Research graph
References from Federated Learning in Smart Healthcare, Homes, and Cities (FL-SHHC): A Systematic Literature Review. Local targets link to admitted publications; unresolved targets remain external evidence.
Unresolved reference
External reference
The IEEE smart cities initiative—Accelerating the smartification process for the 21st century cities
10.1109/jproc.2018.2814239 · 2018 · External reference
The Global Urban Monitoring Approach Taken by UN-HABITAT
2021 · External reference
Deep feature learning for medical image analysis with convolutional autoencoder neural network
10.1109/tbdata.2017.2717439 · 2017 · External reference
Harnessing automation for a future that works
2017 · External reference
Communication-Efficient Learning of Deep Networks from Decentralized Data
2017 · External reference
A review of applications in federated learning
10.1016/j.cie.2020.106854 · 2020 · External reference
A survey on federated learning
10.1016/j.knosys.2021.106775 · 2021 · External reference
The internet of things: A survey
10.1016/j.comnet.2010.05.010 · 2010 · External reference
A systematic review of IoT in healthcare: Applications, techniques, and trends
10.1016/j.jnca.2021.103164 · 2021 · External reference
10.3390/app13158869
10.3390/app13158869 · External reference
Applications of federated learning in smart cities: Recent advances, taxonomy, and open challenges
10.1080/09540091.2021.1936455 · 2022 · External reference
Federated learning for smart cities: A comprehensive survey
2023 · External reference
10.3390/healthcare12242587
10.3390/healthcare12242587 · External reference
Federated Learning in a Medical Context: A Systematic Literature Review
10.1145/3412357 · 2021 · External reference
Unresolved reference
External reference
10.3390/electronics13163157
10.3390/electronics13163157 · External reference
10.3390/app112311191
10.3390/app112311191 · External reference
10.3390/info13050263
10.3390/info13050263 · External reference
Federated learning-based IoT: A systematic literature review
10.1002/dac.5185 · 2022 · External reference
10.3390/s22020450
10.3390/s22020450 · External reference
Federated learning for healthcare: Systematic review and architecture proposal
10.1145/3501813 · 2022 · External reference
10.3390/electronics11040670
10.3390/electronics11040670 · External reference
10.1145/3593434.3593438
10.1145/3593434.3593438 · External reference
A systematic review on federated learning in medical image analysis
10.1109/access.2023.3260027 · 2023 · External reference
Decentral and incentivized federated learning frameworks: A systematic literature review
10.1109/jiot.2022.3231363 · 2023 · External reference
Federated learning for medical applications: A taxonomy, current trends, challenges, and future research directions
10.1109/jiot.2023.3329061 · 2023 · External reference
Exploring the potential of federated learning in mental health research: A systematic literature review
10.1007/s10489-023-05095-1 · 2024 · External reference
Exploring the synergy of fog computing, blockchain, and federated learning for IoT applications: A systematic literature review
10.1109/access.2024.3398034 · 2024 · External reference
Federated learning on internet of things: Extensive and systematic review
2024 · External reference
10.3390/electronics14051019
10.3390/electronics14051019 · External reference
A Systematic Literature Review of Robust Federated Learning: Issues, Solutions, and Future Research Directions
10.1145/3727643 · 2025 · External reference
Federated Learning in radiomics: A comprehensive meta-survey on medical image analysis
10.1016/j.cmpb.2025.108768 · 2025 · External reference
Advancing federated learning: A systematic literature review of methods, challenges, and applications
10.1109/access.2025.3605165 · 2025 · External reference
Systematic Analysis of Federated Learning Approaches for Intrusion Detection in the Internet of Things Environment
10.1109/access.2025.3574672 · 2025 · External reference
IoT-driven wearable devices enhancing healthcare: ECG classification with cluster-based GAN and meta-features
10.1016/j.iot.2024.101405 · 2024 · External reference
10.3390/sci7020036
10.3390/sci7020036 · External reference
Wearable Technology and Its Potential Role in Cardiovascular Health Monitoring and Disease Management
