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Published in: Mobile Networks and Applications 2/2020

16-12-2019

Joint Optimization of Resource Utilization and Load Balance with Privacy Preservation for Edge Services in 5G Networks

Authors: Xiaolong Xu, Xihua Liu, Zhanyang Xu, Chuanjian Wang, Shaohua Wan, Xiaoxian Yang

Published in: Mobile Networks and Applications | Issue 2/2020

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Abstract

Nowadays, due to the advances in mobile and wireless communication, mobile devices are widely used in our daily life. Meanwhile, in the mobile devices, there exits diverse applications which are developed to satisfy the various requirements of mobile users. Correspondingly, a large number of services are produced by the mobile devices. Since the mobile devices have limitations on the battery capacity, physical size, etc., they can hardly complete all the services. To relieve this problem, driven by edge computing, the central units (CUs) in fifth-generation wireless systems (5G) could be enhanced into edge nodes (ENs) for processing. However, during the transmission of edge services, the privacy leakage may occur, and the overall performance of the networks needs to be taken into consideration. In this paper, an optimization problem is defined to improve the resource utilization and load balance for all the ENs while protecting the privacy information and satisfying the time requirement. Then, a balanced service offloading method, abbreviated BSOM, is proposed. Finally, abundant experiments and evaluations are conducted to validate our proposed method is both effective and feasible.

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Literature
1.
go back to reference Cui L, Yu FR, Yan Q (2016) When big data meets software-defined networking: Sdn for big data and big data for sdn. IEEE network 30(1):58–65CrossRef Cui L, Yu FR, Yan Q (2016) When big data meets software-defined networking: Sdn for big data and big data for sdn. IEEE network 30(1):58–65CrossRef
2.
go back to reference Gandomi A, Haider M (2015) Beyond the hype: big data concepts, methods, and analytics. Int J Inf Manag 35(2):137–144CrossRef Gandomi A, Haider M (2015) Beyond the hype: big data concepts, methods, and analytics. Int J Inf Manag 35(2):137–144CrossRef
3.
go back to reference Hashem IAT, Yaqoob I, Anuar NB, Mokhtar S, Gani A, Khan SU (2015) The rise of ”big data” on cloud computing: review and open research issues. Inf Syst 47:98–115CrossRef Hashem IAT, Yaqoob I, Anuar NB, Mokhtar S, Gani A, Khan SU (2015) The rise of ”big data” on cloud computing: review and open research issues. Inf Syst 47:98–115CrossRef
4.
go back to reference Cisco Visual Networking Index. Global mobile data traffic forecast update, 2014–2019. White Paper, February, 1 2015 Cisco Visual Networking Index. Global mobile data traffic forecast update, 2014–2019. White Paper, February, 1 2015
5.
go back to reference Palattella MR, Dohler M, Grieco A, Rizzo G, Torsner J, Engel T, Ladid L (2016) Internet of things in the 5g era: enablers, architecture, and business models. IEEE J Selected Areas Commun 34(3):510–527CrossRef Palattella MR, Dohler M, Grieco A, Rizzo G, Torsner J, Engel T, Ladid L (2016) Internet of things in the 5g era: enablers, architecture, and business models. IEEE J Selected Areas Commun 34(3):510–527CrossRef
6.
go back to reference Gupta A, Jha RK (2015) A survey of 5g network: architecture and emerging technologies. IEEE Access 3:1206–1232CrossRef Gupta A, Jha RK (2015) A survey of 5g network: architecture and emerging technologies. IEEE Access 3:1206–1232CrossRef
8.
go back to reference Gao H, Miao H, Liu L, Kai J, Zhao K (2018) Automated quantitative verification for service-based system design: a visualization transform tool perspective. Int J Softw Eng Knowl Eng 28(10):1369–1397CrossRef Gao H, Miao H, Liu L, Kai J, Zhao K (2018) Automated quantitative verification for service-based system design: a visualization transform tool perspective. Int J Softw Eng Knowl Eng 28(10):1369–1397CrossRef
9.
