Machine learning based propagation loss module for enabling digital twins of wireless networks in ns-3

EN Almeida, M Rushad, SR Kota, A Nambiar… - Proceedings of the …, 2022 - dl.acm.org
The creation of digital twins of experimental testbeds allows the validation of novel wireless
networking solutions and the evaluation of their performance in realistic conditions, without …

Position-based machine learning propagation loss model enabling fast digital twins of wireless networks in ns-3

EN Almeida, H Fontes, R Campos… - Proceedings of the 2023 …, 2023 - dl.acm.org
Digital twins have been emerging as a hybrid approach that combines the benefits of
simulators with the realism of experimental testbeds. The accurate and repeatable set-ups …

Improving the ns-3 TraceBasedPropagationLossModel to support multiple access wireless scenarios

H Fontes, R Campos, M Ricardo - Proceedings of the 2018 Workshop on …, 2018 - dl.acm.org
In wireless networking R&D we typically depend on experimentation to further evaluate a
solution, as simulation is inherently a simplification of the real-world. However …

ns-3 next: Towards a reference platform for offline and augmented wireless networking experimentation

H Fontes, V Lamela, R Campos… - … the 2019 Workshop on ns-3, 2019 - dl.acm.org
In the past years, INESC TEC has been working on using ns-3 to reduce the gap between
Simulation and Experimentation. Two major contributions resulted from our work: 1) the Fast …

A trace-based ns-3 simulation approach for perpetuating real-world experiments

H Fontes, R Campos, M Ricardo - Proceedings of the 2017 Workshop on …, 2017 - dl.acm.org
A common problem in mobile networking research and development is the cost related to
deploying and running real-world mobile testbeds. Due to cost and operational constraints …

On the Reproduction of Real Wireless Channel Occupancy in ns-3

R Cruz, H Fontes, J Ruela, M Ricardo… - Proceedings of the 2020 …, 2020 - dl.acm.org
In wireless networking R&D we typically depend on simulation and experimentation to
evaluate and validate new networking solutions. While simulations allow full control over the …

Repeatable and reproducible wireless networking experimentation through trace-based simulation

V Lamela, H Fontes, T Oliveira, J Ruela… - … on Wireless and …, 2019 - ieeexplore.ieee.org
To properly validate wireless networking solutions we depend on experimentation.
Simulation very often produces less accurate results due to the use of models that are …

Learnable digital twin for efficient wireless network evaluation

B Li, T Efimov, A Kumar, J Cortes… - MILCOM 2023-2023 …, 2023 - ieeexplore.ieee.org
Network digital twins (NDTs) facilitate the estimation of key performance indicators (KPIs)
before physically implementing a network, thereby enabling efficient optimization of the …

[PDF][PDF] Improving the performance evaluation of wireless networks: towards a simulation-experimentation synergy using ns-3

HM Fontes - 2019 - repositorio-aberto.up.pt
The increasing need of wireless communications in emerging scenarios, including aerial
and maritime, requires the development of new protocols and the enhancement of existing …

Simulation of next-generation cellular networks with ns-3: Open challenges and new directions

T Zugno, M Polese, M Lecci, M Zorzi - … of the 2019 Workshop on Next …, 2019 - dl.acm.org
One of the main strengths of Network Simulator 3 (ns-3) is the availability of modules to
simulate cellular networks, including LTE and mmWave/NR deployments. These …