Machine learning with computer networks: Techniques, datasets and models

H Afifi, S Pochaba, A Boltres, D Laniewski… - IEEE …, 2024 - ieeexplore.ieee.org
Machine learning has found many applications in network contexts. These include solving
optimisation problems and managing network operations. Conversely, networks are …

A Testbed for Context Representation in Physical Spaces

M Aldeer, Y Sun, N Pai, J Florentine, J Yu… - Proceedings of the 22nd …, 2023 - dl.acm.org
The Internet of Things (IoT) offers transformative potential when combined with Machine
Learning (ML), but labeling diverse IoT data remains challenging. To address this, we …

A Case for Ultra-Wideband Concurrent Transmissions in Wireless Control

M Trobinger, GP Picco - IEEE Internet of Things Journal, 2024 - ieeexplore.ieee.org
Wireless networked control systems (WNCS) are at the forefront of academic and industrial
efforts, due to the high deployment flexibility and low cost offered by their untethered …

Precise Ranging: Modeling Bias and Variance of Double-Sided Two-Way Ranging with TDoA Extraction under Multipath and NLOS Effects

P Rathje, O Landsiedel - arxiv preprint arxiv:2410.12826, 2024 - arxiv.org
Location-based services such as autonomous vehicles, drones, and indoor positioning
require precise and scalable distance estimates. The bias and variance of range estimators …

Link characteristics study of ultra-wideband radios

A Ansaripour, M Heydariaan, O Gnawali - Ad Hoc Networks, 2024 - Elsevier
Comprehending the quality of links in diverse temporal and spatial environments is one of
the critical steps in enhancing the performance of wireless applications. The increasing …

[PDF][PDF] ALADIn: Autonomous Linear Antenna Delay Inference on Resource-Constrained Ultra-Wideband Devices.

P Rathje, O Landsiedel - EWSN, 2023 - ewsn.org
Enabling precise indoor localization in a cheap and small package, Ultra-Wideband (UWB)
transceivers bring decimetre-accurate ranging to resource-constrained IoT devices. Due to …

MuRa: A Scalable Mobile Ultra-wideband Testbed for Multi-node Ranging

S Yang, F Liu, H Li, G **ng, H Chen - Proceedings of the 22nd Annual …, 2024 - dl.acm.org
Ultra-wideband (UWB) technology, known for its precise distance measurement capabilities,
is widely utilized in indoor localization and ranging applications. However, recent UWB …

[PDF][PDF] An Affordable and Easy-to-Setup Ground Truth System to Facilitate Localization Research

L Furtner, M Schuss, M Schuh, CA Boano - Proceedings of the 21st …, 2024 - ewsn.org
Demo: An Affordable and Easy-to-Setup Ground Truth System to Facilitate Localization
Research Page 1 Demo: An Affordable and Easy-to-Setup Ground Truth System to …

[PDF][PDF] Machine Learning With Computer Networks: Techniques, Datasets, and Models

N WEHNER, A REDDER, E SAMIKWA - 2024 - opus.bibliothek.uni-augsburg.de
Machine learning has found many applications in network contexts. These include solving
optimisation problems and managing network operations. Conversely, networks are …

[PDF][PDF] From Contact Tracing to Coordination: Autonomy for Mobile Low-Power IoT Systems

P Rathje - 2024 - macau.uni-kiel.de
With the rapid proliferation of the Internet of Things (IoT), low-power, connected devices
have become ubiquitous due to their versatility, low cost, and ease of integration into larger …