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
… Edge computing is playing a promising role in IoT networks by … in IoT networks requires
sufficient spectrum resource to transmit their computation tasks to an edge server, while the IoT

Resource allocation in wireless powered IoT networks

X Liu, Z Qin, Y Gao, JA McCann - IEEE Internet of Things …, 2019 - ieeexplore.ieee.org
… Our objective is to maximize the network throughput with increasing resource allocation
efficiency for IoT networks under dynamic EH constraints. Then we can formulate the problem as …

Resource allocation for wireless-powered IoT networks with short packet communication

J Chen, L Zhang, YC Liang, X Kang… - IEEE Transactions on …, 2019 - ieeexplore.ieee.org
… , and thus the resource allocation schemes in [7]–[18] are suboptimal in IoT networks. On the
… –[35], we study the resource allocation in a wireless-powered IoT network (WPIN) with SPC, …

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 …

Resource allocation for wireless cooperative IoT network with energy harvesting

X Chen, Y Liu, LX Cai, Z Chen… - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
… COOPERATIVE NETWORK In this section, we first study the resource allocation for a
network with symmetric links where the average channel gain of the links from IoT nodes to the …

Multi-agent reinforcement learning for resource allocation in IoT networks with edge computing

X Liu, J Yu, Z Feng, Y Gao - China Communications, 2020 - ieeexplore.ieee.org
… (RAT) resources. In this paper, we … resource allocation in IoT edge computing networks by
formulating it as a stochastic game. Each user is a learning agent observing its local network

Resource allocation in uplink NOMA-IoT networks: A reinforcement-learning approach

W Ahsan, W Yi, Z Qin, Y Liu… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
IoT networks. This article develops an intelligent resource allocation scheme for uplink NOMA-IoT
… For light traffic, SARSA-learning is used to explore the safest resource allocation policy …

Quantum-Inspired Optimization Techniques for IoT Networks: Focusing on Resource Allocation and Network Efficiency Enhancement for Improved IoT Functionality

M Raparthi - Advances in Deep Learning Techniques, 2022 - thesciencebrigade.com
… for improving resource allocation and network efficiency in IoT networks. We begin by
providing a brief overview of IoT networks and highlighting the importance of efficient resource

Resource allocation for ultra-reliable and enhanced mobile broadband IoT applications in fog network

SF Abedin, MGR Alam, SMA Kazmi… - IEEE Transactions …, 2018 - ieeexplore.ieee.org
… We also applied the “best-fit” network resource allocation … and resource allocation achieves
higher utility gain for the users. In addition, the efficiency of the “best-fit” resource allocation

A new block-based reinforcement learning approach for distributed resource allocation in clustered IoT networks

F Hussain, R Hussain, A Anpalagan… - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
… abstractly discuss the resource allocation in IoT and basic … addressing resource allocation
in M2M and IoT networks using ML … for resource allocation using blockbased Q-learning in IoT