10.1002/hsr2.71486 · 2025 · External reference
Federated learning for privacy preservation in smart healthcare systems: A comprehensive survey
10.1109/jbhi.2022.3181823 · 2022 · External reference
MedShieldFL-a privacy-preserving hybrid federated learning framework for intelligent healthcare systems
10.1038/s41598-025-27303-3 · 2025 · External reference
10.3390/s17030606
10.3390/s17030606 · External reference
IoT-based smart homes: A review of system architecture, software, communications, privacy and security
10.1016/j.iot.2018.08.009 · 2018 · External reference
10.1109/iot-siu.2019.8777607
10.1109/iot-siu.2019.8777607 · External reference
Federated learning in smart home: A dynamic contract-based incentive approach with task preferences
10.1016/j.comnet.2024.110510 · 2024 · External reference
FeL-MAR: Federated learning based multi resident activity recognition in IoT enabled smart homes
10.1016/j.future.2024.107552 · 2025 · External reference
10.3390/smartcities8010035
10.3390/smartcities8010035 · External reference
A smart, efficient, and reliable parking surveillance system with edge artificial intelligence on IoT devices
10.1109/tits.2020.2984197 · 2020 · External reference
IoT in smart cities: A survey of technologies, practices and challenges
10.3390/smartcities4020024 · 2021 · External reference
A review of IoT-based smart city development and management
10.3390/smartcities7030061 · 2024 · External reference
10.1109/ithings-greencom-cpscom-smartdata-cybermatics62450.2024.00029
10.1109/ithings-greencom-cpscom-smartdata-cybermatics62450.2024.00029 · External reference
Federated Learning-Based Dynamic Traffic Management for IoT-Enabled Smart Cities
10.1109/tce.2025.3611978 · 2025 · External reference
Federated deep learning for scalable and explainable load forecasting in privacy-conscious smart cities
10.1109/access.2025.3587058 · 2025 · External reference
Preferred reporting items for systematic reviews and meta-analyses: The PRISMA statement
10.1136/bmj.b2535 · 2009 · External reference
Open problems and challenges in federated learning for IoT: A comprehensive review and strategic guide
10.1016/j.compeleceng.2025.110515 · 2025 · External reference
Unresolved reference
External reference
The measurement of observer agreement for categorical data
10.2307/2529310 · 1977 · External reference
Evaluation of Cohen’s kappa and other measures of inter-rater agreement for genre analysis and other nominal data
10.1016/j.jeap.2021.101026 · 2021 · External reference
10.1145/3477084.3484950
10.1145/3477084.3484950 · External reference
A federated learning based privacy-preserving smart healthcare system
10.1109/tii.2021.3098010 · 2021 · External reference
10.1145/3637062
10.1145/3637062 · External reference
A blockchain-based federated learning mechanism for privacy preservation of healthcare IoT data
10.1016/j.compbiomed.2023.107630 · 2023 · External reference
Federated learning and blockchain-enabled fog-IoT platform for wearables in predictive healthcare
10.1109/tcss.2023.3235950 · 2023 · External reference
Fedcure: A heterogeneity-aware personalized federated learning framework for intelligent healthcare applications in iomt environments
10.1109/access.2024.3357514 · 2024 · External reference
Co-training-based personalized federated learning with generative adversarial networks for enhanced mobile smart healthcare diagnosis
10.1109/tce.2024.3460469 · 2024 · External reference
Predicting diabetes with federated learning: A digital twin and medical fog-based iot framework
2025 · External reference
A Smart Healthcare System Using Consumer Electronics and Federated Learning to Automatically Diagnose Diabetic Foot Ulcers
2025 · External reference
Leveraging transfer learning domain adaptation model with federated learning to revolutionise healthcare
10.1111/exsy.13827 · 2025 · External reference
10.1109/icici65870.2025.11069877
10.1109/icici65870.2025.11069877 · External reference
Integrating IoMT and Federated Learning for Advanced Healthcare Monitoring in Healthcare 5.0
2025 · External reference
Fused federated learning framework for secure and decentralized patient monitoring in healthcare 5.0 using IoMT
10.1038/s41598-025-06574-w · 2025 · External reference
FedTinyMed: Federated learning enabled tiny multi task machine learning model for smart healthcare monitoring for IoMT
