Subject:Networks and Telecommunications

Source: https://projects.scss.tcd.ie/subject_area/networks-telecommunications/ Parent: https://projects.scss.tcd.ie

In the era of large-scale communication networks, understanding user mobility patterns is crucial for optimizing network resources, improving service quality, and enhancing user experience. Mobility models provide insights into how users move within a network, influencing network planning, resource allocation, and handover decisions. However, traditional approaches to identifying these models often rely on predefined assumptions … Read more

The growing complexity of communication networks, especially with the introduction of 5G and future 6G, requires new approaches to ensure that these networks can meet the increasing demands for low latency, high reliability, and efficient resource allocation. Traditional centralized control methods often struggle to cope with the dynamic nature of these networks, particularly in environments … Read more

With the great capability of learning high-level representational features of unstructured data automatically, deep learning is acknowledged as a powerful machine learning algorithm for radio signal processing. For example, convolutional neural networks (CNNs) are leveraged to develop automatic modulation classification frameworks in [1]-[3]. CNN and its combination with Vision Transformers are also used to design … Read more