BIONET: A Bio-Inspired Neural Network for Consensus Mechanisms in Blockchain Systems

RK Jain, KK Hiran - Bio-Inspired Optimization Techniques in …, 2024 - igi-global.com
Blockchain technology has revolutionized various industries, offering decentralized and
tamper-resistant data storage and transaction capabilities. However, traditional consensus …

MRL-PoS: A Multi-agent Reinforcement Learning based Proof of Stake Consensus Algorithm for Blockchain

T Islam, FH Bappy, TS Zaman, MSI Sajid… - 2024 IEEE 14th …, 2024 - ieeexplore.ieee.org
The core of a blockchain network is its consensus algorithm. Starting with the Proof-of-Work,
there have been various versions of consensus algorithms, such as Proof-of-Stake (PoS) …

Blockchain security enhancement: an approach towards hybrid consensus algorithms and machine learning techniques

K Venkatesan, SB Rahayu - Scientific Reports, 2024 - nature.com
In this paper, we propose hybrid consensus algorithms that combine machine learning (ML)
techniques to address the challenges and vulnerabilities in blockchain networks …

Hybrid Consensus Mechanism (HCM): Achieving Efficient and Secure Consensus in Blockchain Networks

A Kumar Jha - Available at SSRN 4413290, 2023 - papers.ssrn.com
Consensus mechanisms play a critical role in blockchain networks, ensuring that all
participants agree on the state of the distributed ledger. However, existing consensus …

A node selection algorithm with a genetic method based on PBFT in consortium blockchains

J Zhang, Y Yang, D Zhao, Y Wang - Complex & Intelligent Systems, 2023 - Springer
Industry and research communities have widely studied Blockchain technology, and the
consortium blockchain is currently the most used category with a wide range of applications …

An adaptive approach to blockchain in smart system applications

N Alsadi, A Giuliano, SA Gadsden… - Big Data V: Learning …, 2023 - spiedigitallibrary.org
As the technological landscape continues rapidly evolving, blockchain technology has been
widely integrated and employed in various areas of application. Blockchain, at its core, offers …

[HTML][HTML] Proof of Learning (PoLe): empowering neural network training with consensus building on blockchains

Y Liu, Y Lan, B Li, C Miao, Z Tian - Computer Networks, 2021 - Elsevier
The advent of neural network (NN) based deep learning, especially the recent development
of the automatic design of networks, has brought unprecedented performance gains at …

[HTML][HTML] Weighted Byzantine Fault Tolerance consensus algorithm for enhancing consortium blockchain efficiency and security

H Qin, Y Cheng, X Ma, F Li, J Abawajy - Journal of King Saud University …, 2022 - Elsevier
In blockchain, the consensus algorithm is a core component that governs the trust among
the participants in the blockchain activities. However, the exiting consensus algorithms suffer …

A scalable multi-layer PBFT consensus for blockchain

W Li, C Feng, L Zhang, H Xu, B Cao… - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
Practical Byzantine Fault Tolerance (PBFT) consensus mechanism shows a great potential
to break the performance bottleneck of the Proof-of-Work (PoW)-based blockchain systems …

A novel consensus algorithm based on segmented DAG and BP neural network for consortium blockchain

X Deng, K Li, Z Wang, H Liu - Security and Communication …, 2022 - Wiley Online Library
Currently, because of the excellent properties of decentralization, hard tamperability, and
traceability, blockchain is widely used in WSN and IoT applications. In particular, consortium …