go back to reference Wang Y, He Q, Ye D, Yang Y (2017) Formulating criticality-based cost-effective fault tolerance strategies for multi-tenant service-based systems. IEEE Trans Softw Eng 44(3):291–307CrossRef Wang Y, He Q, Ye D, Yang Y (2017) Formulating criticality-based cost-effective fault tolerance strategies for multi-tenant service-based systems. IEEE Trans Softw Eng 44(3):291–307CrossRef
10.
go back to reference Lai P, He Q, Abdelrazek M, Chen F, Hosking J, Grundy J, Yang Y (2018) Optimal edge user allocation in edge computing with variable sized vector bin packing. In: International conference on service-oriented computing. Springer, pp 230–245 Lai P, He Q, Abdelrazek M, Chen F, Hosking J, Grundy J, Yang Y (2018) Optimal edge user allocation in edge computing with variable sized vector bin packing. In: International conference on service-oriented computing. Springer, pp 230–245
11.
go back to reference Li H, Zhu H, Du S, Liang X, Shen XS (2016) Privacy leakage of location sharing in mobile social networks: attacks and defense. IEEE Trans Depend Secur Comput 15(4):646–660CrossRef Li H, Zhu H, Du S, Liang X, Shen XS (2016) Privacy leakage of location sharing in mobile social networks: attacks and defense. IEEE Trans Depend Secur Comput 15(4):646–660CrossRef
12.
go back to reference Yin Y, Zhang W, Xu Y, He Z, Mai Z, Yu L (2019) Qos prediction for mobile edge service recommendation with auto-encoder. IEEE Access 7:62312–62324CrossRef Yin Y, Zhang W, Xu Y, He Z, Mai Z, Yu L (2019) Qos prediction for mobile edge service recommendation with auto-encoder. IEEE Access 7:62312–62324CrossRef
13.
go back to reference Qi L, Meng S, Zhang X, Wang R, Xu X, Zhou Z, Dou W (2018) An exception handling approach for privacy-preserving service recommendation failure in a cloud environment. Sensors 18(7):2037CrossRef Qi L, Meng S, Zhang X, Wang R, Xu X, Zhou Z, Dou W (2018) An exception handling approach for privacy-preserving service recommendation failure in a cloud environment. Sensors 18(7):2037CrossRef
14.
go back to reference Zhang Y-w, Zhou Y-y, Wang F-t, Sun Z, He Q (2018) Service recommendation based on quotient space granularity analysis and covering algorithm on spark. Knowl-Based Syst 147:25–35CrossRef Zhang Y-w, Zhou Y-y, Wang F-t, Sun Z, He Q (2018) Service recommendation based on quotient space granularity analysis and covering algorithm on spark. Knowl-Based Syst 147:25–35CrossRef
15.
go back to reference Yin Y, Lu C, Xu Y, Wan J, He Z, Mai Z (2019) Qos prediction for service recommendation with deep feature learning in edge computing environment. Mobile Netw Appl, 1–11 Yin Y, Lu C, Xu Y, Wan J, He Z, Mai Z (2019) Qos prediction for service recommendation with deep feature learning in edge computing environment. Mobile Netw Appl, 1–11
16.
go back to reference Qi L, Wang R, Hu C, Li S, He Q, Xu X (2019) Time-aware distributed service recommendation with privacy-preservation. Inform Sci 480:354–364CrossRef Qi L, Wang R, Hu C, Li S, He Q, Xu X (2019) Time-aware distributed service recommendation with privacy-preservation. Inform Sci 480:354–364CrossRef
17.
go back to reference Eiza MH, Ni Q, Qi S (2016) Secure and privacy-aware cloud-assisted video reporting service in 5g-enabled vehicular networks. IEEE Trans Veh Technol 65(10):7868–7881CrossRef Eiza MH, Ni Q, Qi S (2016) Secure and privacy-aware cloud-assisted video reporting service in 5g-enabled vehicular networks. IEEE Trans Veh Technol 65(10):7868–7881CrossRef
18.
