Deep reinforcement learning for blockchain in industrial IoT: A survey

Y Wu, Z Wang, Y Ma, VCM Leung - Computer Networks, 2021 - Elsevier
… of industrial Internet of Things (IIoT) are drawing attentions. Although blockchain and
machine learning technologies (especially deep learning and deep reinforcement learning) may …

Deep reinforcement learning based resource management for DNN inference in industrial IoT

W Zhang, D Yang, H Peng, W Wu… - IEEE Transactions …, 2021 - ieeexplore.ieee.org
… Abstract—Performing deep neural network (DNN) inference … the resource-limited industrial
Internet of things (IIoT) networks. … Furthermore, a deep reinforcement learning based resource …

Intrusion detection system for industrial Internet of Things based on deep reinforcement learning

S Tharewal, MW Ashfaque, SS Banu… - Wireless …, 2022 - Wiley Online Library
… for the Industrial Internet of Things intrusion detection system based on a deep reinforcement
… This method combines deep learning’s observation capability with reinforcement learning’s …

Deep-reinforcement-learning-based predictive maintenance model for effective resource management in industrial IoT

KSH Ong, W Wang, D Niyato… - IEEE Internet of Things …, 2021 - ieeexplore.ieee.org
Unplanned breakdown of critical equipment interrupts production throughput in Industrial
IoT (IIoT), and data-driven predictive maintenance (PdM) becomes increasingly important for …

Deep-reinforcement-learning-based spectrum resource management for industrial Internet of Things

Z Shi, X Xie, H Lu, H Yang, M Kadoch… - IEEE Internet of Things …, 2020 - ieeexplore.ieee.org
… In recent years, the increasing demand for industrial communication, along with the maturity …
development of the Industrial IoT (IIoT) [1], [2]. The IIoT refers to industry and manufacturing …

Performance optimization for blockchain-enabled industrial Internet of Things (IIoT) systems: A deep reinforcement learning approach

M Liu, FR Yu, Y Teng, VCM Leung… - … on Industrial …, 2019 - ieeexplore.ieee.org
… To meet the high throughput requirement, this paper proposes a novel deep reinforcement
learning (DRL)-based performance optimization framework for blockchain-enabled IIoT …

On deep reinforcement learning security for Industrial Internet of Things

X Liu, W Yu, F Liang, D Griffith, N Golmie - Computer Communications, 2021 - Elsevier
… The Industrial Internet of Things (IIoT), also known as Industry 4.0, empowers … Internet of
Things (IoT) technologies. In IIoT, the information communication technologies enabled by IoT

[HTML][HTML] Deep reinforcement learning multi-agent system for resource allocation in industrial internet of things

J Rosenberger, M Urlaub, F Rauterberg, T Lutz, A Selig… - Sensors, 2022 - mdpi.com
… two characteristics of the Industrial Internet of Things (IIoT). With Industry 4.0 emerges a strong
… In industry, deep reinforcement learning (DRL) is increasingly used in robotics, job shop …

Deep reinforcement learning-based dynamic resource management for mobile edge computing in industrial internet of things

Y Chen, Z Liu, Y Zhang, Y Wu, X Chen… - … on Industrial …, 2020 - ieeexplore.ieee.org
… , we propose a deep reinforcement learningbased dynamic … of sensor deployment for
industrial Internet of things using a … based on deep q network for industrial Internet of things,” …

Deep reinforcement learning for scheduling in an edge computing‐based industrial internet of things

J Wu, G Zhang, J Nie, Y Peng… - … and Mobile Computing, 2021 - Wiley Online Library
… and network subsystems in the industrial Internet of things system. In order to … industrial IoT,
according to the characteristics of industrial systems, Reference [25] leveraged reinforcement