construct a reliable predictive framework. The study emphasizes the identification a...