TY - GEN
T1 - AI-Powered IoT System at the Edge
AU - Chen, Yiran
AU - Li, Ang
AU - Yang, Huanrui
AU - Zhang, Tunhou
AU - Yang, Yuewei
AU - Li, Hai
AU - Banerjee, Suman
AU - Pajic, Miroslav
N1 - Publisher Copyright:
© 2021 IEEE.
PY - 2021
Y1 - 2021
N2 - The proliferation of low-cost and low-power IoT devices are constantly generating gigabytes data at the network edge. Bridging AI with IoT is a natural option to unleash the data on devices. AI-powered IoT systems can boost many novel applications and services with impressive performance. In this paper, we identify four key challenges for developing AI-powered IoT systems, including interpretability, efficiency, heterogeneity, and trustworthiness. We also summarize our proposed solutions to tackle each of these challenges. Finally, we discusses the open challenges and future research directions on designing inter-pretable, efficient, heterogeneous, and trustworthy IoT systems.
AB - The proliferation of low-cost and low-power IoT devices are constantly generating gigabytes data at the network edge. Bridging AI with IoT is a natural option to unleash the data on devices. AI-powered IoT systems can boost many novel applications and services with impressive performance. In this paper, we identify four key challenges for developing AI-powered IoT systems, including interpretability, efficiency, heterogeneity, and trustworthiness. We also summarize our proposed solutions to tackle each of these challenges. Finally, we discusses the open challenges and future research directions on designing inter-pretable, efficient, heterogeneous, and trustworthy IoT systems.
KW - Artificial Intelligence
KW - Edge Computing
KW - IoT
KW - Machine Learning
UR - https://www.scopus.com/pages/publications/85128868797
UR - https://www.scopus.com/pages/publications/85128868797#tab=citedBy
U2 - 10.1109/CogMI52975.2021.00039
DO - 10.1109/CogMI52975.2021.00039
M3 - Conference contribution
AN - SCOPUS:85128868797
T3 - Proceedings - 2021 IEEE 3rd International Conference on Cognitive Machine Intelligence, CogMI 2021
SP - 242
EP - 251
BT - Proceedings - 2021 IEEE 3rd International Conference on Cognitive Machine Intelligence, CogMI 2021
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 3rd IEEE International Conference on Cognitive Machine Intelligence, CogMI 2021
Y2 - 13 December 2021 through 15 December 2021
ER -