Federated learning enabled digital twins for smart cities: Concepts, recent advances, and future directions

City Digital Twin Potentials: A Review and Research Agenda

(2021) Ehab Shahat et al.   Sustainability

Towards people-centric smart city development: Investigating the citizens’ preferences and perceptions about smart-city services in Taiwan

(2021) Tingting Ji et al.   Sustainable Cities and Society

Digital twins-based smart manufacturing system design in Industry 4.0: A review

(2021) Jiewu Leng et al.   JOURNAL OF MANUFACTURING SYSTEMS

Future global urban water scarcity and potential solutions

(2021) Chunyang He et al.   Nature Communications

PPSF: A Privacy-Preserving and Secure Framework Using Blockchain-Based Machine-Learning for IoT-Driven Smart Cities

(2021) Prabhat Kumar et al.   IEEE Transactions on Network Science and Engineering

Smart city for sustainable environment: A comparison of participatory strategies from Helsinki, Singapore and London

(2021) Ahm Shamsuzzoha et al.   CITIES

A survey on security attacks and defense techniques for connected and autonomous vehicles

(2021) Minh Pham et al.   COMPUTERS & SECURITY

Collaborative city digital twin for the COVID-19 pandemic: A federated learning solution

(2021) Junjie Pang et al.   TSINGHUA SCIENCE AND TECHNOLOGY

Blockchain for Edge of Things: Applications, Opportunities, and Challenges

(2021) Thippa Reddy Gadekallu et al.   IEEE Internet of Things Journal

Blockchain and PUF-Based Lightweight Authentication Protocol for Wireless Medical Sensor Networks

(2021) Weizheng Wang et al.   IEEE Internet of Things Journal

Secure and Resilient Artificial Intelligence of Things: A HoneyNet Approach for Threat Detection and Situational Awareness

(2021) Liang Tan et al.   IEEE Consumer Electronics Magazine

Securing Smart Cities through Blockchain Technology: Architecture, Requirements, and Challenges

(2020) Saqib Hakak et al.   IEEE NETWORK

Rapid urbanization and more extreme rainfall events

(2020) Da-Lin Zhang   Science Bulletin

Precise Timing for Vehicle Navigation in the Smart City: An Overview

(2020) Joseph Neil et al.   IEEE COMMUNICATIONS MAGAZINE

Reliable Federated Learning for Mobile Networks

(2020) Jiawen Kang et al.   IEEE WIRELESS COMMUNICATIONS

Integration and Provision for City Public Service in Smart City Cloud Union: Architecture and Analysis

(2020) Mingkai Chen et al.   IEEE WIRELESS COMMUNICATIONS

Social Sensing in Disaster City Digital Twin: Integrated Textual–Visual–Geo Framework for Situational Awareness during Built Environment Disruptions

(2020) Chao Fan et al.   JOURNAL OF MANAGEMENT IN ENGINEERING

Urban Digital Twins for Smart Cities and Citizens: The Case Study of Herrenberg, Germany

(2020) Fabian Dembski et al.   Sustainability

Security and the smart city: A systematic review

(2020) Julian Laufs et al.   Sustainable Cities and Society

Characterising the Digital Twin: A systematic literature review

(2020) David Jones et al.   CIRP Journal of Manufacturing Science and Technology

Federated Learning for Wireless Communications: Motivation, Opportunities, and Challenges

(2020) Solmaz Niknam et al.   IEEE COMMUNICATIONS MAGAZINE

IoT-based platform for environment data sharing in smart cities

(2020) Jesús Noel Suárez Rubí et al.   INTERNATIONAL JOURNAL OF COMMUNICATION SYSTEMS

Review of digital twin about concepts, technologies, and industrial applications

(2020) Mengnan Liu et al.   JOURNAL OF MANUFACTURING SYSTEMS

On the Integration of Agents and Digital Twins in Healthcare

(2020) Angelo Croatti et al.   JOURNAL OF MEDICAL SYSTEMS

Blockchain and federated learning-based distributed computing defence framework for sustainable society

(2020) Pradip Kumar Sharma et al.   Sustainable Cities and Society

A deep learning-based IoT-oriented infrastructure for secure smart City

(2020) Sushil Kumar Singh et al.   Sustainable Cities and Society

Federated learning for privacy-preserving AI

(2020) Yong Cheng et al.   COMMUNICATIONS OF THE ACM

Convergence of blockchain and artificial intelligence in IoT network for the sustainable smart city

(2020) Saurabh Singh et al.   Sustainable Cities and Society

A survey on security and privacy of federated learning

(2020) Viraaji Mothukuri et al.   Future Generation Computer Systems-The International Journal of eScience

Communication-Efficient Federated Learning and Permissioned Blockchain for Digital Twin Edge Networks

(2020) Yunlong Lu et al.   IEEE Internet of Things Journal

Adaptive Federated Learning and Digital Twin for Industrial Internet of Things

(2020) Wen Sun et al.   IEEE Transactions on Industrial Informatics

Low-Latency Federated Learning and Blockchain for Edge Association in Digital Twin Empowered 6G Networks

(2020) Yunlong Lu et al.   IEEE Transactions on Industrial Informatics

Federated Machine Learning

(2019) Qiang Yang et al.   ACM Transactions on Intelligent Systems and Technology

SmartEdge: An end-to-end encryption framework for an edge-enabled smart city application

(2019) Mian Ahmad Jan et al.   JOURNAL OF NETWORK AND COMPUTER APPLICATIONS

Digital Twin in Industry: State-of-the-Art

(2019) Fei Tao et al.   IEEE Transactions on Industrial Informatics

Smart City Digital Twin–Enabled Energy Management: Toward Real-Time Urban Building Energy Benchmarking

(2019) Abigail Francisco et al.   JOURNAL OF MANAGEMENT IN ENGINEERING

Digital twins to personalize medicine

(2019) Bergthor Björnsson et al.   Genome Medicine

Urban heat island effect of a typical valley city in China: Responds to the global warming and rapid urbanization

(2018) Guodong Li et al.   Sustainable Cities and Society

Security and Privacy in Smart City Applications: Challenges and Solutions

(2017) Kuan Zhang et al.   IEEE COMMUNICATIONS MAGAZINE