10.1016/j.compeleceng.2025.110761 · 2025 · External reference
Federated learning with privacy-preserving big data analytics for distributed healthcare systems
10.32996/jcsts.2025.7.8.31 · 2025 · External reference
A novel blockchain-federated learning framework with quantum neural networks and wavelet transforms for secure IoT healthcare monitoring
10.1016/j.bspc.2025.108759 · 2026 · External reference
Privacy-aware access control in IoT-enabled healthcare: A federated deep learning approach
10.1109/jiot.2021.3112686 · 2021 · External reference
Unresolved reference
External reference
10.3390/fi14110338
10.3390/fi14110338 · External reference
Edge intelligence: Federated learning-based privacy protection framework for smart healthcare systems
10.1109/jbhi.2022.3192648 · 2022 · External reference
When collaborative federated learning meets blockchain to preserve privacy in healthcare
2022 · External reference
Energy-efficient distributed federated learning offloading and scheduling healthcare system in blockchain based networks
10.1016/j.iot.2023.100815 · 2023 · External reference
10.1109/icccworkshops57813.2023.10233757
10.1109/icccworkshops57813.2023.10233757 · External reference
Federated learning and NFT-based privacy-preserving medical-data-sharing scheme for intelligent diagnosis in smart healthcare
10.1109/jiot.2023.3308991 · 2023 · External reference
Robust and privacy-preserving decentralized deep federated learning training: Focusing on digital healthcare applications
10.1109/tcbb.2023.3243932 · 2023 · External reference
Energy-efficient and privacy-preserving blockchain based federated learning for smart healthcare system
10.1109/tsc.2023.3332955 · 2023 · External reference
SPEI-FL: Serverless privacy edge intelligence-enabled federated learning in smart healthcare systems
10.1007/s12559-024-10310-3 · 2024 · External reference
An expert hybrid federated learning and trust management for security, efficiency, and power optimization in smart health systems
10.1109/access.2025.3556628 · 2025 · External reference
Securing electronic health records using blockchain-enabled federated learning for IoT-based smart healthcare
10.1016/j.ceh.2025.04.002 · 2025 · External reference
10.1016/j.bcra.2025.100385
10.1016/j.bcra.2025.100385 · External reference
Privacy-Preserving Federated Learning With Meta-Knowledge Training for AIoT-Enabled Supply Chain Systems: A Case Study on Smart Healthcare
10.1109/jiot.2025.3595859 · 2025 · External reference
FedMedSecure: Federated few-shot learning with cross-attention mechanisms and explainable AI for collaborative healthcare cybersecurity
10.1038/s41598-025-25107-z · 2025 · External reference
Adaptive Federated Learning Framework for Privacy-Preserving Consumer-Centric IoMT: A Novel Secure Data Collaboration Model
10.1109/tce.2025.3606642 · 2025 · External reference
A secure healthcare 5.0 system based on blockchain technology entangled with federated learning technique
10.1016/j.compbiomed.2022.106019 · 2022 · External reference
Harnessing Privacy-Preserving federated learning with blockchain for secure Iomt applications in smart healthcare systems
10.1142/s0218348x25400201 · 2024 · External reference
Blockchain framework with IoT device using federated learning for sustainable healthcare systems
10.1038/s41598-025-06539-z · 2025 · External reference
Identifying significant features in adversarial attack detection framework using federated learning empowered medical IoT network security
10.1038/s41598-025-14913-0 · 2025 · External reference
A scalable and transferable federated learning system for classifying healthcare sensor data
10.1109/jbhi.2022.3171402 · 2022 · External reference
Federated learning empowered real-time medical data processing method for smart healthcare
10.1109/tcbb.2022.3185395 · 2022 · External reference
10.3390/s22041377
10.3390/s22041377 · External reference
10.3390/electronics12194074
10.3390/electronics12194074 · External reference
A scalable federated learning approach for collaborative smart healthcare systems with intermittent clients using medical imaging
10.1109/jbhi.2023.3282955 · 2023 · External reference
Privacy-preserving heterogeneous multi-modal sensor data fusion via federated learning for smart healthcare
10.1016/j.inffus.2025.103084 · 2025 · External reference
10.1109/smartnets65254.2025.11106872
