Title :
A t-step ahead constrained optimal target detection algorithm for a multi sensor surveillance system
Author :
Krishna, K. Madhava ; Hexmoor, Henry ; Sogani, Shravan
Author_Institution :
Int. Inst. of Inf. Technol., Hyderabad, India
Abstract :
We present a methodology for optimal target detection in a multi sensor surveillance system. The system consists of mobile sensors that guard a rectangular surveillance zone crisscrossed by moving targets. Targets penetrate the surveillance zone with poisson rates at uniform velocities. Under these conditions we present a motion strategy computation for each sensor such that it maximizes target detection for the next T time-steps. A coordination mechanism among sensors ensures that overlapping and overlooked regions of observation among sensors are minimized. This coordination mechanism is interleaved with the motion strategy computation to reduce detections of the same target by more than one sensor for the same time-step. To avoid an exhaustive search in the joint space of all the sensors the coordination mechanism constrains the search by assigning priorities to the sensors and thereby arbitrating among sensory tasks. A comparison of this methodology with other multi target tracking schemes verifies its efficacy in maximizing detections. "Sample" and "time-step" are used equivalently and interchangeably in this paper.
Keywords :
multi-agent systems; object detection; sensor fusion; surveillance; mobile sensors; motion strategy computation; multi-agent system; multisensor surveillance system; rectangular surveillance zone; sensor network; t-step ahead constrained optimal target detection algorithm; time-step; Information technology; Mobile robots; Motion detection; Multiagent systems; Object detection; Robot sensing systems; Sensor systems; Statistics; Surveillance; Target tracking; multi sensor system; multi-agent system; optimal target detection; sensor network; sensor surveillance;
Conference_Titel :
Intelligent Robots and Systems, 2005. (IROS 2005). 2005 IEEE/RSJ International Conference on
Print_ISBN :
0-7803-8912-3
DOI :
10.1109/IROS.2005.1545245