Cognitive tip and cue: a novel framework for intelligent automated collection planning

Christopher M. Cerezo Falco; Jacob A. Carroll; Robert W. Alekel; Jonathan C. Brant; Timothy J. Berrill; Zachary Rahn

doi:10.1117/12.2662841

15 June 2023 Cognitive tip and cue: a novel framework for intelligent automated collection planning

Christopher M. Cerezo Falco, Jacob A. Carroll, Robert W. Alekel, Jonathan C. Brant, Timothy J. Berrill, Zachary Rahn

Proceedings Volume 12525, Geospatial Informatics XIII ; 125250E (2023) https://doi.org/10.1117/12.2662841
Event: SPIE Defense + Commercial Sensing, 2023, Orlando, Florida, United States

Abstract

We introduce a novel collection planning and orchestration framework called Cognitive Tip and Cue (CTC). CTC consists of three components: a natural language processing module that extracts entities and collection intent from free-text, a sensor recommendation module that scores sensors modalities based on collection parameters and environmental context, and an optimization module that uses a multi-objective genetic algorithm to evolve optimal data provider selections. CTC learns an association between intelligence, surveillance and reconnaissance needs and the historical performance of similar requests. We demonstrate that CTC generates collection plans that appropriately account for collection constraints while selecting data providers that align with tradecraft intuition.

Conference Presentation

Citation Download Citation

Christopher M. Cerezo Falco, Jacob A. Carroll, Robert W. Alekel, Jonathan C. Brant, Timothy J. Berrill, and Zachary Rahn "Cognitive tip and cue: a novel framework for intelligent automated collection planning", Proc. SPIE 12525, Geospatial Informatics XIII , 125250E (15 June 2023); https://doi.org/10.1117/12.2662841

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