3 research outputs found
Geolocation with FDOA Measurements via Polynomial Systems and RANSAC
The problem of geolocation of a transmitter via time difference of arrival
(TDOA) and frequency difference of arrival (FDOA) is given as a system of
polynomial equations. This allows for the use of homotopy continuation-based
methods from numerical algebraic geometry. A novel geolocation algorithm
employs numerical algebraic geometry techniques in conjunction with the random
sample consensus (RANSAC) method. This is all developed and demonstrated in the
setting of only FDOA measurements, without loss of generality. Additionally,
the problem formulation as polynomial systems immediately provides lower bounds
on the number of receivers or measurements required for the solution set to
consist of only isolated points.Comment: This work has been submitted to the IEEE for possible publication.
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FDOA-based passive source localization: a geometric perspective
2018 Fall.Includes bibliographical references.We consider the problem of passively locating the source of a radio-frequency signal using observations by several sensors. Received signals can be compared to obtain time difference of arrival (TDOA) and frequency difference of arrival (FDOA) measurements. The geometric relationship satisfied by these measurements allow us to make inferences about the emitter's location. In this research, we choose to focus on the FDOA-based source localization problem. This problem has been less widely studied and is more difficult than solving for an emitter's location using TDOA measurements. When the FDOA-based source localization problem is formulated as a system of polynomials, the source's position is contained in the corresponding algebraic variety. This provides motivation for the use of methods from algebraic geometry, specifically numerical algebraic geometry (NAG), to solve for the emitter's location and gain insight into this system's interesting structure