Title :
Application of 0-1 integer programming to multitarget tracking problems
Author :
Morefield, Charles L.
Author_Institution :
ORINCON Corporation, La Jolla, CA, USA
fDate :
6/1/1977 12:00:00 AM
Abstract :
This paper presents a new approach to the solution of multi-target tracking problems. 0-1 integer programming methods are used to alleviate the combinatorial computing difficulties that accompany any but the smallest of such problems. Multitarget tracking is approached as an unsupervised pattern recognition problem. A multiple-hypothesis test is performed to determine which particular combination of the many feasible tracks is most likely to represent actual targets. This multiple hypothesis test is shown to have the computational structure of the set packing and set partitioning problems of 0-1 integer programming. Multitarget tracking problems that are translated into this form can be rapidly solved, using well-known discrete optimization techniques such as implicit enumeration.
Keywords :
Integer programming; Pattern classification; Tracking; Aerospace control; Air traffic control; Aircraft; Linear programming; Marine vehicles; Pattern recognition; Radar tracking; Target tracking; Testing; Trajectory;
Journal_Title :
Automatic Control, IEEE Transactions on
DOI :
10.1109/TAC.1977.1101500