In the bearing only tracking (BOT) problem the observer tries to estimate the position of the target. The observer maneuver is a requirement to guarantee the uniqueness of the estimation. Determining an observer maneuver for BOT is a difficult problem due to its nonlinear nature. This paper proposes a new method that combines the reference BOT scenarios as a priori knowledge with the incoming bearing measurements to obtain an observer maneuver in a generic optimization framework. The use of a priori knowledge makes the observer maneuver design more realistic. The maneuver recommendation process uses the imitation of competing constraints. In this paper, an approach called programming by demonstration is used to recommend a maneuver to the observer. Simulations show that a programming by demonstration framework manages the constraints successfully and generates realistic observer maneuvers.
Bearing only tracking, observer maneuver recommendation, Gaussian mixture regression, programming by demonstration, target tracking
GÜRCAN, RIDVAN and KARTAL, MESUT
"Observer path design by imitation of competing constraints for bearing only tracking,"
Turkish Journal of Electrical Engineering and Computer Sciences: Vol. 20:
7, Article 10.
Available at: https://journals.tubitak.gov.tr/elektrik/vol20/iss7/10