Propagation Delay

Propagation delay, the time it takes for a signal to travel between two points, is a critical factor impacting various communication systems, from satellite networks to underwater acoustic sensors. Current research focuses on mitigating the negative effects of delay through improved signal processing techniques, such as AI/ML-based receivers and asynchronous federated learning algorithms, and by developing novel models that explicitly incorporate delay into their design, including graph convolutional networks and time-varying graph representations. Addressing propagation delay is crucial for enhancing the efficiency and reliability of diverse communication technologies, improving data transmission in challenging environments, and enabling real-time applications in areas like satellite constellations and flight delay prediction.

Papers

April 9, 2024

Flying with Photons: Rendering Novel Views of Propagating Light
Anagh Malik, Noah Juravsky, Ryan Po, Gordon Wetzstein, Kiriakos N. Kutulakos, David B. Lindell
Light Work Novel View Neural Rendering Method Particle Photon Propagation Delay

January 12, 2024

Enhancements for 5G NR PRACH Reception: An AI/ML Approach
Rohit Singh, Anil Kumar Yerrapragada, Jeeva Keshav S, Radha Krishna Ganti
Artificial Intelligence Feature Enhancement Machine Learning Approach Timing Analysis Random Access Receiver Behavior Propagation Delay

October 31, 2023

Handover Protocol Learning for LEO Satellite Networks: Access Delay and Collision Minimization
Ju-Hyung Lee, Chanyoung Park, Soohyun Park, Andreas F. Molisch
Deep Reinforcement Learning Robot Handover Satellite Network Account Time Delay Low Earth Orbit Satellite Propagation Delay

April 3, 2023

Algebraic and Geometric Models for Space Networking
William Bernardoni, Robert Cardona, Jacob Cleveland, Justin Curry, Robert Green, Brian Heller, Alan Hylton, Tung Lam, Robert Kassouf-Short
Time Varying Graph Propagation Delay Geometric Model

December 22, 2022

AsyncFLEO: Asynchronous Federated Learning for LEO Satellite Constellations with High-Altitude Platforms
Mohamed Elmahallawy, Tie Luo
Asynchronous Federated Learning Network Topology Low Earth Orbit Straggler Mitigation Hierarchically Fusing Satellite Propagation Delay High Altitude Platform

October 27, 2022

Local learning through propagation delays in spiking neural networks
Jørgen Jensen Farner, Ola Huse Ramstad, Stefano Nichele, Kristine Heiney
Neural Network Local Learning Spike Timing Three Layer Neural Network Local Learning Rule Propagation Delay

July 14, 2022

Spatiotemporal Propagation Learning for Network-Wide Flight Delay Prediction
Yuankai Wu, Hongyu Yang, Yi Lin, Hong Liu
Flight Delay Delay Prediction Spatial Propagation Network Propagation Delay

April 25, 2022

Energy Efficient Routing For Underwater Acoustic Sensor Network Using Genetic Algorithm
Arjun Prasad Chaurasiya, Roshan Sah, Dr. V. Sivakumar
Genetic Algorithm Dynamic Routing Acoustic Sensor Network Propagation Delay Energy Aware Effective Forwarding Method