Title :
An optimal control approach for the persistent monitoring problem
Author :
Cassandras, Christos G. ; Ding, Xu Chu ; Lin, Xuchao
Author_Institution :
Div. of Syst. Eng. & Center for Inf. & Syst. Eng., Boston Univ., Boston, MA, USA
Abstract :
We propose an optimal control framework for persistent monitoring problems where the objective is to control the movement of mobile agents to minimize an uncertainty metric in a given mission space. For a single agent in a one-dimensional space, we show that the optimal solution is obtained in terms of a sequence of switching locations, thus reducing it to a parametric optimization problem. Using Infinitesimal Perturbation Analysis (IPA) we obtain a complete solution through a gradient-based algorithm. We illustrate our approach with numerical examples.
Keywords :
gradient methods; mobile robots; motion control; optimal control; optimisation; perturbation techniques; gradient-based algorithm; infinitesimal perturbation analysis; mobile agent movement control; one-dimensional space; optimal control approach; parametric optimization problem; persistent monitoring problem; single agent; uncertainty metric minimization; Aerospace electronics; Monitoring; Optimal control; Switches; Trajectory; Uncertainty; Vectors;
Conference_Titel :
Decision and Control and European Control Conference (CDC-ECC), 2011 50th IEEE Conference on
Conference_Location :
Orlando, FL
Print_ISBN :
978-1-61284-800-6
Electronic_ISBN :
0743-1546
DOI :
10.1109/CDC.2011.6160379