Agent architecture of an intelligent medical system based on federated learning and blockchain technology

D Połap, G Srivastava, K Yu - Journal of Information Security and …, 2021 - Elsevier
Multi-agent systems enable the division of complicated tasks into individual objects that can
cooperate. Such architecture can be useful in building solutions in the Internet of Medical …

Blockchain technology and neural networks for the internet of medical things

D Połap, G Srivastava, A Jolfaei… - IEEE INFOCOM 2020 …, 2020 - ieeexplore.ieee.org
In today's technological climate, users require fast automation and digitization of results for
large amounts of data at record speeds. Especially in the field of medicine, where each …

Review on security of federated learning and its application in healthcare

H Li, C Li, J Wang, A Yang, Z Ma, Z Zhang… - Future Generation …, 2023 - Elsevier
Artificial intelligence (AI) has led to a high rate of development in healthcare, and good
progress has been made on many complex medical problems. However, there is a lack of …

Blockchain-based federated learning with checksums to increase security in internet of things solutions

K Prokop, D Połap, G Srivastava, JCW Lin - Journal of Ambient …, 2023 - Springer
Federated learning is becoming a practical solution for machine learning (ML) in industry.
This is due to the possibility of implementing artificial intelligence (AI) systems and training …

[HTML][HTML] Federated learning for secure IoMT-applications in smart healthcare systems: A comprehensive review

S Rani, A Kataria, S Kumar, P Tiwari - Knowledge-based systems, 2023 - Elsevier
Recent developments in the Internet of Things (IoT) and various communication
technologies have reshaped numerous application areas. Nowadays, IoT is assimilated into …

BFG: privacy protection framework for internet of medical things based on blockchain and federated learning

W Liu, Y He, X Wang, Z Duan, W Liang… - Connection Science, 2023 - Taylor & Francis
The deep integration of Internet of Medical Things (IoMT) and Artificial intelligence makes
the further development of intelligent medical services possible, but privacy leakage and …

[HTML][HTML] A secure healthcare 5.0 system based on blockchain technology entangled with federated learning technique

A Rehman, S Abbas, MA Khan, TM Ghazal… - Computers in Biology …, 2022 - Elsevier
In recent years, the global Internet of Medical Things (IoMT) industry has evolved at a
tremendous speed. Security and privacy are key concerns on the IoMT, owing to the huge …

Trustworthy privacy-preserving hierarchical ensemble and federated learning in healthcare 4.0 with blockchain

V Stephanie, I Khalil, M Atiquzzaman… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
The advancement of internet and communication technologies has led to the era of Industry
4.0. This shift is followed by healthcare industries creating the term Healthcare 4.0. In …

A blockchain-based federated learning mechanism for privacy preservation of healthcare IoT data

W Moulahi, I Jdey, T Moulahi, M Alawida… - Computers in Biology …, 2023 - Elsevier
The Corona virus outbreak sped up the process of digitalizing healthcare. The ubiquity of IoT
devices in healthcare has thrust the Healthcare Internet of Things (HIoT) to the forefront as a …

[HTML][HTML] Cogni-Sec: A secure cognitive enabled distributed reinforcement learning model for medical cyber–physical system

S Mishra, S Chakraborty, KS Sahoo, M Bilal - Internet of Things, 2023 - Elsevier
The advent of the Internet of Things (IoT) has resulted in significant technical development in
the healthcare sector, enabling the establishment of Medical Cyber–Physical Systems …