A position estimation system including a first arrangement for providing
an image with a known target in a known reference frame. A second
arrangement correlates the image with a stored image. The correlation is
used to compute an error with respect to a position estimate. In a
specific embodiment, the error is referenced with respect to first (x),
second (y) and third (z) directions. A target location error is computed
with respect to a stored image provided by a target image catalog. The
target image catalog includes target geo-locations and digital terrain
elevation data. In an illustrative application, the image data is
provided by synthetic aperture radar and forward-looking infrared
systems. An observation model and a measure noise matrix are Kalman
filtered to ascertain a position error in navigation data generated by an
integrated inertial navigation and Global Positioning system.