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Sen. Netw."],"published-print":{"date-parts":[[2024,1,31]]},"abstract":"<jats:p>\n            In Mobile Edge Computing, edge servers have limited storage and computing resources that can only support a small number of functions. Meanwhile, mobile applications are becoming more complex, consisting of multiple dependent tasks, modeled as a Directed Acyclic Graph (DAG). When a request arrives, typically in an online manner with a deadline specified, we need to configure the servers and assign the dependent tasks for efficient processing. This work jointly considers the problem of dependent task placement and scheduling with on-demand function configuration on edge servers, aiming to meet as many deadlines as possible. For a single request, when the configuration on each edge server is fixed, we derive\n            <jats:monospace>FixDoc<\/jats:monospace>\n            to find the optimal task placement and scheduling. When the on-demand function configuration is allowed, we propose\n            <jats:monospace>GenDoc<\/jats:monospace>\n            , a novel approximation algorithm, and analyze its additive error from the optimal theoretically. For multiple requests, we derive\n            <jats:monospace>OnDoc<\/jats:monospace>\n            , an online algorithm easy to deploy in practice. Our extensive experiments show that\n            <jats:monospace>GenDoc<\/jats:monospace>\n            \u00a0outperforms state-of-the-art baselines in processing 86.14% of these unique applications, and reduces their average completion time by at least 24%. The number of deadlines that\n            <jats:monospace>OnDoc<\/jats:monospace>\n            can satisfy is at least 1.9\u00d7 that of the baselines.\n          <\/jats:p>","DOI":"10.1145\/3616374","type":"journal-article","created":{"date-parts":[[2023,8,16]],"date-time":"2023-08-16T12:14:13Z","timestamp":1692188053000},"page":"1-25","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":15,"title":["DAG Scheduling in Mobile Edge Computing"],"prefix":"10.1145","volume":"20","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-0713-8964","authenticated-orcid":false,"given":"Guopeng","family":"Li","sequence":"first","affiliation":[{"name":"University of Science and Technology of China, China"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-3133-1430","authenticated-orcid":false,"given":"Haisheng","family":"Tan","sequence":"additional","affiliation":[{"name":"University of Science and Technology of China, China and USTC-Deqing Alpha Innovation Research Institute, China"}]},{"ORCID":"https:\/\/orcid.org\/0009-0008-8143-3989","authenticated-orcid":false,"given":"Liuyan","family":"Liu","sequence":"additional","affiliation":[{"name":"University of Science and Technology of China, China"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-7545-6745","authenticated-orcid":false,"given":"Hao","family":"Zhou","sequence":"additional","affiliation":[{"name":"University of Science and Technology of China, China and USTC-Deqing Alpha Innovation Research Institute, China"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-7972-827X","authenticated-orcid":false,"given":"Shaofeng H.-C.","family":"Jiang","sequence":"additional","affiliation":[{"name":"Center on Frontiers of Computing Studies, Peking University, China"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-2880-7100","authenticated-orcid":false,"given":"Zhenhua","family":"Han","sequence":"additional","affiliation":[{"name":"Microsoft Research Asia, China"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-6070-6625","authenticated-orcid":false,"given":"Xiang-Yang","family":"Li","sequence":"additional","affiliation":[{"name":"University of Science and Technology of China, China and USTC-Deqing Alpha Innovation Research Institute, China"}]},{"ORCID":"https:\/\/orcid.org\/0009-0003-4581-1974","authenticated-orcid":false,"given":"Guoliang","family":"Chen","sequence":"additional","affiliation":[{"name":"University of Science and Technology of China, China and USTC-Deqing Alpha Innovation Research Institute, China"}]}],"member":"320","published-online":{"date-parts":[[2023,10,20]]},"reference":[{"key":"e_1_3_3_2_2","doi-asserted-by":"publisher","DOI":"10.1109\/JIOT.2017.2750180"},{"key":"e_1_3_3_3_2","volume-title":"Proceedings of the 18th European Conference on Computer Systems (EuroSys\u201923)","author":"Abdi Mania","year":"2023","unstructured":"Mania Abdi, Samuel Ginzburg, Charles Lin, Jos\u00e9 M. 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