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Federated learning and its application in smart cities


Trustworthy AI and Federated Learning for Sustainable Smart Cities

These two technologies could enable a smart city application that is sustainable and their applications for smart cities will flourish if all stakeholders have ...

Applications of federated learning in smart cities - S-Logix

Abstract: Federated learning (FL) plays an important role in the development of smart cities. With the evolution of big data and artificial intelligence, issues ...

Federated Learning in Smart City Sensing: Challenges and ... - OUCI

The advent of the Internet of Things (IoT) and the widespread use of mobile devices with computing and sensing capabilities has motivated applications that ...

A Federated Learning-enabled Smart Street Light Monitoring ...

Data-enabled cities are recently accelerated and enhanced with automated learning for improved Smart Cities applications. In the context of an Internet of ...

Emergence of Federated and Deep Learning for Smart City

It requires processing the data to perform several actions to achieve the system's benefits. Deep learning and federated learning methods that use artificial ...

Federated learning enabled digital twins for smart cities

Recent advances in Artificial Intelligence (AI) and the Internet of Things (IoT) have facilitated continuous improvement in smart city based applications ...

Vision-Language Model for Smart City Safety Operat - YouTube

"Federated Learning in Large Model Era: Vision-Language Model for Smart City Safety Operation Management Zengxiang Li, Zhaoxiang Hou, ...

Integration of federated learning with IoT for smart cities applications ...

Federated learning (FL) has made a decentralized, cooperative AI system that can be used by many IoT apps that use AI. It is possible because it can train AI on ...

Signal: Federated learning for smart cities | The Future of Urban Tech

Our goal is to shape the field of urban tech with a human-centered approach that focuses first on the people that use the technology. We advance technology ...

Integration of federated learning with IoT for smart cities applications ...

The people who make the IoT devices and those who use them face big problems when they try to use Artificial Intelligence (AI) techniques in real-world ...

Digital Twins and Federated Learning for Smart Cities and Their ...

The concept of the smart city over digital twins is apparent. From urban planning to land-use optimization, it has the power to govern the city in an effective ...

Privacy-Preserving Federated Learning For Smart Cities - IJCRT.org

Concerns about privacy have grown as a result of the widespread use of smart city technology, with research emphasizing the dangers of ...

Integration of Federated Learning and Blockchain for Smart Cities

... it, for the chosen number of days. A downloadable version of this book is available through the eCampus Reader or compatible Adobe readers. Applications are ...

Federated Learning for Internet of Things: Applications, Challenges ...

device speaker verification while reducing the risk of raw data leakage. D. Smart City. IoT-enabled smart cities are bringing significant advance- ments by ...

Utilizing Federated Learning for Enhanced Real-Time Traffic ...

Smart cities are metropolitan regions that use data and technology to improve the effectiveness and standard of urban living. Cities must manage intricate ...

Developing a platform to easily allow the integration of federated ...

Therefore, while many smart city applications may benefit from federated learning and blockchain technology, many system developers may not ...

Hierarchical Federated Learning for Smart City AIoT Systems - AZoAi

In response to the increasing pace of urbanization, the concept of smart cities has emerged, leveraging AI and IoT to enhance urban ...

Federated Learning Market: Enhancing Urban Planning in Smart ...

This article explores how federated learning is transforming urban planning in smart cities, focusing on its applications and benefits, ...

Towards Federated Learning in Edge Computing for Real-Time ...

More specifically, Smart Cities congregate and need many different Smart Applications, composing a truly Smart ecosystem [Va- lerio et al. 2018]. Moreover, the ...

A survey on federated learning: challenges and applications

The combination of FL and smart city application is shown in the Fig. ... Federated learning in smart city sensing: Challenges and opportunities.