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

作　　者：Alexandra Zabala-López Mario Linares-Vásquez Sonia Haiduc Yezid Donoso 

机构地区：[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,Bogota,Colombia [2]Universidad de los Andes,Edificio Mario Laserna Cra 1 Este No 19A-40,Bogota,Colombia [3]Florida State University,James Jay Love Building,253,1017 Academic Way,Tallahassee 32304,FL,United States

出　　处：《Defence Technology（防务技术）》2024年第12期226-246,共21页Defence Technology

基　　金：funded by the Colombian Air Force。

摘　　要：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 technologies 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 institutions,offering a deeper understanding of the use of data-centric technologies as innovative practices to enhance the effectiveness of military decision-making.

关 键 词：Data-centric technologies MILITARY ANALYTICS Machine learning Data science Artificial intelligence 

分 类 号：E91[军事]