TY - GEN
T1 - Communication, Computing, and Learning on the Edge
AU - Huang, Kaibin
AU - Zhu, Guangxu
AU - You, Changsheng
AU - Zhang, Jun
AU - Du, Yuqing
AU - Liu, Dongzhu
PY - 2018/12/19
Y1 - 2018/12/19
N2 - There has been a consensus that the next revolution of computing lies in realizing an 'intelligent edge' referring to the realization of AI and ubiquitous computing at the network edge (smart phones and sensors). This has led to the emergence of two closely related areas called edge computing and edge learning. The former concerns operations such as offloading computation-intensive tasks from resource-scarce edge devices to the edge server or cloud while the latter focuses on machine learning using distributed data to acquire intelligence for devices. Research in these areas crosses different disciplines, namely wireless communication, computing, and machine learning. In this paper, we introduce these emerging and interconnected areas, present research challenges and opportunities therein, and discuss implementation issues.
AB - There has been a consensus that the next revolution of computing lies in realizing an 'intelligent edge' referring to the realization of AI and ubiquitous computing at the network edge (smart phones and sensors). This has led to the emergence of two closely related areas called edge computing and edge learning. The former concerns operations such as offloading computation-intensive tasks from resource-scarce edge devices to the edge server or cloud while the latter focuses on machine learning using distributed data to acquire intelligence for devices. Research in these areas crosses different disciplines, namely wireless communication, computing, and machine learning. In this paper, we introduce these emerging and interconnected areas, present research challenges and opportunities therein, and discuss implementation issues.
UR - http://www.scopus.com/inward/record.url?scp=85065043326&partnerID=8YFLogxK
U2 - 10.1109/ICCS.2018.8689229
DO - 10.1109/ICCS.2018.8689229
M3 - Conference article published in proceeding or book
AN - SCOPUS:85065043326
T3 - 2018 IEEE International Conference on Communication Systems, ICCS 2018
SP - 268
EP - 273
BT - 2018 IEEE International Conference on Communication Systems, ICCS 2018
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 16th IEEE International Conference on Communication Systems, ICCS 2018
Y2 - 19 December 2018 through 21 December 2018
ER -