{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,21]],"date-time":"2026-04-21T22:49:24Z","timestamp":1776811764557,"version":"3.51.2"},"reference-count":17,"publisher":"European Society of Computational Methods in Sciences and Engineering","issue":"5","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["JCM"],"published-print":{"date-parts":[[2023,10,6]]},"abstract":"<jats:p>The UAV (Unmanned Aerial Vehicle) has the advantages of mobility and flexibility, rapid concealment and holistic vision. Coordinating with the intelligent and efficient precise dispatching of the \u201cdecision module\u201d of the command centre, UAVs can meet the public safety needs of significant events. The marathon is an open, long-distance, gathering sporting event, so on-site security is hard to guarantee. To study the application of UAVs in marathon public security risk early warning, we examine the Hangzhou Marathon as an example, analysing the potential public security risks of a marathon and the application scenarios of UAVs by modelling the data of population and vehicles near the fundamental security early warning places of the marathon through theoretical discussion and modelling research. We propose a marathon risklevel intelligent identification and early warning model, establish the deployment and control scheme of UAVs in marathon public security, and conceive a comprehensive command platform for UAVs to promote the integration of UAVs into marathon security by taking intelligent security as an example.<\/jats:p>","DOI":"10.3233\/jcm-226891","type":"journal-article","created":{"date-parts":[[2023,6,20]],"date-time":"2023-06-20T11:28:36Z","timestamp":1687260516000},"page":"2753-2764","source":"Crossref","is-referenced-by-count":0,"title":["The application of UAVs in marathon public security risk early 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