GoDeep: intelligent IoV service deployment and execution with privacy preservation in cloud-edge computing

Wentao Liu; Xiaolong Xu; Lianyong Qi; Xuyun Zhang; Wanchun Dou

doi:10.1109/ICWS53863.2021.00079

GoDeep: intelligent IoV service deployment and execution with privacy preservation in cloud-edge computing

Wentao Liu, Xiaolong Xu^*, Lianyong Qi, Xuyun Zhang, Wanchun Dou

^*Corresponding author for this work

School of Computing

Research output: Chapter in Book/Report/Conference proceeding › Conference proceeding contribution › peer-review

10 Citations (Scopus)

Abstract

With the powerful computing capability, cloud computing (CC) is employed to accommodate services execution for the Internet of vehicles (IoV), but the long-distance communication of CC often brings high latency. Considering the shortcomings of CC, edge computing (EC) shifts service execution to the edge, which decreases the execution delay. Due to the storage and computing resource limits of edge servers (ESs), how to dynamically deploy partial services to the edge is still a puzzle. Moreover, the single resource-constrained ES is more vulnerable to attacks, which increases the leakage risk of vehicle privacy. In this article, a method for intelligent IoV service deployment and execution with privacy preservation in cloud-edge computing, named GoDeep, is proposed. Specifically, homomorphic encryption is adopted to construct a privacy-aware mechanism for IoV service execution. Besides, a service deployment scheme based on deep deterministic policy gradient (DDPG) is proposed. Eventually, the performance of GoDeep is evaluated by the simulation experiments.

Original language	English
Title of host publication	Proceedings, 14th IEEE International Conference on Web Services (ICWS 2021)
Editors	Carl Chang, Ernesto Daminai, Jing Fan, Parisa Ghodous, Michael Maximilien, Zhongjie Wang, Robert Ward, Jia Zhang
Place of Publication	Piscataway, NJ
Publisher	Institute of Electrical and Electronics Engineers (IEEE)
Pages	579-587
Number of pages	9
ISBN (Electronic)	9781665416818
DOIs	https://doi.org/10.1109/ICWS53863.2021.00079
Publication status	Published - 2021
Event	14th IEEE International Conference on Web Services, ICWS 2021 - Virtual, Online, United States Duration: 5 Sept 2021 → 11 Sept 2021

Publication series

Name	Proceedings - 2021 IEEE International Conference on Web Services, ICWS 2021

Conference

Conference	14th IEEE International Conference on Web Services, ICWS 2021
Country/Territory	United States
City	Virtual, Online
Period	5/09/21 → 11/09/21

Keywords

Cloud-edge Computing
IoV
Service Deployment
Privacy Preservation

Access to Document

10.1109/ICWS53863.2021.00079

Cite this

Liu, W., Xu, X., Qi, L., Zhang, X., & Dou, W. (2021). GoDeep: intelligent IoV service deployment and execution with privacy preservation in cloud-edge computing. In C. Chang, E. Daminai, J. Fan, P. Ghodous, M. Maximilien, Z. Wang, R. Ward, & J. Zhang (Eds.), Proceedings, 14th IEEE International Conference on Web Services (ICWS 2021) (pp. 579-587). (Proceedings - 2021 IEEE International Conference on Web Services, ICWS 2021). Institute of Electrical and Electronics Engineers (IEEE). https://doi.org/10.1109/ICWS53863.2021.00079

Liu, Wentao ; Xu, Xiaolong ; Qi, Lianyong et al. / GoDeep : intelligent IoV service deployment and execution with privacy preservation in cloud-edge computing. Proceedings, 14th IEEE International Conference on Web Services (ICWS 2021). editor / Carl Chang ; Ernesto Daminai ; Jing Fan ; Parisa Ghodous ; Michael Maximilien ; Zhongjie Wang ; Robert Ward ; Jia Zhang. Piscataway, NJ : Institute of Electrical and Electronics Engineers (IEEE), 2021. pp. 579-587 (Proceedings - 2021 IEEE International Conference on Web Services, ICWS 2021).

@inproceedings{becba726b7104029bda359c05d7c2c90,

title = "GoDeep: intelligent IoV service deployment and execution with privacy preservation in cloud-edge computing",

abstract = "With the powerful computing capability, cloud computing (CC) is employed to accommodate services execution for the Internet of vehicles (IoV), but the long-distance communication of CC often brings high latency. Considering the shortcomings of CC, edge computing (EC) shifts service execution to the edge, which decreases the execution delay. Due to the storage and computing resource limits of edge servers (ESs), how to dynamically deploy partial services to the edge is still a puzzle. Moreover, the single resource-constrained ES is more vulnerable to attacks, which increases the leakage risk of vehicle privacy. In this article, a method for intelligent IoV service deployment and execution with privacy preservation in cloud-edge computing, named GoDeep, is proposed. Specifically, homomorphic encryption is adopted to construct a privacy-aware mechanism for IoV service execution. Besides, a service deployment scheme based on deep deterministic policy gradient (DDPG) is proposed. Eventually, the performance of GoDeep is evaluated by the simulation experiments.",

keywords = "Cloud-edge Computing, IoV, Service Deployment, Privacy Preservation",

author = "Wentao Liu and Xiaolong Xu and Lianyong Qi and Xuyun Zhang and Wanchun Dou",

year = "2021",

doi = "10.1109/ICWS53863.2021.00079",

language = "English",

series = "Proceedings - 2021 IEEE International Conference on Web Services, ICWS 2021",

publisher = "Institute of Electrical and Electronics Engineers (IEEE)",

pages = "579--587",

editor = "Carl Chang and Ernesto Daminai and Jing Fan and Parisa Ghodous and Michael Maximilien and Zhongjie Wang and Robert Ward and Jia Zhang",

booktitle = "Proceedings, 14th IEEE International Conference on Web Services (ICWS 2021)",

address = "United States",

note = "14th IEEE International Conference on Web Services, ICWS 2021 ; Conference date: 05-09-2021 Through 11-09-2021",

