https://scholars.lib.ntu.edu.tw/handle/123456789/607166
標題: | Game-Theoretic Cloud-Edge Resource Allocation for Video Analytics in the Factory of the Future | 作者: | Li Y.-Y Lin T.-S HUNG-YU WEI |
關鍵字: | Factory of The Future;Mechanism Design;Resource Allocation;Task Offloading;Video Analytics;5G mobile communication systems;Budget control;Computational efficiency;Computer architecture;Costs;Deep learning;Economics;Game theory;Machine design;Manufacture;Edge resources;Factories of the futures;Game-theoretic;Mechanism design;Real time videos;Resources allocation;Server system;Task offloading;Video analytics;Wireless technologies;Resource allocation | 公開日期: | 2021 | 來源出版物: | 17th IEEE VTS Asia Pacific Wireless Communications Symposium, APWCS 2021 - Proceedings | 摘要: | Factory of the Future (FoF) is a vision for how manufacturers should enhance management and production. In such a factory, real-time video analytic tasks are critical and can be provided by modern cameras and the server system behind them. With the 5G wireless technology and the developing deep learning models, the cloud-edge computing architecture can be applied to meet the application requirements of low latency and high accuracy. In this paper, we propose an efficient, near-optimal, and truthful mechanism to deal with the incentive-compatible resource allocation problem of video analytic service in FoF. To provide latency- and accuracy- aware service instantly, we relax the optimality and propose an efficient allocation algorithm that also helps truthful pricing in the mechanism design. With the theoretical analysis and the numerical simulations, we show the mechanism guarantees desired properties- computational efficiency, individual rationality, truthfulness, and weakly budget-balance. ? 2021 IEEE. |
URI: | https://www.scopus.com/inward/record.uri?eid=2-s2.0-85116683432&doi=10.1109%2fAPWCS50173.2021.9548756&partnerID=40&md5=5ef673f0e8fa83a4baaff426931656a1 https://scholars.lib.ntu.edu.tw/handle/123456789/607166 |
DOI: | 10.1109/APWCS50173.2021.9548756 |
顯示於: | 電機工程學系 |
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