Methods, systems, and computer program products are provided for modeling movement of air underneath a floor of a data center. Embodiments include receiving, by a management system, from a plurality of environmental condition sensors, environmental condition information corresponding to an area underneath the floor of the data center; in dependence upon the environmental condition information, generating, by the management system, a model representing movement of air within the area underneath the floor of the data center; and indicating, by the management system, physical obstacles underneath the floor of the data center based on the model of the movement of air.