The tracking index - A generalized parameter for alpha-beta and alpha-beta-gamma target trackers
Abstract
A generalized, optimal filtering solution is presented for the target tracking problem. Applying optimal filtering theory to the target tracking problem, the tracking index, a generalized parameter proportional to the ratio of the position uncertainty due to the target maneuverability to that due to the sensor measurement, is found to have a fundamental role not only in the optimal steady-state solution of the stochastic regulation tracking problem, but also in the track initiation process. Depending on the order of the tracking model, the tracking index solution yields a closed form, consistent set of generalized tracking gains, relationships, and performances. Using the tracking index parameter, an initializing and tracking procedure in recursive form, realizes the accuracy of the Kalman filter with an algorithm as simple as the well-known alpha-beta filter or alpha-beta-gamma filter, depending on the tracking order.
- Publication:
-
IEEE Transactions on Aerospace Electronic Systems
- Pub Date:
- March 1984
- DOI:
- 10.1109/TAES.1984.310438
- Bibcode:
- 1984ITAES..20..174K
- Keywords:
-
- Indexes (Ratios);
- Optimal Control;
- Performance Prediction;
- Radar Tracking;
- Target Acquisition;
- Tracking Filters;
- Algorithms;
- Kalman Filters;
- Mathematical Models;
- Position Errors;
- Recursive Functions;
- Tracking Problem;
- Communications and Radar