This paper presents a deployment strategy via self organizing flocking coalitions for mobile sensor network coverage. The concepts of our approach are inspired by the flocking phenomenon which locally controls a group of mobile agents performed as follows: (i) global alignment of their velocity vectors, (ii) convergence of their velocities to a common one, and (iii) collision avoidance. Adding mobility of local control to sensor network significantly increase the capability of the sensor network by making it resilient to failures and responding to events. The controllable mobility in sensor network hence is used to help achieve the network’s missions. That is, mobility may be “purposeful” instead of being treated as an uncontrollable external stimulus to which the ad-hoc networks must respond. To make use of the purposeful deployment, we implemented and evaluated a fire tracking application to determine how well sensor network deployment achieves its goal. Fire is modeled by age...