Energy and performance efficient computation offloading for deep neural networks in a mobile cloud computing environment

AE Eshratifar, M Pedram - Proceedings of the 2018 on Great Lakes …, 2018 - dl.acm.org
offloading frameworks offload a function, when it is exceeding a pre-defined time ignoring the
amount of data to be offloaded[31]… is formulating optimal computation offloading in DNNs at …

Joint optimization strategy of computation offloading and resource allocation in multi-access edge computing environment

H Li, H Xu, C Zhou, X Lü, Z Han - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
offloading decisions of UTDs and the allocation of resources in network is still a focus of the
research. This paper studies the joint computation offloading … of computation offloading and …

Deep reinforcement learning for computation offloading in mobile edge computing environment

M Chen, T Wang, S Zhang, A Liu - Computer Communications, 2021 - Elsevier
… In this paper, we discuss the algorithm of offloading computation with reinforcement learning
in mobile fog. Using mobile agents, we can offload code blocks from mobile stations with …

Computation offloading toward edge computing

L Lin, X Liao, H Jin, P Li - Proceedings of the IEEE, 2019 - ieeexplore.ieee.org
computing. Based on that insight, this paper reviews the state-of-the-art research on computation
offloading … high-bandwidth computing environments for latency-sensitive applications. …

Adaptive computation offloading and resource allocation strategy in a mobile edge computing environment

Z Tong, X Deng, F Ye, S Basodi, X Xiao, Y Pan - Information Sciences, 2020 - Elsevier
… If the strategy decides to offload the task, then determine which MEC server … offloading
and resource allocation in the MEC environment is essentially a process of selecting computing

Computation offloading in Edge Computing environments using Artificial Intelligence techniques

G Carvalho, B Cabral, V Pereira… - Engineering Applications of …, 2020 - Elsevier
… a literature review on computation offloading in EC systems … current approaches for computing
offloading coordination We … AI for offloading, in particular, in the use case of offloading in …

Toward computation offloading in edge computing: A survey

C Jiang, X Cheng, H Gao, X Zhou, J Wan - IEEE Access, 2019 - ieeexplore.ieee.org
… We list some research work on resource allocation in edge computing environment in
Table 2. Liu et al. [58] tried to tradeoff between energy consumption, execution delay and …

Computation offloading for mobile edge computing: A deep learning approach

S Yu, X Wang, R Langar - 2017 IEEE 28th Annual International …, 2017 - ieeexplore.ieee.org
… Abstract—Computation offloading has already shown itself to be successful for enabling …
• We propose a fine-grained computation offloading framework that minimizes the offloading

Computation offloading for vehicular environments: A survey

AB De Souza, PAL Rego, T Carneiro… - IEEE …, 2020 - ieeexplore.ieee.org
computing resources. However, to take advantage of these computing resources, computation
offloading … Such computation offloading can lead to improved performance and Quality of …

Multi-hop cooperative computation offloading for industrial IoT–edge–cloud computing environments

Z Hong, W Chen, H Huang, S Guo… - IEEE Transactions on …, 2019 - ieeexplore.ieee.org
… Therefore, multi-hop computation offloading can be adopted in our model. We first partition
the IIoT devices into L hierarchical levels via a criterion similar to that in [29]. Then, any two …