Carbon monoxide (CO) poisoning is a leading cause of death in underground mine fires. To identify safe emergency escape routes, investigators at the National Institute for Occupational Safety and Health (NIOSH), where mine worker safety and health is a research priority, study how to predict the spread of smoke and toxic gases throughout the mine’s ventilation network.