Title :
A practical iterative algorithm for sensor positioning
Author :
Bottino, Andrea ; Laurentini, Aldo
Author_Institution :
DAUIN, Politecnico di Torino
Abstract :
Several problems in computer vision require locating multiple sensors. In some cases the problem, which is in general three-dimensional, can be reduced to 2D. This problem can be modeled as an art gallery problem, which is NP-hard and no finite algorithm, even exponential, is known for its solution. Algorithms able to closely approximate the optimal solution and computationally feasible in the worst case are unlikely to exist. In this paper we propose a new sensor locating incremental algorithm. The technique converges toward the optimal solution. It locally refines a starting approximation provided by an integer covering algorithm, where each edge is observed entirely by at least one sensor. A lower bound for the number of sensors, specific of the polygon considered, is used for halting the algorithm, and a set of rules that allow to simplify the problem are presented
Keywords :
computer vision; position control; sensor fusion; NP-hard problem; art gallery problem; computer vision; integer covering algorithm; iterative algorithm; multiple sensor location; sensor location incremental algorithm; sensor positioning; Approximation algorithms; Art; Computer vision; Heuristic algorithms; Image reconstruction; Inspection; Iterative algorithms; Rendering (computer graphics); Sensor phenomena and characterization; Surveillance;
Conference_Titel :
Emerging Technologies and Factory Automation, 2005. ETFA 2005. 10th IEEE Conference on
Conference_Location :
Catania
Print_ISBN :
0-7803-9401-1
DOI :
10.1109/ETFA.2005.1612650