10.1109/smartnets65254.2025.11106872 · External reference
Personalized federated learning with model interpolation among client clusters and its application in smart home
10.1007/s11280-022-01132-0 · 2023 · External reference
10.1145/3576841.3585921
10.1145/3576841.3585921 · External reference
10.3390/electronics12143054
10.3390/electronics12143054 · External reference
Energy consumption prediction model for smart homes via decentralized federated learning with LSTM
2023 · External reference
10.1109/i-smac61858.2024.10714725
10.1109/i-smac61858.2024.10714725 · External reference
A decentralized federated learning based interoperable and heterogeneity aware predictive optimization method for energy and comfort in smart homes environment
10.1016/j.asoc.2024.111689 · 2024 · External reference
IntEnergy: An efficient federated learning model for energy consumption forecasting in smart homes
10.1007/s43926-025-00197-3 · 2025 · External reference
Federated learning-enhanced generative models for non-intrusive load monitoring in smart homes
10.1038/s41598-025-11403-1 · 2025 · External reference
Robust peer-to-peer federated learning for non-intrusive load monitoring in smart homes
10.1016/j.enbuild.2024.115209 · 2025 · External reference
10.1109/ispds58840.2023.10235568
10.1109/ispds58840.2023.10235568 · External reference
Blockchain controlled trustworthy federated learning platform for smart homes
10.1049/cmu2.12870 · 2024 · External reference
Smart buildings: Federated learning-driven secure, transparent and smart energy management system using XAI
10.1016/j.egyr.2025.01.063 · 2025 · External reference
A federated learning approach to anomaly detection in smart buildings
10.1145/3467981 · 2021 · External reference
10.1145/3605098.3636163
10.1145/3605098.3636163 · External reference
A trustable federated learning framework for rapid fire smoke detection at the edge in smart home environments
10.1109/jiot.2024.3439228 · 2024 · External reference
10.3390/fi17080329
10.3390/fi17080329 · External reference
10.1109/icomms66553.2025.11200237
10.1109/icomms66553.2025.11200237 · External reference
Collaboration of IoT devices in smart home scenarios: Algorithm research based on graph neural networks and federated learning
10.1007/s43926-025-00096-7 · 2025 · External reference
10.1145/3495243.3558267
10.1145/3495243.3558267 · External reference
10.3390/math11143093
10.3390/math11143093 · External reference
10.1109/smarttechcon57526.2023.10391420
10.1109/smarttechcon57526.2023.10391420 · External reference
Smart meter-based energy consumption forecasting for smart cities using adaptive federated learning
10.1016/j.segan.2024.101342 · 2024 · External reference
RPIFL: Reliable and privacy-preserving federated learning for the Internet of Things
10.1016/j.jnca.2023.103768 · 2024 · External reference
Privacy-preserving federated learning for proactive maintenance of IoT-empowered multi-location smart city facilities
10.1016/j.jnca.2024.103996 · 2024 · External reference
UAVs and blockchain synergy: Enabling secure reputation-based federated learning in smart cities
10.1109/access.2024.3432610 · 2024 · External reference
Enhancing mutual trustworthiness in federated learning for data-rich smart cities
10.1109/jiot.2024.3476950 · 2024 · External reference
10.1109/dsaa60987.2023.10302528
10.1109/dsaa60987.2023.10302528 · External reference
10.3390/electronics12040894
10.3390/electronics12040894 · External reference
10.3390/bdcc8030021
10.3390/bdcc8030021 · External reference
10.1109/icosst64562.2024.10871154
10.1109/icosst64562.2024.10871154 · External reference
Interpretable Federated Learning Model for Cyber Intrusion Detection in Smart Cities with Privacy-Preserving Feature Selection
2025 · External reference
Advanced artificial intelligence with federated learning framework for privacy-preserving cyberthreat detection in IoT-assisted sustainable smart cities
10.1038/s41598-025-88843-2 · 2025 · External reference
10.1109/wispnet64060.2025.11004967
10.1109/wispnet64060.2025.11004967 · External reference
10.3390/fi16030082
10.3390/fi16030082 · External reference
Optimizing Proximity Strategy for Federated Learning Node Selection in the Space–Air–Ground Information Network for Smart Cities
10.1109/jiot.2024.3416943 · 2024 · External reference
