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A Markov Decision Process-based service migration procedure for follow me cloud
Abstract
The Follow-Me Cloud (FMC) concept enables service mobility across federated data centers (DCs). Following the mobility of a mobile user, the service located in a given DC is migrated each time an optimal DC is detected. The detailed criterion for optimality is defined by operator policy, but it may be typically derived from geographical proximity or load. Service migration may be an expensive operation given the incurred cost in terms of signaling messages and data transferred between DCs. Decision on service migration defines therefore a tradeoff between cost and user perceived quality. In this paper, we address this tradeoff by modeling the service migration procedure using a Markov Decision Process (MDP). The aim is to formulate a decision policy that determines whether to migrate a service or not when the concerned User Equipment (UE) is at a certain distance from the source DC. We numerically formulate the decision policies and compare the proposed approach against the baseline counterpart.
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Cites
Markov decision processes: Discrete stochastic dynamic programming
Hazeghi, K., & Puterman, M. L. (1995) · Journal of the American Statistical Association · doi:10.2307/2291177 · Cited by 8,037
Cited by
Mobile Edge Computing: A Survey on Architecture and Computation Offloading
Mach, P., & Becvar, Z. (2017) · IEEE Communications Surveys & Tutorials · doi:10.1109/comst.2017.2682318 · Cited by 3,258
Taleb, T., Samdanis, K., Mada, B., Flinck, H., Dutta, S., & Sabella, D. (2017) · IEEE Communications Surveys & Tutorials · doi:10.1109/comst.2017.2705720 · Cited by 1,775
Self-citationA Survey on Service Migration in Mobile Edge Computing
Wang, S., Xu, J., Zhang, N., & Liu, Y. (2018) · IEEE Access · doi:10.1109/access.2018.2828102 · Cited by 348
Fog Computing for the Internet of Things: A Survey
Puliafito, C., Mingozzi, E., Longo, F., Puliafito, A., & Rana, O. (2019) · ACM Transactions on Internet Technology · doi:10.1145/3301443 · Cited by 323
Dynamic service migration in mobile edge-clouds
Wang, S., Urgaonkar, R., Zafer, M., He, T., Chan, K., & Leung, K. K. (2015) · 2015 IFIP Networking Conference (IFIP Networking) · doi:10.1109/ifipnetworking.2015.7145316 · Cited by 281
Metadata
- Authors
- Ksentini, A., Taleb, T., & Chen, M.
- Venue
- 2014 IEEE International Conference on Communications (ICC)
- Publisher
- IEEE
- Published
- 2014-06
- Pages
- 1350-1354
- ISSN
- 1550-3607 (ISSN-L)
- OpenAlex
- W2025652426
- Cited by
- 205
- References
- 1
- FWCI
- 14.22
- Type
- conference paper
- Language
- en
- Open access
- closed
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- Ksentini, A., Taleb, T., & Chen, M. (2014). A Markov Decision Process-based service migration procedure for follow me cloud. 2014 IEEE International Conference on Communications (ICC). https://doi.org/10.1109/icc.2014.6883509
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Contains information from the Semantic Scholar Academic Graph Datasets, made available under the ODC Attribution License (ODC-BY 1.0).
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