Electrification of transportation has become a crucial step in mitigating climate change, as the transportation sector accounts for a significant portion of greenhouse gas emissions. However, safety concerns associated with the use of Li-ion batteries pose a challenge in their widespread adoption. This thesis focuses on the study of the smoke behaviour caused by electric vehicles' batteries in a tunnel.