AdaptFL: Adaptive federated learning framework for heterogeneous devices
10.1016/j.future.2024.107610 · 2025 · External reference
The PRISMA 2020 statement: An updated guideline for reporting systematic reviews
10.1136/bmj.n71 · 2021 · External reference
Federated learning-based IoT: A systematic literature review
10.1002/dac.5185 · ExternalCitation · doi-reference
Wearable Technology and Its Potential Role in Cardiovascular Health Monitoring and Disease Management
10.1002/hsr2.71486 · ExternalCitation · doi-reference
Exploring the potential of federated learning in mental health research: A systematic literature review
10.1007/s10489-023-05095-1 · ExternalCitation · doi-reference
Personalized federated learning with model interpolation among client clusters and its application in smart home
10.1007/s11280-022-01132-0 · ExternalCitation · doi-reference
SPEI-FL: Serverless privacy edge intelligence-enabled federated learning in smart healthcare systems
10.1007/s12559-024-10310-3 · ExternalCitation · doi-reference
Collaboration of IoT devices in smart home scenarios: Algorithm research based on graph neural networks and federated learning
10.1007/s43926-025-00096-7 · ExternalCitation · doi-reference
IntEnergy: An efficient federated learning model for energy consumption forecasting in smart homes
10.1007/s43926-025-00197-3 · ExternalCitation · doi-reference
A decentralized federated learning based interoperable and heterogeneity aware predictive optimization method for energy and comfort in smart homes environment
10.1016/j.asoc.2024.111689 · ExternalCitation · doi-reference
10.1016/j.bcra.2025.100385
10.1016/j.bcra.2025.100385 · ExternalCitation · doi-reference
A novel blockchain-federated learning framework with quantum neural networks and wavelet transforms for secure IoT healthcare monitoring
10.1016/j.bspc.2025.108759 · ExternalCitation · doi-reference
Securing electronic health records using blockchain-enabled federated learning for IoT-based smart healthcare
10.1016/j.ceh.2025.04.002 · ExternalCitation · doi-reference
A review of applications in federated learning
10.1016/j.cie.2020.106854 · ExternalCitation · doi-reference
Federated Learning in radiomics: A comprehensive meta-survey on medical image analysis
10.1016/j.cmpb.2025.108768 · ExternalCitation · doi-reference
The internet of things: A survey
10.1016/j.comnet.2010.05.010 · ExternalCitation · doi-reference
Federated learning in smart home: A dynamic contract-based incentive approach with task preferences
10.1016/j.comnet.2024.110510 · ExternalCitation · doi-reference
A secure healthcare 5.0 system based on blockchain technology entangled with federated learning technique
10.1016/j.compbiomed.2022.106019 · ExternalCitation · doi-reference
A blockchain-based federated learning mechanism for privacy preservation of healthcare IoT data
10.1016/j.compbiomed.2023.107630 · ExternalCitation · doi-reference
Open problems and challenges in federated learning for IoT: A comprehensive review and strategic guide
10.1016/j.compeleceng.2025.110515 · ExternalCitation · doi-reference
FedTinyMed: Federated learning enabled tiny multi task machine learning model for smart healthcare monitoring for IoMT
10.1016/j.compeleceng.2025.110761 · ExternalCitation · doi-reference
Smart buildings: Federated learning-driven secure, transparent and smart energy management system using XAI
10.1016/j.egyr.2025.01.063 · ExternalCitation · doi-reference
Robust peer-to-peer federated learning for non-intrusive load monitoring in smart homes
10.1016/j.enbuild.2024.115209 · ExternalCitation · doi-reference
FeL-MAR: Federated learning based multi resident activity recognition in IoT enabled smart homes
10.1016/j.future.2024.107552 · ExternalCitation · doi-reference
AdaptFL: Adaptive federated learning framework for heterogeneous devices
10.1016/j.future.2024.107610 · ExternalCitation · doi-reference
Privacy-preserving heterogeneous multi-modal sensor data fusion via federated learning for smart healthcare
10.1016/j.inffus.2025.103084 · ExternalCitation · doi-reference
IoT-based smart homes: A review of system architecture, software, communications, privacy and security
10.1016/j.iot.2018.08.009 · ExternalCitation · doi-reference
Energy-efficient distributed federated learning offloading and scheduling healthcare system in blockchain based networks
