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AAIoT: Accelerating Artificial Intelligence in IoT Systems
http://hdl.handle.net/10258/00010298
http://hdl.handle.net/10258/000102981171ff87-ec0f-4fda-99a2-6f27527c8ce3
名前 / ファイル | ライセンス | アクション |
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WCL_8_3_825_828 (217.0 kB)
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Item type | 学術雑誌論文 / Journal Article.(1) | |||||||||||||||||
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公開日 | 2020-11-16 | |||||||||||||||||
タイトル | ||||||||||||||||||
言語 | en | |||||||||||||||||
タイトル | AAIoT: Accelerating Artificial Intelligence in IoT Systems | |||||||||||||||||
言語 | ||||||||||||||||||
言語 | eng | |||||||||||||||||
キーワード | ||||||||||||||||||
言語 | en | |||||||||||||||||
主題Scheme | Other | |||||||||||||||||
主題 | Internet of Things | |||||||||||||||||
キーワード | ||||||||||||||||||
言語 | en | |||||||||||||||||
主題Scheme | Other | |||||||||||||||||
主題 | deep learning | |||||||||||||||||
キーワード | ||||||||||||||||||
言語 | en | |||||||||||||||||
主題Scheme | Other | |||||||||||||||||
主題 | resource scheduling | |||||||||||||||||
資源タイプ | ||||||||||||||||||
資源タイプ識別子 | http://purl.org/coar/resource_type/c_6501 | |||||||||||||||||
資源タイプ | journal article | |||||||||||||||||
アクセス権 | ||||||||||||||||||
アクセス権 | open access | |||||||||||||||||
アクセス権URI | http://purl.org/coar/access_right/c_abf2 | |||||||||||||||||
著者 |
ZHOU, Jingyue
× ZHOU, Jingyue× WANG, Yihuai× 太田, 香
WEKO
21131
× 董, 冕雄
WEKO
39157
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室蘭工業大学研究者データベースへのリンク | ||||||||||||||||||
太田 香(OTA Kaoru) | ||||||||||||||||||
http://rdsoran.muroran-it.ac.jp/html/100000140_ja.html | ||||||||||||||||||
室蘭工業大学研究者データベースへのリンク | ||||||||||||||||||
董 冕雄(DONG Mianxiong) | ||||||||||||||||||
http://rdsoran.muroran-it.ac.jp/html/100000145_ja.html | ||||||||||||||||||
抄録 | ||||||||||||||||||
内容記述タイプ | Abstract | |||||||||||||||||
内容記述 | Existing deep learning systems in the Internet of Things (IoT) environments lack the ability of assigning compute tasks reasonably which leads to resources wasting. In this letter, we propose an AAIoT, a method to allocate the inference computation of each network layer to each device in multi-layer IoT system. To our best knowledge, this is the first attempt to solve this problem. We design a dynamic programming algorithm to minimize the response time when weighing the cost of computation and transmission. Simulation results show that our approach makes significant improvements in system response time. | |||||||||||||||||
言語 | en | |||||||||||||||||
書誌情報 |
en : IEEE WIRELESS COMMUNICATIONS LETTERS 巻 8, 号 3, p. 825-828, 発行日 2019 |
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出版者 | ||||||||||||||||||
言語 | en | |||||||||||||||||
出版者 | IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC | |||||||||||||||||
出版者版へのリンク | ||||||||||||||||||
10.1109/LWC.2019.2894703 | ||||||||||||||||||
https://doi.org/10.1109/LWC.2019.2894703 | ||||||||||||||||||
DOI | ||||||||||||||||||
関連タイプ | isVersionOf | |||||||||||||||||
識別子タイプ | DOI | |||||||||||||||||
関連識別子 | 10.1109/LWC.2019.2894703 | |||||||||||||||||
日本十進分類法 | ||||||||||||||||||
主題Scheme | NDC | |||||||||||||||||
主題 | 007 | |||||||||||||||||
ISSN | ||||||||||||||||||
収録物識別子タイプ | PISSN | |||||||||||||||||
収録物識別子 | 2162-2337 | |||||||||||||||||
権利 | ||||||||||||||||||
言語 | en | |||||||||||||||||
権利情報 | © 2019 IEEE. Personal use of this material is permitted. Permission from IEEE must be obtained for all other uses, in any current or future media, including reprinting/republishing this material for advertising or promotional purposes, creating new collective works, for resale or redistribution to servers or lists, or reuse of any copyrighted component of this work in other works. | |||||||||||||||||
著者版フラグ | ||||||||||||||||||
出版タイプ | AM | |||||||||||||||||
出版タイプResource | http://purl.org/coar/version/c_ab4af688f83e57aa | |||||||||||||||||
フォーマット | ||||||||||||||||||
内容記述タイプ | Other | |||||||||||||||||
内容記述 | application/pdf |