{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,14]],"date-time":"2026-04-14T15:44:03Z","timestamp":1776181443474,"version":"3.50.1"},"reference-count":0,"publisher":"MDPI AG","issue":"2","license":[{"start":{"date-parts":[[2026,4,14]],"date-time":"2026-04-14T00:00:00Z","timestamp":1776124800000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Network"],"abstract":"<jats:p>The integration of service function chains (SFCs) and unmanned aerial vehicles (UAVs) lays a crucial technological foundation for achieving efficient, reliable, and adaptive future airborne service networks. Service functions (SFs) in the SFC will be deployed on UAVs; this type of SFC is called unmanned aerial vehicle-based service function chains (USFCs). However, due to the combined effects of open hardware and software architectures, exposed communication links, and complex mission environments, UAVs have become ideal targets for attackers. Once a vulnerability is successfully injected into a UAV, data from the SFs running on it will be stolen, seriously threatening the dependability of the USFC. Therefore, it is necessary to conduct a quantitative evaluation of the USFC dependability to provide insights for further improving its dependability. This paper develops a USFC dependability evaluation model based on a semi-Markov process (SMP) to capture the dynamic interaction between attacker behavior and USFC system recovery behavior. The dependability of the USFC is comprehensively evaluated from two perspectives: availability and security. Extensive numerical analysis experiments are conducted, and the results not only demonstrate the changing trends of various dependability metrics under different parameters but also show parameter combinations for synergistic optimization among metrics.<\/jats:p>","DOI":"10.3390\/network6020024","type":"journal-article","created":{"date-parts":[[2026,4,14]],"date-time":"2026-04-14T14:24:58Z","timestamp":1776176698000},"page":"24","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["Evaluation of Attack and Recovery in USFC: A Dependability View"],"prefix":"10.3390","volume":"6","author":[{"given":"Jing","family":"Bai","sequence":"first","affiliation":[{"name":"School of Cyber Science and Engineering, University of International Relations, Beijing 100091, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Xiaohan","family":"Ge","sequence":"additional","affiliation":[{"name":"School of Cyber Science and Engineering, University of International Relations, Beijing 100091, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Liangbin","family":"Yang","sequence":"additional","affiliation":[{"name":"School of Cyber Science and Engineering, University of International Relations, Beijing 100091, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Chunding","family":"Wang","sequence":"additional","affiliation":[{"name":"School of Cyber Science and Engineering, University of International Relations, Beijing 100091, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Ziyue","family":"Yin","sequence":"additional","affiliation":[{"name":"School of Cyber Science and Engineering, University of International Relations, Beijing 100091, China"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"1968","published-online":{"date-parts":[[2026,4,14]]},"container-title":["Network"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.mdpi.com\/2673-8732\/6\/2\/24\/pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,4,14]],"date-time":"2026-04-14T14:45:34Z","timestamp":1776177934000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.mdpi.com\/2673-8732\/6\/2\/24"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026,4,14]]},"references-count":0,"journal-issue":{"issue":"2","published-online":{"date-parts":[[2026,6]]}},"alternative-id":["network6020024"],"URL":"https:\/\/doi.org\/10.3390\/network6020024","relation":{},"ISSN":["2673-8732"],"issn-type":[{"value":"2673-8732","type":"electronic"}],"subject":[],"published":{"date-parts":[[2026,4,14]]}}}