}

Liu, W, Xu, X, Qi, L, Zhang, X & Dou, W 2021, GoDeep: intelligent IoV service deployment and execution with privacy preservation in cloud-edge computing. in C Chang, E Daminai, J Fan, P Ghodous, M Maximilien, Z Wang, R Ward & J Zhang (eds), Proceedings, 14th IEEE International Conference on Web Services (ICWS 2021). Proceedings - 2021 IEEE International Conference on Web Services, ICWS 2021, Institute of Electrical and Electronics Engineers (IEEE), Piscataway, NJ, pp. 579-587, 14th IEEE International Conference on Web Services, ICWS 2021, Virtual, Online, United States, 5/09/21. https://doi.org/10.1109/ICWS53863.2021.00079

GoDeep: intelligent IoV service deployment and execution with privacy preservation in cloud-edge computing. / Liu, Wentao; Xu, Xiaolong; Qi, Lianyong et al.
Proceedings, 14th IEEE International Conference on Web Services (ICWS 2021). ed. / Carl Chang; Ernesto Daminai; Jing Fan; Parisa Ghodous; Michael Maximilien; Zhongjie Wang; Robert Ward; Jia Zhang. Piscataway, NJ: Institute of Electrical and Electronics Engineers (IEEE), 2021. p. 579-587 (Proceedings - 2021 IEEE International Conference on Web Services, ICWS 2021).

Research output: Chapter in Book/Report/Conference proceeding › Conference proceeding contribution › peer-review

TY - GEN

T1 - GoDeep

T2 - 14th IEEE International Conference on Web Services, ICWS 2021

AU - Liu, Wentao

AU - Xu, Xiaolong

AU - Qi, Lianyong

AU - Zhang, Xuyun

AU - Dou, Wanchun

PY - 2021

Y1 - 2021

N2 - With the powerful computing capability, cloud computing (CC) is employed to accommodate services execution for the Internet of vehicles (IoV), but the long-distance communication of CC often brings high latency. Considering the shortcomings of CC, edge computing (EC) shifts service execution to the edge, which decreases the execution delay. Due to the storage and computing resource limits of edge servers (ESs), how to dynamically deploy partial services to the edge is still a puzzle. Moreover, the single resource-constrained ES is more vulnerable to attacks, which increases the leakage risk of vehicle privacy. In this article, a method for intelligent IoV service deployment and execution with privacy preservation in cloud-edge computing, named GoDeep, is proposed. Specifically, homomorphic encryption is adopted to construct a privacy-aware mechanism for IoV service execution. Besides, a service deployment scheme based on deep deterministic policy gradient (DDPG) is proposed. Eventually, the performance of GoDeep is evaluated by the simulation experiments.

AB - With the powerful computing capability, cloud computing (CC) is employed to accommodate services execution for the Internet of vehicles (IoV), but the long-distance communication of CC often brings high latency. Considering the shortcomings of CC, edge computing (EC) shifts service execution to the edge, which decreases the execution delay. Due to the storage and computing resource limits of edge servers (ESs), how to dynamically deploy partial services to the edge is still a puzzle. Moreover, the single resource-constrained ES is more vulnerable to attacks, which increases the leakage risk of vehicle privacy. In this article, a method for intelligent IoV service deployment and execution with privacy preservation in cloud-edge computing, named GoDeep, is proposed. Specifically, homomorphic encryption is adopted to construct a privacy-aware mechanism for IoV service execution. Besides, a service deployment scheme based on deep deterministic policy gradient (DDPG) is proposed. Eventually, the performance of GoDeep is evaluated by the simulation experiments.

KW - Cloud-edge Computing

KW - IoV

KW - Service Deployment

KW - Privacy Preservation

UR - https://www.scopus.com/pages/publications/85123209743

U2 - 10.1109/ICWS53863.2021.00079

DO - 10.1109/ICWS53863.2021.00079

M3 - Conference proceeding contribution

T3 - Proceedings - 2021 IEEE International Conference on Web Services, ICWS 2021

SP - 579

EP - 587

BT - Proceedings, 14th IEEE International Conference on Web Services (ICWS 2021)

A2 - Chang, Carl

A2 - Daminai, Ernesto

A2 - Fan, Jing

A2 - Ghodous, Parisa

A2 - Maximilien, Michael

A2 - Wang, Zhongjie

A2 - Ward, Robert

A2 - Zhang, Jia

PB - Institute of Electrical and Electronics Engineers (IEEE)

CY - Piscataway, NJ

Y2 - 5 September 2021 through 11 September 2021

ER -

Liu W, Xu X, Qi L, Zhang X, Dou W. GoDeep: intelligent IoV service deployment and execution with privacy preservation in cloud-edge computing. In Chang C, Daminai E, Fan J, Ghodous P, Maximilien M, Wang Z, Ward R, Zhang J, editors, Proceedings, 14th IEEE International Conference on Web Services (ICWS 2021). Piscataway, NJ: Institute of Electrical and Electronics Engineers (IEEE). 2021. p. 579-587. (Proceedings - 2021 IEEE International Conference on Web Services, ICWS 2021). doi: 10.1109/ICWS53863.2021.00079

GoDeep: intelligent IoV service deployment and execution with privacy preservation in cloud-edge computing

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Keywords

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