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2016 | OriginalPaper | Buchkapitel

Sensor Resource Management: Intelligent Multi-objective Modularized Optimization Methodology and Models

verfasst von : Boris Kovalerchuk, Leonid Perlovsky

Erschienen in: Recent Advances in Computational Intelligence in Defense and Security

Verlag: Springer International Publishing

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Abstract

The importance of the optimal Sensor Resource Management (SRM) problem is growing. The number of Radar, EO/IR, Overhead Persistent InfraRed (OPIR), and other sensors with best capabilities, is limited in the stressing tasking environment relative to sensing needs. Sensor assets differ significantly in number, location, and capability over time. To determine on which object a sensor should collect measurements during the next observation period k, the known algorithms favor the object with the expected measurements that would result in the largest gain in relative information. We propose a new tasking paradigm OPTIMA for sensors that goes beyond information gain. It includes Sensor Resource Analyzer, and the Sensor Tasking Algorithm (Tasker). The Tasker maintains timing constraints, resolution, and geometric differences between sensors, relative to the tasking requirements on track quality and the measurements of object characterization quality. The Tasker does this using the computational intelligence approach of multi-objective optimization, which involves evolutionary methods.

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Metadaten
Titel
Sensor Resource Management: Intelligent Multi-objective Modularized Optimization Methodology and Models
verfasst von
Boris Kovalerchuk
Leonid Perlovsky
Copyright-Jahr
2016
DOI
https://doi.org/10.1007/978-3-319-26450-9_25

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