Equilibrium radar-target interactions in an ATR scenario: A differential game

In this work, we pose a two-player differential game in which a mobile Radar attempts to gather sufficient information to identify a mobile Target in minimum time. Simultaneously, the Target attempts to maneuver in such a way to maximize the identification time. We introduce a general sensing model inspired by the ATR literature to capture the benefits of both angular and temporal sensing diversity, while providing a suitable framework from which to optimize the trajectories in a game-theoretic sense. This model captures two key features of an engagement: geometric dependence and the value of multiple measurements. We develop the regular optimality conditions for the game and examine two singular surfaces that are a result of symmetry of the cost function and nonlinearities of the dynamics. Using the regular and optimality conditions and singular characteristics, we construct the equilibrium control strategies for both the Radar and Target as well as the resulting equilibrium trajectories.

[1]  John S. Wilcher Algorithms and performance optimization for distributed radar automatic target recognition , 2015 .

[2]  Hsueh-Jyh Li,et al.  Using range profiles as feature vectors to identify aerospace objects , 1993 .

[3]  Zachariah E. Fuchs,et al.  Zero-sum turret defense differential game with singular surfaces , 2017, 2017 IEEE Conference on Control Technology and Applications (CCTA).

[4]  Robert Williams,et al.  Eigen-Template-Based HRR-ATR with Multi-Look and Time-Recursion , 2013, IEEE Transactions on Aerospace and Electronic Systems.

[5]  A. Lanterman,et al.  Using an information-theoretic sensor placement algorithm to assess classifier robustness , 2016, 2016 IEEE Radar Conference (RadarConf).

[6]  P. Varaiya,et al.  Differential games , 1971 .

[7]  Zheng Bao,et al.  Bayesian Spatiotemporal Multitask Learning for Radar HRRP Target Recognition , 2011, IEEE Transactions on Signal Processing.

[8]  Lawrence Carin,et al.  Identification of ground targets from sequential high-range-resolution radar signatures , 2002 .

[9]  D. Moffatt,et al.  Detection and discrimination of radar targets , 1975 .

[10]  Hugh Griffiths,et al.  Automatic target recognition using multi-diversity radar , 2007 .

[11]  Brian D. Rigling,et al.  Bistatic aspect diversity for improved SAR target recognition , 2015, 2015 IEEE Radar Conference (RadarCon).

[12]  Naira Hovakimyan,et al.  Singular surfaces in multi-agent connectivity maintenance games , 2011, IEEE Conference on Decision and Control and European Control Conference.

[13]  J. Lewin Differential Games: Theory And Methods For Solving Game Problems With Singular Surfaces , 2011 .

[14]  Pramod P. Khargonekar,et al.  Generalized Engage or Retreat Differential Game With Escort Regions , 2017, IEEE Transactions on Automatic Control.

[15]  Bruce A. Conway,et al.  Numerical Solution of the Three-Dimensional Orbital Pursuit-Evasion Game , 2009 .

[16]  T. Başar,et al.  Dynamic Noncooperative Game Theory , 1982 .