Sensor Management using Expected Risk Reduction approach

This paper introduces an Expected Risk Reduction approach to Sensor Management and Multi-Target Tracking in a surveillance context that implements an IR-Radar sensor suite. Due to operational restrictions (for instance, electromagnetic emission constraints), it is assumed that there are more targets than given sensors are capable of tracking simultaneously when a radar emission control is applied. It is also presumed that an incorrect target classification entails a cost that is different for each target class. The Expected Risk Reduction is then applied to a simulated IR-Radar sensor management to preserve an acceptable level of kinematic accuracy on targets of high cost. Finally, empirical statistical tests show that a track on high priority targets is maintained better when the aforementioned approach is introduced than in the case of other conventional methods, such as the information gain approach or the round robin assignment.

[1]  LI X.RONG,et al.  Survey of maneuvering target tracking. Part I. Dynamic models , 2003 .

[2]  Wolfgang Koch,et al.  Advanced Target Tracking Techniques , 2006 .

[3]  Emmanuel Duflos,et al.  Sensor management with respect to danger level of targets , 2001, Proceedings of the 40th IEEE Conference on Decision and Control (Cat. No.01CH37228).

[4]  Benjamin Pannetier,et al.  Multiple target tracking with wireless sensor network for ground battlefield surveillance , 2014, 17th International Conference on Information Fusion (FUSION).

[5]  Thiagalingam Kirubarajan,et al.  Estimation with Applications to Tracking and Navigation , 2001 .

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

[7]  T. Başar,et al.  A New Approach to Linear Filtering and Prediction Problems , 2001 .

[8]  Yakov Bar-Shalom,et al.  Multitarget-Multisensor Tracking: Principles and Techniques , 1995 .

[9]  Wolfgang Koch Adaptive parameter control for phased-array tracking , 1999, Optics & Photonics.

[10]  Y. Wang,et al.  Risk-based sensor management for integrated detection and estimation , 2011, Proceedings of the 2011 American Control Conference.

[11]  Alfred O. Hero,et al.  Sensor Management: Past, Present, and Future , 2011, IEEE Sensors Journal.

[12]  Andre Lucas,et al.  Data fusion: quite silent search function in naval air defense , 1999, Defense, Security, and Sensing.

[13]  Sean Martin,et al.  Risk-based sensor resource management for field of view constrained sensors , 2015, 2015 18th International Conference on Information Fusion (Fusion).

[14]  Dimitri J. Papageorgiou,et al.  A Risk-Based Approach to Sensor Resource Management , 2007 .