End-to-end emergency response protocol for tunnel accidents augmentation with reinforcement learning

H Hafiz Muhammad Raza ur Rehman M M. Junaid Gul R Rabbiya Younas M Muhammad Zeeshan Jhandir R Roberto Marcelo Alvarez Y Yini Miro I Imran Ashraf

Article Details

Volume / Issue Vol. 16, Issue 1
Published January 26, 2026
ISSN 2045-2322
Publisher Nature Portfolio

Journal Info

Scientific Reports

Nature Portfolio

ISSN: 2045-2322 Open Access Life Sciences

Authors (7)

H

Hafiz Muhammad Raza ur Rehman

M

M. Junaid Gul

R

Rabbiya Younas

M

Muhammad Zeeshan Jhandir

R

Roberto Marcelo Alvarez

Y

Yini Miro

I

Imran Ashraf