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On the Age of Multipath-based Real-time Video Analytics

  • Beihang University

科研成果: 书/报告/会议事项章节会议稿件同行评审

摘要

In this work, we aim to maintain the timeliness of a multipath-based real-time video analytics system by analyzing the age of processed information (AoPI) at the receiver side. In the system, a camera consistently uploads captured frames to different edge servers for processing via corresponding wireless channels. To measure the timeliness of the system, a novel metric named AoPI is proposed, which is the time elapsed since the generation of the latest successfully recognized frame. Hence, AoPI is impacted by the transmission/computation delay on different paths and whether the frames are successfully recognized. We derive the closed-form average AoPI at the receiver side of the system, which is inversely proportional to the recognition probability. Moreover, we prove that adding an identical path can reduce the average AoPI by 37.5% to 50% compared with using a single path. Nevertheless, numerical results show that utilizing a secondary path to access an available edge node will increase the average AoPI in the case of low spectrum efficiency and constrained bandwidth.

源语言英语
主期刊名2022 IEEE Wireless Communications and Networking Conference, WCNC 2022
出版商Institute of Electrical and Electronics Engineers Inc.
298-303
页数6
ISBN(电子版)9781665442664
DOI
出版状态已出版 - 2022
活动2022 IEEE Wireless Communications and Networking Conference, WCNC 2022 - Austin, 美国
期限: 10 4月 202213 4月 2022

出版系列

姓名IEEE Wireless Communications and Networking Conference, WCNC
2022-April
ISSN(电子版)1558-2612

会议

会议2022 IEEE Wireless Communications and Networking Conference, WCNC 2022
国家/地区美国
Austin
时期10/04/2213/04/22

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