10.1016/j.iot.2023.100815 · ExternalCitation · doi-reference
IoT-driven wearable devices enhancing healthcare: ECG classification with cluster-based GAN and meta-features
10.1016/j.iot.2024.101405 · ExternalCitation · doi-reference
Evaluation of Cohen’s kappa and other measures of inter-rater agreement for genre analysis and other nominal data
10.1016/j.jeap.2021.101026 · ExternalCitation · doi-reference
A systematic review of IoT in healthcare: Applications, techniques, and trends
10.1016/j.jnca.2021.103164 · ExternalCitation · doi-reference
RPIFL: Reliable and privacy-preserving federated learning for the Internet of Things
10.1016/j.jnca.2023.103768 · ExternalCitation · doi-reference
Privacy-preserving federated learning for proactive maintenance of IoT-empowered multi-location smart city facilities
10.1016/j.jnca.2024.103996 · ExternalCitation · doi-reference
A survey on federated learning
10.1016/j.knosys.2021.106775 · ExternalCitation · doi-reference
Smart meter-based energy consumption forecasting for smart cities using adaptive federated learning
10.1016/j.segan.2024.101342 · ExternalCitation · doi-reference
Blockchain framework with IoT device using federated learning for sustainable healthcare systems
10.1038/s41598-025-06539-z · ExternalCitation · doi-reference
Fused federated learning framework for secure and decentralized patient monitoring in healthcare 5.0 using IoMT
10.1038/s41598-025-06574-w · ExternalCitation · doi-reference
Federated learning-enhanced generative models for non-intrusive load monitoring in smart homes
10.1038/s41598-025-11403-1 · ExternalCitation · doi-reference
Identifying significant features in adversarial attack detection framework using federated learning empowered medical IoT network security
10.1038/s41598-025-14913-0 · ExternalCitation · doi-reference
FedMedSecure: Federated few-shot learning with cross-attention mechanisms and explainable AI for collaborative healthcare cybersecurity
10.1038/s41598-025-25107-z · ExternalCitation · doi-reference
MedShieldFL-a privacy-preserving hybrid federated learning framework for intelligent healthcare systems
10.1038/s41598-025-27303-3 · ExternalCitation · doi-reference
Advanced artificial intelligence with federated learning framework for privacy-preserving cyberthreat detection in IoT-assisted sustainable smart cities
10.1038/s41598-025-88843-2 · ExternalCitation · doi-reference
Blockchain controlled trustworthy federated learning platform for smart homes
10.1049/cmu2.12870 · ExternalCitation · doi-reference
Applications of federated learning in smart cities: Recent advances, taxonomy, and open challenges
10.1080/09540091.2021.1936455 · ExternalCitation · doi-reference
A systematic review on federated learning in medical image analysis
10.1109/access.2023.3260027 · ExternalCitation · doi-reference
Fedcure: A heterogeneity-aware personalized federated learning framework for intelligent healthcare applications in iomt environments
10.1109/access.2024.3357514 · ExternalCitation · doi-reference
Exploring the synergy of fog computing, blockchain, and federated learning for IoT applications: A systematic literature review
10.1109/access.2024.3398034 · ExternalCitation · doi-reference
UAVs and blockchain synergy: Enabling secure reputation-based federated learning in smart cities
10.1109/access.2024.3432610 · ExternalCitation · doi-reference
An expert hybrid federated learning and trust management for security, efficiency, and power optimization in smart health systems
10.1109/access.2025.3556628 · ExternalCitation · doi-reference
Systematic Analysis of Federated Learning Approaches for Intrusion Detection in the Internet of Things Environment
10.1109/access.2025.3574672 · ExternalCitation · doi-reference
Federated deep learning for scalable and explainable load forecasting in privacy-conscious smart cities
10.1109/access.2025.3587058 · ExternalCitation · doi-reference
Advancing federated learning: A systematic literature review of methods, challenges, and applications
10.1109/access.2025.3605165 · ExternalCitation · doi-reference
10.1109/dsaa60987.2023.10302528
10.1109/dsaa60987.2023.10302528 · ExternalCitation · doi-reference
10.1109/i-smac61858.2024.10714725
10.1109/i-smac61858.2024.10714725 · ExternalCitation · doi-reference
10.1109/icccworkshops57813.2023.10233757