go back to reference Ramakrishna M, Kodati VK, Gratz PV, Sprintson A (2015) Gca: global congestion awareness for load balance in networks-on-chip. IEEE Trans Parallel Distrib Syst 27(7):2022–2035CrossRef Ramakrishna M, Kodati VK, Gratz PV, Sprintson A (2015) Gca: global congestion awareness for load balance in networks-on-chip. IEEE Trans Parallel Distrib Syst 27(7):2022–2035CrossRef
19.
go back to reference Xie X, Yuan T, Zhou X, Cheng X (2018) Research on trust model in container-based cloud service. Comput Mater Continua 56(2):273–283 Xie X, Yuan T, Zhou X, Cheng X (2018) Research on trust model in container-based cloud service. Comput Mater Continua 56(2):273–283
20.
go back to reference Zitzler E, Laumanns M, Thiele L (2001) Spea2: improving the strength pareto evolutionary algorithm. TIK-report, 103 Zitzler E, Laumanns M, Thiele L (2001) Spea2: improving the strength pareto evolutionary algorithm. TIK-report, 103
21.
go back to reference Wang P, Zhu Z, Wang Y (2016) A novel hybrid mcdm model combining the saw, topsis and gra methods based on experimental design. Inform Sci 345:27–45CrossRef Wang P, Zhu Z, Wang Y (2016) A novel hybrid mcdm model combining the saw, topsis and gra methods based on experimental design. Inform Sci 345:27–45CrossRef
22.
go back to reference Zhang Y, Wang K, He Q, Chen F, Deng S, Zheng Z, Yang Y (2019) Covering-based web service quality prediction via neighborhood-aware matrix factorization. IEEE Transactions on Services Computing Zhang Y, Wang K, He Q, Chen F, Deng S, Zheng Z, Yang Y (2019) Covering-based web service quality prediction via neighborhood-aware matrix factorization. IEEE Transactions on Services Computing
23.
go back to reference Gao H, Zhang K, Yang J, Wu F, Liu H (2018) Applying improved particle swarm optimization for dynamic service composition focusing on quality of service evaluations under hybrid networks. Internat J Distrib Sensor Netw 14(2):1550147718761583 Gao H, Zhang K, Yang J, Wu F, Liu H (2018) Applying improved particle swarm optimization for dynamic service composition focusing on quality of service evaluations under hybrid networks. Internat J Distrib Sensor Netw 14(2):1550147718761583
24.
go back to reference Qi L, Yi C, Yuan Y, Fu S, Zhang X, Xu X (2019) A qos-aware virtual machine scheduling method for energy conservation in cloud-based cyber-physical systems. World Wide Web, 1–23 Qi L, Yi C, Yuan Y, Fu S, Zhang X, Xu X (2019) A qos-aware virtual machine scheduling method for energy conservation in cloud-based cyber-physical systems. World Wide Web, 1–23
25.
go back to reference Yuan Y, Banzhaf W (2018) Arja: automated repair of java programs via multi-objective genetic programming. IEEE Transactions on Software Engineering Yuan Y, Banzhaf W (2018) Arja: automated repair of java programs via multi-objective genetic programming. IEEE Transactions on Software Engineering
26.
go back to reference Gao H, Huang W, Yang X, Duan Y, Yin Y (2018) Toward service selection for workflow reconfiguration: an interface-based computing solution. Futur Gener Comput Syst 87:298–311CrossRef Gao H, Huang W, Yang X, Duan Y, Yin Y (2018) Toward service selection for workflow reconfiguration: an interface-based computing solution. Futur Gener Comput Syst 87:298–311CrossRef
27.
go back to reference Yin Y, Lu C, Wan J, et al. (2018) Location-aware service recommendation with enhanced probabilistic matrix factorization. IEEE Access 6:62815–62825CrossRef Yin Y, Lu C, Wan J, et al. (2018) Location-aware service recommendation with enhanced probabilistic matrix factorization. IEEE Access 6:62815–62825CrossRef
28.
