An Optimal Data Association Problem in Surveillance Theory

R. Sittler
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引用次数: 242

Abstract

This paper contains a theoretical analysis of the data association problem of a common type of surveillance system. By a method of inverse probability, the optimal data processor is obtained which permits maximum likelihood estimates to be made of the true data-surveillance object association. The maximum likelihood estimator is given in a form that lends itself to sequential computations performed in real time as the data arrives. Examples of the use of this estimator make clear the precise mathematical meaning of such terms as tentative, confirmed, and established data tracks, and the concept of search areas. The analytical technique is of general use in a variety of surveillance situations. Computer implementations are possible.
监视理论中的最优数据关联问题
本文对一类常见的监控系统的数据关联问题进行了理论分析。利用逆概率法,得到了最优的数据处理器,使数据与监控对象的真实关联能够得到最大似然估计。最大似然估计量以一种适合在数据到达时实时执行的顺序计算的形式给出。使用此估计器的示例清楚地说明了诸如暂定的、确认的和已建立的数据轨迹以及搜索区域的概念等术语的精确数学含义。分析技术一般用于各种监测情况。计算机实现是可能的。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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