10.1109/icccworkshops57813.2023.10233757 · ExternalCitation · doi-reference
10.1109/icici65870.2025.11069877
10.1109/icici65870.2025.11069877 · ExternalCitation · doi-reference
10.1109/icomms66553.2025.11200237
10.1109/icomms66553.2025.11200237 · ExternalCitation · doi-reference
10.1109/icosst64562.2024.10871154
10.1109/icosst64562.2024.10871154 · ExternalCitation · doi-reference
10.1109/iot-siu.2019.8777607
10.1109/iot-siu.2019.8777607 · ExternalCitation · doi-reference
10.1109/ispds58840.2023.10235568
10.1109/ispds58840.2023.10235568 · ExternalCitation · doi-reference
10.1109/ithings-greencom-cpscom-smartdata-cybermatics62450.2024.00029
10.1109/ithings-greencom-cpscom-smartdata-cybermatics62450.2024.00029 · ExternalCitation · doi-reference
A scalable and transferable federated learning system for classifying healthcare sensor data
10.1109/jbhi.2022.3171402 · ExternalCitation · doi-reference
Federated learning for privacy preservation in smart healthcare systems: A comprehensive survey
10.1109/jbhi.2022.3181823 · ExternalCitation · doi-reference
Edge intelligence: Federated learning-based privacy protection framework for smart healthcare systems
10.1109/jbhi.2022.3192648 · ExternalCitation · doi-reference
A scalable federated learning approach for collaborative smart healthcare systems with intermittent clients using medical imaging
10.1109/jbhi.2023.3282955 · ExternalCitation · doi-reference
Privacy-aware access control in IoT-enabled healthcare: A federated deep learning approach
10.1109/jiot.2021.3112686 · ExternalCitation · doi-reference
Decentral and incentivized federated learning frameworks: A systematic literature review
10.1109/jiot.2022.3231363 · ExternalCitation · doi-reference
Federated learning and NFT-based privacy-preserving medical-data-sharing scheme for intelligent diagnosis in smart healthcare
10.1109/jiot.2023.3308991 · ExternalCitation · doi-reference
Federated learning for medical applications: A taxonomy, current trends, challenges, and future research directions
10.1109/jiot.2023.3329061 · ExternalCitation · doi-reference
Optimizing Proximity Strategy for Federated Learning Node Selection in the Space–Air–Ground Information Network for Smart Cities
10.1109/jiot.2024.3416943 · ExternalCitation · doi-reference
A trustable federated learning framework for rapid fire smoke detection at the edge in smart home environments
10.1109/jiot.2024.3439228 · ExternalCitation · doi-reference
Enhancing mutual trustworthiness in federated learning for data-rich smart cities
10.1109/jiot.2024.3476950 · ExternalCitation · doi-reference
Privacy-Preserving Federated Learning With Meta-Knowledge Training for AIoT-Enabled Supply Chain Systems: A Case Study on Smart Healthcare
10.1109/jiot.2025.3595859 · ExternalCitation · doi-reference
The IEEE smart cities initiative—Accelerating the smartification process for the 21st century cities
10.1109/jproc.2018.2814239 · ExternalCitation · doi-reference
10.1109/smartnets65254.2025.11106872
10.1109/smartnets65254.2025.11106872 · ExternalCitation · doi-reference
10.1109/smarttechcon57526.2023.10391420
10.1109/smarttechcon57526.2023.10391420 · ExternalCitation · doi-reference
Deep feature learning for medical image analysis with convolutional autoencoder neural network
10.1109/tbdata.2017.2717439 · ExternalCitation · doi-reference
Federated learning empowered real-time medical data processing method for smart healthcare
10.1109/tcbb.2022.3185395 · ExternalCitation · doi-reference
Robust and privacy-preserving decentralized deep federated learning training: Focusing on digital healthcare applications
10.1109/tcbb.2023.3243932 · ExternalCitation · doi-reference
Co-training-based personalized federated learning with generative adversarial networks for enhanced mobile smart healthcare diagnosis
10.1109/tce.2024.3460469 · ExternalCitation · doi-reference
Adaptive Federated Learning Framework for Privacy-Preserving Consumer-Centric IoMT: A Novel Secure Data Collaboration Model
10.1109/tce.2025.3606642 · ExternalCitation · doi-reference
Federated Learning-Based Dynamic Traffic Management for IoT-Enabled Smart Cities
10.1109/tce.2025.3611978 · ExternalCitation · doi-reference
Federated learning and blockchain-enabled fog-IoT platform for wearables in predictive healthcare
10.1109/tcss.2023.3235950 · ExternalCitation · doi-reference
