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传感器调度的信息几何方法

Information-Geometric Approach to Sensor Scheduling

作者:Moran, B.Howard, S. D.Cochran, D. 作者单位:Michigan Univ., Ann Arbor. Div. of Research Development and Administration. 加工时间:2014-05-13 信息来源:科技报告(AD) 索取原文[6 页]
关键词:传感器;探测器;大地测量;信息几何形状
摘 要:An information-geometric approach to sensor management is introduced that is based on following geodesic curves in a manifold of possible sensor configurations. This perspective arises by observing that, given a parameter estimation problem to be addressed through management of sensor assets, any particular sensor configuration corresponds to a Riemannian metric on the parameter manifold. With this perspective, managing sensors involves navigation on the space of all Riemannian metrics on the parameter manifold, which is itself a Riemannian manifold. Existing work assumes the metric on the parameter manifold is one that, in statistical terms, corresponds to a Jeffreys prior on the parameter to be estimated. It is observed that informative priors, as arise in sensor management, can also be accommodated. Given an initial sensor configuration, the trajectory along which to move in sensor configuration space to gather most information is seen to be locally defined by the geodesic structure of this manifold. Further, divergences based on Fisher and Shannon information lead to the same Riemannian metric and geodesics.
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