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Information geometric optimal reconfiguration of pulse-Doppler sensor parameters

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Abstract

The objective of this paper is to provide the mathematics needed to develop a new model for continuously adjusting the configuration parameters of a pulse-Doppler sensor so as to optimize information gain. The reconfiguration of the sensor parameters is optimal in the sense that the parameters are updated over time so as to traverse a geodesic over a parameter manifold. The main result is to compute the Fisher information metric for measuring the instantaneous information gained by a sensor regarding the target. In pursuing this goal, a method for evaluating a class of integrals comprising products of shifted sinc functions and derivatives of such functions is presented. Expressions are also found to allow estimates of the number of terms needed to evaluate the infinite series representation of the Fisher metric to within a given tolerance. Finally, steps for computing geodesics in the configuration manifold are provided.

Original languageEnglish
Article number127669
Number of pages20
JournalJournal of Mathematical Analysis and Applications
Volume530
Issue number1
DOIs
Publication statusPublished - 1 Feb 2024

Keywords

  • Fisher metric
  • Information geometry
  • Integrals of sinc products
  • Pulse-Doppler
  • Sensor scheduling

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