go back to reference Qian Y, Hu L, Chen J, Guan X, Hassan MM, Alelaiwi A (2019) Privacy-aware service placement for mobile edge computing via federated learning. Information Sciences Qian Y, Hu L, Chen J, Guan X, Hassan MM, Alelaiwi A (2019) Privacy-aware service placement for mobile edge computing via federated learning. Information Sciences
29.
go back to reference Lu R, Heung K, Lashkari AH, Ghorbani AA (2017) A lightweight privacy-preserving data aggregation scheme for fog computing-enhanced iot. IEEE Access 5:3302–3312CrossRef Lu R, Heung K, Lashkari AH, Ghorbani AA (2017) A lightweight privacy-preserving data aggregation scheme for fog computing-enhanced iot. IEEE Access 5:3302–3312CrossRef
30.
go back to reference Du M, Wang K, Xia Z, Zhang Y (2018) Differential privacy preserving of training model in wireless big data with edge computing. IEEE Transactions on Big Data Du M, Wang K, Xia Z, Zhang Y (2018) Differential privacy preserving of training model in wireless big data with edge computing. IEEE Transactions on Big Data
31.
go back to reference Ding L, Salem MB (2018) A novel architecture for automatic document classification for effective security in edge computing environments. In: 2018 IEEE/ACM symposium on edge computing (SEC). IEEE, pp 416–420 Ding L, Salem MB (2018) A novel architecture for automatic document classification for effective security in edge computing environments. In: 2018 IEEE/ACM symposium on edge computing (SEC). IEEE, pp 416–420
32.
go back to reference He X, Liu J, Jin R, Dai H (2017) Privacy-aware offloading in mobile-edge computing. In: GLOBECOM 2017-2017 IEEE global communications conference. IEEE, pp 1–6 He X, Liu J, Jin R, Dai H (2017) Privacy-aware offloading in mobile-edge computing. In: GLOBECOM 2017-2017 IEEE global communications conference. IEEE, pp 1–6
33.
go back to reference Habib ur Rehman M, Sun C, Wah TY, Iqbal A, Jayaraman PP (2016) Opportunistic computation offloading in mobile edge cloud computing environments. In: 2016 17th IEEE International conference on mobile data management (MDM), vol 1. IEEE, pp 208–213 Habib ur Rehman M, Sun C, Wah TY, Iqbal A, Jayaraman PP (2016) Opportunistic computation offloading in mobile edge cloud computing environments. In: 2016 17th IEEE International conference on mobile data management (MDM), vol 1. IEEE, pp 208–213
34.
go back to reference Zhang J, Hu X, Ning Z, Ngai EC-H, Li Z, Wei J, Cheng Jn, Hu B (2017) Energy-latency tradeoff for energy-aware offloading in mobile edge computing networks. IEEE Internet Things J 5(4):2633–2645CrossRef Zhang J, Hu X, Ning Z, Ngai EC-H, Li Z, Wei J, Cheng Jn, Hu B (2017) Energy-latency tradeoff for energy-aware offloading in mobile edge computing networks. IEEE Internet Things J 5(4):2633–2645CrossRef
35.
go back to reference Ke Z, Mao Y, Leng S, He Y, Zhang Y (2017) Mobile-edge computing for vehicular networks: A promising network paradigm with predictive off-loading. IEEE Veh Technol Mag 12(2):36–44CrossRef Ke Z, Mao Y, Leng S, He Y, Zhang Y (2017) Mobile-edge computing for vehicular networks: A promising network paradigm with predictive off-loading. IEEE Veh Technol Mag 12(2):36–44CrossRef
36.
go back to reference Yang Z, Huang Y, Li X, Wang W, Wu F, Zhang X, Yao W, Zheng Z, Xiang L, Li W et al (2018) Efficient secure data provenance scheme in multimedia outsourcing and sharing. Comput Mater Continua 56(1):1–17 Yang Z, Huang Y, Li X, Wang W, Wu F, Zhang X, Yao W, Zheng Z, Xiang L, Li W et al (2018) Efficient secure data provenance scheme in multimedia outsourcing and sharing. Comput Mater Continua 56(1):1–17
37.