A federated learning based privacy-preserving smart healthcare system
10.1109/tii.2021.3098010 · ExternalCitation · doi-reference
A smart, efficient, and reliable parking surveillance system with edge artificial intelligence on IoT devices
10.1109/tits.2020.2984197 · ExternalCitation · doi-reference
Energy-efficient and privacy-preserving blockchain based federated learning for smart healthcare system
10.1109/tsc.2023.3332955 · ExternalCitation · doi-reference
10.1109/wispnet64060.2025.11004967
10.1109/wispnet64060.2025.11004967 · ExternalCitation · doi-reference
Leveraging transfer learning domain adaptation model with federated learning to revolutionise healthcare
10.1111/exsy.13827 · ExternalCitation · doi-reference
Preferred reporting items for systematic reviews and meta-analyses: The PRISMA statement
10.1136/bmj.b2535 · ExternalCitation · doi-reference
The PRISMA 2020 statement: An updated guideline for reporting systematic reviews
10.1136/bmj.n71 · ExternalCitation · doi-reference
Harnessing Privacy-Preserving federated learning with blockchain for secure Iomt applications in smart healthcare systems
10.1142/s0218348x25400201 · ExternalCitation · doi-reference
Federated Learning in a Medical Context: A Systematic Literature Review
10.1145/3412357 · ExternalCitation · doi-reference
A federated learning approach to anomaly detection in smart buildings
10.1145/3467981 · ExternalCitation · doi-reference
10.1145/3477084.3484950
10.1145/3477084.3484950 · ExternalCitation · doi-reference
10.1145/3495243.3558267
10.1145/3495243.3558267 · ExternalCitation · doi-reference
Federated learning for healthcare: Systematic review and architecture proposal
10.1145/3501813 · ExternalCitation · doi-reference
10.1145/3576841.3585921
10.1145/3576841.3585921 · ExternalCitation · doi-reference
10.1145/3593434.3593438
10.1145/3593434.3593438 · ExternalCitation · doi-reference
10.1145/3605098.3636163
10.1145/3605098.3636163 · ExternalCitation · doi-reference
10.1145/3637062
10.1145/3637062 · ExternalCitation · doi-reference
A Systematic Literature Review of Robust Federated Learning: Issues, Solutions, and Future Research Directions
10.1145/3727643 · ExternalCitation · doi-reference
The measurement of observer agreement for categorical data
10.2307/2529310 · ExternalCitation · doi-reference
Federated learning with privacy-preserving big data analytics for distributed healthcare systems
10.32996/jcsts.2025.7.8.31 · ExternalCitation · doi-reference
10.3390/app112311191
10.3390/app112311191 · ExternalCitation · doi-reference
10.3390/app13158869
10.3390/app13158869 · ExternalCitation · doi-reference
10.3390/bdcc8030021
10.3390/bdcc8030021 · ExternalCitation · doi-reference
10.3390/electronics11040670
10.3390/electronics11040670 · ExternalCitation · doi-reference
10.3390/electronics12040894
10.3390/electronics12040894 · ExternalCitation · doi-reference
10.3390/electronics12143054
10.3390/electronics12143054 · ExternalCitation · doi-reference
10.3390/electronics12194074
10.3390/electronics12194074 · ExternalCitation · doi-reference
10.3390/electronics13163157
10.3390/electronics13163157 · ExternalCitation · doi-reference
10.3390/electronics14051019
10.3390/electronics14051019 · ExternalCitation · doi-reference
10.3390/fi14110338
10.3390/fi14110338 · ExternalCitation · doi-reference
10.3390/fi16030082
10.3390/fi16030082 · ExternalCitation · doi-reference
10.3390/fi17080329
10.3390/fi17080329 · ExternalCitation · doi-reference
10.3390/healthcare12242587
10.3390/healthcare12242587 · ExternalCitation · doi-reference
10.3390/info13050263
10.3390/info13050263 · ExternalCitation · doi-reference
10.3390/math11143093
10.3390/math11143093 · ExternalCitation · doi-reference
10.3390/s17030606
10.3390/s17030606 · ExternalCitation · doi-reference
10.3390/s22020450
10.3390/s22020450 · ExternalCitation · doi-reference
10.3390/s22041377
10.3390/s22041377 · ExternalCitation · doi-reference
10.3390/sci7020036
10.3390/sci7020036 · ExternalCitation · doi-reference
IoT in smart cities: A survey of technologies, practices and challenges
10.3390/smartcities4020024 · ExternalCitation · doi-reference
A review of IoT-based smart city development and management
10.3390/smartcities7030061 · ExternalCitation · doi-reference
10.3390/smartcities8010035
10.3390/smartcities8010035 · ExternalCitation · doi-reference
