Abstract
In order to satisfy new normal life styles in the post-COVID-19 era, an efficient information and communication technology (ICT) framework is required to collect, process, and utilize data for the purpose of satisfying increasing user demand in communications and computing while providing a functionality of responding quickly to pandemic. We propose an ICT framework that is capable to support diverse application requirements based on ambient communication, resilient computing, and agile control technologies. Computer simulations are conducted to evaluate the fundamental functionalities of the proposed framework by using a case study where data are exchanged and processed among different network entities in unmanned aerial vehicle (UAV) empowered vehicular environments. The simulation results show that the proposed approach can outperform existing baselines in various conditions.
Highlights
In the post-COVID-19 society, it is necessary to accept a new normal lifestyle that is different from what was expected so far, and to be fully prepared for the pandemic. It is necessary for the information and communication technology (ICT) platform to respond to a pandemic that is regarded as a large-scale rare event being predictable and spreading over a wide area very quickly, while providing infrastructure supports to the new normal life style
1) We propose an ICT platform architecture that is capable to support diverse application requirements by using ambient communications, resilient computing, and agile control technologies
While the accuracy of Federated learning (FL) is dependent on the application and data, without loss of generality, we use information coverage indicator (ICI) as the performance indicator showing the accuracy of the model based on our assumption that a higher sum importance results in a more accurate FL model
Summary
In the post-COVID-19 society, it is necessary to accept a new normal lifestyle that is different from what was expected so far, and to be fully prepared for the pandemic It is necessary for the information and communication technology (ICT) platform to respond to a pandemic that is regarded as a large-scale rare event being predictable and spreading over a wide area very quickly, while providing infrastructure supports to the new normal life style. On the other hand, when a pandemic that rapidly expands in a short period of time occurs, it is expected that the network load and information processing load will spread rapidly and widely. 1) We propose an ICT platform architecture that is capable to support diverse application requirements by using ambient communications, resilient computing, and agile control technologies.
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