A systematic review of machine learning techniques for GNSS use cases

A Siemuri, K Selvan, H Kuusniemi… - … on Aerospace and …, 2022 - ieeexplore.ieee.org
In terms of the availability and accuracy of positioning, navigation, and timing (PNT), the
traditional Global Navigation Satellite System (GNSS) algorithms and models perform well …

A systematic literature review on swarm intelligence based intrusion detection system: past, present and future

DKK Reddy, J Nayak, HS Behera… - … Methods in Engineering, 2024 - Springer
Swarm Intelligence (SI) has proven to be useful in solving issues that are difficult to solve
using traditional mathematical methodologies by using a collective behavior of a …

Performance-driven design of carrier phase differential navigation frameworks with megaconstellation LEO satellites

J Khalife, ZZM Kassas - IEEE Transactions on Aerospace and …, 2023 - ieeexplore.ieee.org
A navigation framework with carrier phase differential measurements from
megaconstellation low Earth orbit (LEO) satellite signals is developed. The measurement …

[PDF][PDF] Enter LEO on the GNSS stage: Navigation with Starlink satellites

Z Kassas, M Neinavaie, J Khalife, N Khairallah… - 2021 - escholarship.org
We are witnessing a space renaissance. Tens of thousands of broadband low Earth orbit
(LEO) satellites are expected to be launched by the end of this decade. These planned …

First results of differential Doppler positioning with unknown Starlink satellite signals

M Neinavaie, Z Shadram, S Kozhaya… - 2022 IEEE Aerospace …, 2022 - ieeexplore.ieee.org
This paper shows the first results of differential Doppler positioning with unknown low Earth
orbit (LEO) Star-link satellite signals. To this end, a receiver capable of acquiring and …

A hybrid analytical-machine learning approach for LEO satellite orbit prediction

J Haidar-Ahmad, N Khairallah… - 2022 25th International …, 2022 - ieeexplore.ieee.org
A hybrid analytical-machine learning (ML) framework for improved low Earth orbit (LEO)
satellite orbit prediction is developed. The framework assumes the following three stages.(i) …

[PDF][PDF] Ephemeris error correction for tracking non-cooperative LEO satellites with pseudorange measurements

S Hayek, J Saroufim, Z Kassas - Proceedings of IEEE …, 2024 - people.engineering.osu.edu
Correcting the ephemeris of a poorly known “noncooperative” low Earth orbit (LEO) satellite,
by utilizing pseudorange measurements by a ground-based receiver is considered. First, the …

Ephemeris closed-loop tracking of LEO satellites with pseudorange and Doppler measurements

N Khairallah, ZM Kassas - Proceedings of the 34th international technical …, 2021 - ion.org
A framework for refining the ephemerides of low Earth orbit (LEO) space vehicles (SVs) is
presented. This framework is based on a known receiver that tracks the LEO SVs using …

Exploiting Starlink signals for navigation: first results

M Neinavaie, J Khalife, ZM Kassas - … Meeting of the Satellite Division of The …, 2021 - ion.org
This paper demonstrates the first Doppler positioning-based results with Starlink low Earth
orbit (LEO) satellites. A cognitive opportunistic framework is used to detect Starlink's LEO …

Blind receiver for LEO beacon estimation with application to UAV carrier phase differential navigation

SE Kozhaya, ZM Kassas - Proceedings of the 35th International Technical …, 2022 - ion.org
A receiver for blind beacon estimation of low Earth orbit (LEO) satellite signals with
application to UAV navigation is presented. The receiver operates in three stages:(i) blind …