Resource allocation with edge computing in IoT networks via machine learning

X Liu, J Yu, J Wang, Y Gao - IEEE Internet of Things Journal, 2020 - ieeexplore.ieee.org
… ing a priori knowledge of network dynamics [25]. In [26], an intelligent resource allocation
framework was developed to solve the complex resource allocation problem by proposing a …

Resource allocation for edge computing in IoT networks via reinforcement learning

X Liu, Z Qin, Y Gao - ICC 2019-2019 IEEE international …, 2019 - ieeexplore.ieee.org
… The major contribution of this paper is as follows: 1) We first consider resource allocation
in IoT networks with edge computing to design a task offloading scheme for IoT devices. We …

Multi-agent driven resource allocation and interference management for deep edge networks

Y Gong, H Yao, J Wang, L Jiang… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
… First of all, we consider 3 edge networks and each edge network has 2 agents in our
simulation parameters. At the same time, we compare our proposed MADDPG scheme with other …

Energy-efficient task offloading and resource allocation via deep reinforcement learning for augmented reality in mobile edge networks

X Chen, G Liu - IEEE Internet of Things Journal, 2021 - ieeexplore.ieee.org
… latency requirement and the limited resources. The problem is a … sion resources allocation,
and computing resources allocation of … an intelligent and efficient resource allocation and task …

Multi-agent DRL for task offloading and resource allocation in multi-UAV enabled IoT edge network

AM Seid, GO Boateng, B Mareri… - … on Network and …, 2021 - ieeexplore.ieee.org
… -UAV enabled IoT edge network for dynamic task offloading and resource allocation in a … ,
we investigate a multiUAV enabled IoT edge network for computation offloading, and resource

Optimal edge resource allocation in IoT-based smart cities

L Zhao, J Wang, J Liu, N Kato - IEEE Network, 2019 - ieeexplore.ieee.org
network topology, T-LEX, as the edge network topology of the IoT-based smart city in our
experiments. A simulator in Python was developed to simulate the edge resource allocation for …

[PDF][PDF] Efficient virtual resource allocation in mobile edge networks based on machine learning

L Li, Y Wei, L Zhang, X Wang - Journal of Cybersecurity, 2020 - cdn.techscience.cn
… In this work we simulate a resource allocation policy based on the network system which has
been formulated in Section 3. We use a heterogenous edge network with 20 users, M (M = 2…

Utility optimization for resource allocation in multi-access edge network slicing: A twin-actor deep deterministic policy gradient approach

Z Wang, Y Wei, FR Yu, Z Han - IEEE Transactions on Wireless …, 2022 - ieeexplore.ieee.org
… slicing, and leverages DRL to learn the optimal resource allocation scheme. In this … resources
in multiaccess edge network slicing which is formulated as a twolevel resource allocation

Clustered virtualized network functions resource allocation based on context-aware grouping in 5G edge networks

S Song, C Lee, H Cho, G Lim… - IEEE Transactions on …, 2019 - ieeexplore.ieee.org
… VNF resource allocation scheme based on context-aware grouping in edge networks (VNF…
minimize the average endto-end delay in edge networks, where an user group is defined as a …

Communications-caching-computing resource allocation for bidirectional data computation in mobile edge networks

L Zhang, Y Sun, Z Chen, S Roy - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
… 1, we consider a mobile edge network consisting of one MEC server and one mobile device,
both equipped with certain caching and computing abilities. The mobile device is assumed …