Risk-averse investment strategy for MEC service provisioning: A data-driven distributionally robust solution

X Li, R Xiao, M Pan, N Zhao - IEEE Internet of Things Journal, 2022 - ieeexplore.ieee.org
The emerging Internet of Things (IoT) era has stimulated many new computation-intensive
applications. To support them, mobile edge computing (MEC) is a promising solution that …

Stochastic model-driven capacity planning framework for multi-access edge computing

R Shojaee, N Yazdani - Computing, 2022 - Springer
Multi-access edge computing (MEC) offers cloud computing capabilities and IT services
situated at the Radio Access Network (RAN) in the mobile users' proximity. Applications …

Data-driven optimization for cooperative edge service provisioning with demand uncertainty

L Li, D Shi, R Hou, X Li, J Wang, H Li… - IEEE Internet of Things …, 2020 - ieeexplore.ieee.org
Multiaccess edge computing (MEC) empowers service providers (SPs) to run applications
on the shared edge platforms in close proximity to mobile users, enabling ultralow latency …

Efficient Online Resource Management in MEC: A Chance-Constrained Approach for Handling Uncertain Demands

K Wang, X Shao, H Zhang, K Ota, X Li… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
With the proliferation of resource-hungry applications, a common paradigm to quickly
respond to the everincreasing demands of tasks is mobile edge computing (MEC), which …

A stochastic programming approach for joint edge server deployment and computation offloading

H Liu, Z Wang, J Wu, L Gao - … in Mobile, Ad Hoc, and Wireless …, 2023 - ieeexplore.ieee.org
Mobile Edge Computing (MEC) is a promising approach for enhancing the quality-of-service
(QoS) of AI-enabled applications in the B5G/6G era, via providing computation services at …

Risk-based optimization of resource provisioning in mobile edge computing

H Badri, T Bahreini, D Grosu… - 2018 IEEE/ACM …, 2018 - ieeexplore.ieee.org
In this paper, we propose a risked-based optimization approach to resource provisioning in
MEC systems with the aim of taking into account the risk of overloading of edge servers …

Computation offloading and service caching for mobile edge computing under personalized service preference

SW Ko, SJ Kim, H Jung, SW Choi - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
Mobile edge computing (MEC) has emerged as an attractive solution by executing
computation-intensive services at a powerful edge server instead of mobiles. Two types of …

Robust task offloading and resource allocation in mobile edge computing with uncertain distribution of computation burden

R Fan, B Liang, S Zuo, H Hu, H Jiang… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
In mobile edge computing (MEC) supporting multiple mobile users (MUs), it is essential to
optimize the offloading policy and communication and computation resource allocation. A …

Risk-aware task offloading and resource allocation in fiwi hetnets

S Wang, S Xu, S Guo, P Yu, HP Meng… - 2022 IEEE International …, 2022 - ieeexplore.ieee.org
Multimedia service, as one of the most important business in Internet of Things (IoT), poses a
great challenge to network throughput and reliable service. MEC enhanced fiber-wireless …

Joint user association and value-aware computation offloading for MEC-enabled networks

H Zhang, W Jing, Z Lu, X Wen… - 2020 IEEE Wireless …, 2020 - ieeexplore.ieee.org
Computation offloading in mobile edge computing (MEC) plays an important role in
mitigating the burden on users. However, there remain some obstacles hindering the full use …