go back to reference Zhang J, Xie N, Zhang X, Yue K, Li W, Kumar D (2018) Machine learning based resource allocation of cloud computing in auction. Comput Mater Continua 56(1):123–135 Zhang J, Xie N, Zhang X, Yue K, Li W, Kumar D (2018) Machine learning based resource allocation of cloud computing in auction. Comput Mater Continua 56(1):123–135
38.
go back to reference Mao Yi, Zhang J, Letaief KB (2016) Dynamic computation offloading for mobile-edge computing with energy harvesting devices. IEEE J Selected Areas Commun 34(12):3590–3605CrossRef Mao Yi, Zhang J, Letaief KB (2016) Dynamic computation offloading for mobile-edge computing with energy harvesting devices. IEEE J Selected Areas Commun 34(12):3590–3605CrossRef
39.
go back to reference Ke Z, Mao Y, Leng S, Zhao Q, Li L, Peng X, Li P, Maharjan S, Zhang Y (2016) Energy-efficient offloading for mobile edge computing in 5g heterogeneous networks. IEEE Access 4:5896–5907CrossRef Ke Z, Mao Y, Leng S, Zhao Q, Li L, Peng X, Li P, Maharjan S, Zhang Y (2016) Energy-efficient offloading for mobile edge computing in 5g heterogeneous networks. IEEE Access 4:5896–5907CrossRef
40.
go back to reference Xu C, Jiao L, Li W, Fu X (2015) Efficient multi-user computation offloading for mobile-edge cloud computing. IEEE/ACM Trans Netw 24(5):2795–2808 Xu C, Jiao L, Li W, Fu X (2015) Efficient multi-user computation offloading for mobile-edge cloud computing. IEEE/ACM Trans Netw 24(5):2795–2808
41.
go back to reference Wang F, Xu J, Wang X, Cui S (2017) Joint offloading and computing optimization in wireless powered mobile-edge computing systems. IEEE Trans Wirel Commun 17(3):1784– 1797CrossRef Wang F, Xu J, Wang X, Cui S (2017) Joint offloading and computing optimization in wireless powered mobile-edge computing systems. IEEE Trans Wirel Commun 17(3):1784– 1797CrossRef
42.
go back to reference Tao X, Ota K, Dong M, Qi H, Li K (2017) Performance guaranteed computation offloading for mobile-edge cloud computing. IEEE Wireless Commun Lett 6(6):774–777CrossRef Tao X, Ota K, Dong M, Qi H, Li K (2017) Performance guaranteed computation offloading for mobile-edge cloud computing. IEEE Wireless Commun Lett 6(6):774–777CrossRef
43.
go back to reference Lyu X, Tian H, Li J, Vinel A, Maharjan S, Gjessing S, Zhang Y (2018) Selective offloading in mobile edge computing for the green internet of things. IEEE Netw 32(1):54–60CrossRef Lyu X, Tian H, Li J, Vinel A, Maharjan S, Gjessing S, Zhang Y (2018) Selective offloading in mobile edge computing for the green internet of things. IEEE Netw 32(1):54–60CrossRef
44.
go back to reference Zhang K, Mao Y, Leng S, Maharjan S, Zhang Y (2017) Optimal delay constrained offloading for vehicular edge computing networks. In: 2017 IEEE International conference on communications (ICC). IEEE, pp 1–6 Zhang K, Mao Y, Leng S, Maharjan S, Zhang Y (2017) Optimal delay constrained offloading for vehicular edge computing networks. In: 2017 IEEE International conference on communications (ICC). IEEE, pp 1–6
Metadata
Title
Joint Optimization of Resource Utilization and Load Balance with Privacy Preservation for Edge Services in 5G Networks
Authors
Xiaolong Xu
Xihua Liu
Zhanyang Xu
Chuanjian Wang
Shaohua Wan
Xiaoxian Yang
Publication date
16-12-2019
Publisher
Springer US
Published in
Mobile Networks and Applications / Issue 2/2020
Print ISSN: 1383-469X
Electronic ISSN: 1572-8153
DOI
https://doi.org/10.1007/s11036-019-01448-8

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