Resource pricing and allocation in MEC enabled blockchain systems: An A3C deep reinforcement learning approach

J Du, W Cheng, G Lu, H Cao, X Chu… - … on Network Science …, 2021 - ieeexplore.ieee.org
When using blockchain in mobile systems, computation intensive mining tasks pose great
challenges to the processing capabilities of mobile miner equipment. Mobile edge …

Cooperative computation offloading and resource allocation for blockchain-enabled mobile-edge computing: A deep reinforcement learning approach

J Feng, FR Yu, Q Pei, X Chu, J Du… - IEEE Internet of Things …, 2019 - ieeexplore.ieee.org
Mobile-edge computing (MEC) is a promising paradigm to improve the quality of
computation experience of mobile devices because it allows mobile devices to offload …

Cooperative task offloading and block mining in blockchain-based edge computing with multi-agent deep reinforcement learning

DC Nguyen, M Ding, PN Pathirana… - IEEE Transactions …, 2021 - ieeexplore.ieee.org
The convergence of mobile edge computing (MEC) and blockchain is transforming the
current computing services in mobile networks, by offering task offloading solutions with …

Mean-field learning for edge computing in mobile blockchain networks

X Wang, Z Ning, L Guo, S Guo, X Gao… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
Blockchain has been leveraged to secure transactions for the m-commerce. However, the
intensive computation in the mining process restricts the participation of mobile devices …

Privacy-preserved task offloading in mobile blockchain with deep reinforcement learning

DC Nguyen, PN Pathirana, M Ding… - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
Blockchain technology with its secure, transparent and decentralized nature has been
recently employed in many mobile applications. However, the process of executing …

Blockchain meets edge computing: Stackelberg game and double auction based task offloading for mobile blockchain

S Guo, Y Dai, S Guo, X Qiu, F Qi - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
Blockchain technology is developing rapidly and has been applied in various aspects,
among which there are broad prospects in Internet of Things (IoT). However, IoT mobile …

Optimal pricing-based edge computing resource management in mobile blockchain

Z Xiong, S Feng, D Niyato, P Wang… - 2018 IEEE International …, 2018 - ieeexplore.ieee.org
As the core issue of blockchain, the mining requires solving a proof-of-work puzzle, which is
resource expensive to implement in mobile devices due to the high computing power …

Learning-based mobile edge computing resource management to support public blockchain networks

A Asheralieva, D Niyato - IEEE Transactions on Mobile …, 2019 - ieeexplore.ieee.org
We consider a public blockchain realized in the mobile edge computing (MEC) network,
where the blockchain miners compete against each other to solve the proof-of-work puzzle …

Online deep reinforcement learning for computation offloading in blockchain-empowered mobile edge computing

X Qiu, L Liu, W Chen, Z Hong… - IEEE Transactions on …, 2019 - ieeexplore.ieee.org
Offloading computation-intensive tasks (eg, blockchain consensus processes and data
processing tasks) to the edge/cloud is a promising solution for blockchain-empowered …

Adaptive resource allocation in future wireless networks with blockchain and mobile edge computing

F Guo, FR Yu, H Zhang, H Ji, M Liu… - IEEE transactions on …, 2019 - ieeexplore.ieee.org
In this paper, we present a blockchain-based mobile edge computing (B-MEC) framework
for adaptive resource allocation and computation offloading in future wireless networks …