Federated learning and blockchain integration for privacy protection in the internet of things: Challenges and solutions

M Al Asqah, T Moulahi - Future Internet, 2023 - mdpi.com
The Internet of Things (IoT) compromises multiple devices connected via a network to
perform numerous activities. The large amounts of raw user data handled by IoT operations …

Integration of blockchain and federated learning for Internet of Things: Recent advances and future challenges

M Ali, H Karimipour, M Tariq - Computers & Security, 2021 - Elsevier
The role of the Internet of Things (IoT) in the revolutionized society cannot be overlooked.
The IoT can leverage advanced machine learning (ML) algorithms for its applications …

Blockchain-based federated learning for securing internet of things: A comprehensive survey

W Issa, N Moustafa, B Turnbull, N Sohrabi… - ACM Computing …, 2023 - dl.acm.org
The Internet of Things (IoT) ecosystem connects physical devices to the internet, offering
significant advantages in agility, responsiveness, and potential environmental benefits. The …

Optimizing heterogeneity in IoT infra using federated learning and blockchain-based security strategies

V Muthukumar, R Sivakami… - INTERNATIONAL …, 2023 - fsja.univagora.ro
Abstract The Internet of Things (IoT) and associated capabilities are becoming
indispensable in the planning, operation, and administration of intricate systems of all sizes …

Blockchain-enabled: Multi-layered security federated learning platform for preserving data privacy

Z Mahmood, V Jusas - Electronics, 2022 - mdpi.com
Privacy and data security have become the new hot topic for regulators in recent years. As a
result, Federated Learning (FL)(also called collaborative learning) has emerged as a new …

Decentralized federated learning: A comprehensive survey and a new blockchain-based data evaluation scheme

L Bhatia, S Samet - 2022 Fourth International Conference on …, 2022 - ieeexplore.ieee.org
Blockchain and Deep Learning (DL) are two of the most revolutionary concepts in the field of
Computer Science. Both have made astounding leaps in research and application areas …

A survey on secure and private federated learning using blockchain: Theory and application in resource-constrained computing

E Moore, A Imteaj, S Rezapour… - IEEE Internet of Things …, 2023 - ieeexplore.ieee.org
Federated learning (FL) has gained widespread popularity in recent years due to the fast
booming of advanced machine learning and artificial intelligence, along with emerging …

Privacy-preserving in Blockchain-based Federated Learning systems

KM Sameera, S Nicolazzo, M Arazzi, A Nocera… - Computer …, 2024 - Elsevier
Federated Learning (FL) has recently arisen as a revolutionary approach to collaborative
training Machine Learning models. According to this novel framework, multiple participants …

Federated learning meets blockchain in edge computing: Opportunities and challenges

DC Nguyen, M Ding, QV Pham… - IEEE Internet of …, 2021 - ieeexplore.ieee.org
Mobile-edge computing (MEC) has been envisioned as a promising paradigm to handle the
massive volume of data generated from ubiquitous mobile devices for enabling intelligent …

Blockchained federated learning for internet of things: A comprehensive survey

Y Jiang, B Ma, X Wang, G Yu, P Yu, Z Wang… - ACM Computing …, 2024 - dl.acm.org
The demand for intelligent industries and smart services based on big data is rising rapidly
with the increasing digitization and intelligence of the modern world. This survey …