防务技术2024,Vol.42Issue(12) :226-246.DOI:10.1016/j.dt.2024.07.012

A survey of data-centric technologies supporting decision-making before deploying military assets

Alexandra Zabala-López Mario Linares-Vásquez Sonia Haiduc Yezid Donoso
防务技术2024,Vol.42Issue(12) :226-246.DOI:10.1016/j.dt.2024.07.012

A survey of data-centric technologies supporting decision-making before deploying military assets

Alexandra Zabala-López 1Mario Linares-Vásquez 2Sonia Haiduc 3Yezid Donoso2
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作者信息

  • 1. Colombian Air Force-Air and Space Operations Command-Aerospace Technology Development Centre for the Defense-CETAD,Avenida El Dorado Cra.54 No 26-25 CAN,Bogotá,Colombia;Universidad de los Andes,Edificio Mario Laserna Cra 1 Este No 19A-40,Bogotá,Colombia
  • 2. Universidad de los Andes,Edificio Mario Laserna Cra 1 Este No 19A-40,Bogotá,Colombia
  • 3. Florida State University,James Jay Love Building,253,1017 Academic Way,Tallahassee 32304,FL,United States
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Abstract

In a time characterized by the availability of vast amounts of data,the effective utilization of information is critical for timely decision-making in military operations.However,processing large amounts of data requires computational resources and time.Therefore,decision makers have used data-centric tech-nologies to take advantage of public and private data sources to support military operations.This survey explores the integration and application of data-centric technologies,such as data analytics,data science,and machine learning,to optimize decision-making workflows within military contexts supporting the deployment of military assets and resources.To address the information gap,this article presents a literature review,specifically a survey.Our survey examines the use of the mentioned technologies to process and analyze information that contributes to the phases of situational awareness,and planning in military environments.We then introduce a taxonomy of the approaches associated with implementing these technologies in military scenarios.Furthermore,we discuss relevant factors for the seamless integration of data-centric technologies into military decision-making processes,and reveal the importance of specialized personnel,architectures,and cybersecurity issues in the task of developing prototypes and models.The findings of this paper aim to provide valuable insights for military in-stitutions,offering a deeper understanding of the use of data-centric technologies as innovative practices to enhance the effectiveness of military decision-making.

Key words

Data-centric technologies/Military/Analytics/Machine learning/Data science/Artificial intelligence

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出版年

2024
防务技术
中国兵工学会

防务技术

CSTPCD
影响因子:0.358
ISSN:2214-9147
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