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Effect of fire-source location on flame behavior and temperature distribution in subway carriages with multiple lateral openings

Xinyu Wang, Guoqing Zhu, Xuyao Qi, Guowei Zhang et al. • Case Studies in Thermal Engineering (2026)

Urban rail transit has been widely adopted to alleviate surface traffic congestion. However, subway fire safety remains a critical concern because of the confined carriage space, high occupant density, and complex ventilation conditions. Mo...

DOAJ Open Access (DOAJ) DOI: 10.1016/j.csite.2026.108501

Multisensor Fire Detection System Mobile Robot as a Learning Media in Firefighting Robotic Course

Direstu Amalia, Wildan Nugraha, Sunardi Sunardi, Rio Rizko et al. • Journal of Innovation in Educational and Cultural Research (2023)

Firefighting Robotic technology has been used for a long time to achieve aviation safety and security goals. The research is deemed necessary because of some related issues: 1) A pressing need for lecturers and students to have access to le...

DOAJ Open Access (DOAJ) DOI: 10.46843/jiecr.v4i4.1016

Integrating Computer Vision: Advancements in Fire and Smoke Detection Using CNNs

Sanaz Janibeigi, Mahdi Bahaghighat, Zahra Yaghoubi, Nastooh Taheri Javan • CLEI Electronic Journal (2026)

Conventional fire detection systems, which depend on smoke and fire sensors, frequently have problems with calibration, susceptibility to environmental changes, and the requirement for ongoing maintenance. These flaws can result in unfavora...

DOAJ Open Access (DOAJ) DOI: 10.19153/cleiej.29.2.5