Lagrangian relaxation approaches to closed loop scheduling of track updates

Many modern agile sensor systems are capable of being adaptively tasked in response to an evolving environment. This paper describes an algorithm developed in the framework of previous work by Casta~non, Wintenby and Krishnamurthy. The goal is to schedule the time and dwell time for updates of targets under track using a phased array radar. This problem is addressed using Lagrangian relaxation, decoupling the joint optimisation into a series of single target problems. After discretising the single target decision state (i.e., the covariance matrix), these single target problems are solved as Markov decision processes. An example of a method for selecting the state space discretisation is outlined and the results used to generate a closed loop schedule for a set of track states.

[1]  D.A. Castanon,et al.  Stochastic Control Bounds on Sensor Network Performance , 2005, Proceedings of the 44th IEEE Conference on Decision and Control.

[2]  Guy V. Morris,et al.  Airborne Pulsed Doppler Radar , 1989 .

[3]  James Llinas,et al.  Handbook of Multisensor Data Fusion : Theory and Practice, Second Edition , 2008 .

[4]  L. Stone Theory of Optimal Search , 1975 .

[5]  Yaakov Bar-Shalom,et al.  A note on "book review tracking and data fusion: A handbook of algorithms" [Authors' reply] , 2013 .

[6]  Anil K. Jain Data clustering: 50 years beyond K-means , 2008, Pattern Recognit. Lett..

[7]  Keith D. Kastella,et al.  Foundations and Applications of Sensor Management , 2010 .

[8]  Greg Hamerly,et al.  Alternatives to the k-means algorithm that find better clusterings , 2002, CIKM '02.

[9]  Anil K. Jain,et al.  Algorithms for Clustering Data , 1988 .

[10]  Lawrence D. Stone,et al.  Bayesian Multiple Target Tracking , 1999 .

[11]  D. Castañón Approximate dynamic programming for sensor management , 1997, Proceedings of the 36th IEEE Conference on Decision and Control.

[12]  V. Krishnamurthy,et al.  Hierarchical resource management in adaptive airborne surveillance radars , 2006, IEEE Transactions on Aerospace and Electronic Systems.

[13]  M. Gil ON RÉNYI DIVERGENCE MEASURES FOR CONTINUOUS ALPHABET SOURCES , 2011 .

[14]  Alan R. Washburn,et al.  The LP/POMDP marriage: Optimization with imperfect information , 2000 .

[15]  Angelia Nedic,et al.  Subgradient methods for convex minimization , 2002 .