Accession Number : ADA202696
Title : Multiple Model Adaptive Tracking of Airborne Targets.
Descriptive Note : Master's thesis,
Corporate Author : AIR FORCE INST OF TECH WRIGHT-PATTERSON AFB OH SCHOOL OF ENGINEERING
Personal Author(s) : Norton, John E.
Report Date : DEC 1988
Pagination or Media Count : 375
Abstract : Over the past ten years considerable work has been accomplished at the Air Force Institute of Technology (AFIT) towards improving the ability of tracking airborne targets. Motivated by the performance advantages in using established models of tracking environment variables within a Kalman filter, an advanced tracking algorithm has been developed based on adaptive estimation filter structures. A multiple model bank of filters that have been designed for various target dynamics, which each accounting for atmospheric disturbance of the Forward Looking Infrared (FLIR) sensor data and mechanical vibrations of the sensor platform, outperforms a correlator tracker. The bank of filters provide the estimation capability to guide the pointing mechanisms of a shared aperture laser/sensor system. The data is provided to the tracking algorithm via an (8 x 8)-pixel tracking Field of View (FOV) from the FLIR image plane. Data at each sample period is compared by an enhanced correlator to a target template. These offsets are measurements to a bank of linear Kalman filters which provide estimates of the target's location in azimuth and elevation coordinates based on a Gauss-Markov acceleration model, and a reduced form of the atmospheric jitter model for the disturbance in the IR wavefront carrying future measurements. Theses. (RH)
Descriptors : *ADAPTIVE SYSTEMS, *AERIAL TARGETS, *AIMING, *ALGORITHMS, *DETECTORS, *FORWARD LOOKING INFRARED SYSTEMS, *KALMAN FILTERING, *LINEAR FILTERING, *TRACKING, AIR FORCE, ATMOSPHERIC DISTURBANCES, COORDINATES, CORRELATORS, DYNAMICS, ELEVATION, ENVIRONMENTS, ESTIMATES, FILTERS, IMAGES, MECHANICAL PROPERTIES, MODELS, PLATFORMS, STRUCTURES, TARGETS, TEMPLATES, THESES, VARIABLES, VIBRATION, WAVEFRONTS.
Subject Categories : Infrared Detection and Detectors
Target Direction, Range and Position Finding
Distribution Statement : APPROVED FOR PUBLIC RELEASE