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Author:

Fu, Haijun (Fu, Haijun.) | Xiong, Gang (Xiong, Gang.) | Liu, Yue (Liu, Yue.) | Hu, Bin (Hu, Bin.) | Liu, Sheng (Liu, Sheng.) | Chen, Shichao (Chen, Shichao.)

Indexed by:

CPCI-S

Abstract:

IoT connections emerge exponential growth trend, which poses a serious challenge to cloud computing due to the limit of network bandwidth. Edge computing provides a promising solution. however, the computing power of edge side isn't enough to complete large scale tasks. Hence, to solve computing power shortage, a collaborative edge network (CEN) model is proposed, including system model and network communication model. Further, to estimate the performance of CEN, we design and implement ant colony algorithm to schedule tasks for IoT scenarios. The simulation results show, as the mobile devices increase to 1500, the CEN reduces significantly average task complete time by 90% and task failure rate (TFR) by 10% compared with OnlyEdge. And the CEN reduces sharply TFR by 70% compared with OnlyCloud. As a consequence, the comprehensive performance of CEN is leading, which has more powerful access ability to serve enormous IoT devices.

Keyword:

collaborative edge network ant colony algorithm cloud IoT edge computing

Author Community:

  • [ 1 ] [Fu, Haijun]Univ Chinese Acad Sci, Sch Artificial Intelligence, Beijing, Peoples R China
  • [ 2 ] [Fu, Haijun]Chinese Acad Sci, Inst Automat, State Key Lab Management & Control Complex Syst, Beijing, Peoples R China
  • [ 3 ] [Xiong, Gang]Chinese Acad Sci, Inst Automat, State Key Lab Management & Control Complex Syst, Beijing, Peoples R China
  • [ 4 ] [Liu, Yue]Chinese Acad Sci, Inst Automat, State Key Lab Management & Control Complex Syst, Beijing, Peoples R China
  • [ 5 ] [Hu, Bin]Chinese Acad Sci, Inst Automat, State Key Lab Management & Control Complex Syst, Beijing, Peoples R China
  • [ 6 ] [Liu, Sheng]Chinese Acad Sci, Inst Automat, State Key Lab Management & Control Complex Syst, Beijing, Peoples R China
  • [ 7 ] [Chen, Shichao]Chinese Acad Sci, Inst Automat, State Key Lab Management & Control Complex Syst, Beijing, Peoples R China
  • [ 8 ] [Xiong, Gang]Chinese Acad Sci, Guangdong Engn Res Ctr 3D Printing & Intelligent, Cloud Comp Ctr, Beijing, Peoples R China
  • [ 9 ] [Liu, Yue]Beijing Univ Technol, Sch Artificial Intelligence & Automat, Beijing, Peoples R China
  • [ 10 ] [Hu, Bin]Qingdao Acad Intelligent Ind, Qingdao, Peoples R China

Reprint Author's Address:

  • [Chen, Shichao]Chinese Acad Sci, Inst Automat, State Key Lab Management & Control Complex Syst, Beijing, Peoples R China

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Source :

PROCEEDINGS OF THE 2021 IEEE 16TH CONFERENCE ON INDUSTRIAL ELECTRONICS AND APPLICATIONS (ICIEA 2021)

ISSN: 2156-2318

Year: 2021

Page: 1334-1339

Language: English

Cited Count:

WoS CC Cited Count: 0

SCOPUS Cited Count: 1

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 3

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