Open AccessAAIoT: Accelerating Artificial Intelligence in IoT Systems
Author(s) -
Jingyue Zhou,
Yihuai Wang,
Kaoru Ota,
Mianxiong Dong
Publication year - 2019
Publication title -
ieee wireless communications letters
Language(s) - English
Resource type - Journals
SCImago Journal Rank - 1.23
H-Index - 72
eISSN - 2162-2345
pISSN - 2162-2337
DOI - 10.1109/lwc.2019.2894703
Subject(s) - computer science , internet of things , computation , inference , artificial intelligence , layer (electronics) , distributed computing , machine learning , embedded system , algorithm , chemistry , organic chemistry
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 dyn...
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