no code implementations • 31 Jan 2024 • Maaz Mahadi, Tarig Ballal, Muhammad Moinuddin, Tareq Y. Al-Naffouri, Ubaid M. Al-Saggaf
The consistent estimator, coupled with a one-dimensional grid search, is used to set the value of the regularization parameter required for the proposed NL-RLDA classifier.
no code implementations • 13 Sep 2023 • Lei Wang, Pinjun Zheng, Xing Liu, Tarig Ballal, Tareq Y. Al-Naffouri
The growing availability of low-Earth orbit (LEO) satellites, coupled with the anticipated widespread deployment of reconfigurable intelligent surfaces (RISs), opens up promising prospects for new localization paradigms.
no code implementations • 22 Aug 2023 • Pinjun Zheng, Xing Liu, Tarig Ballal, Tareq Y. Al-Naffouri
The tight fusion of the GNSS and the 5G observations results in a unique hybrid integer- and orthonormality-constrained optimization problem.
no code implementations • 2 Apr 2023 • Pinjun Zheng, Hui Chen, Tarig Ballal, Mikko Valkama, Henk Wymeersch, Tareq Y. Al-Naffouri
In the second stage, a two-dimensional search algorithm is proposed to estimate the three-dimensional user and RIS positions, one-dimensional RIS orientation, and clock bias from the estimated channel parameters.
no code implementations • 23 Mar 2023 • Pinjun Zheng, Xing Liu, Tarig Ballal, Tareq Y. Al-Naffouri
This paper considers the localization problem in a 5G-aided global navigation satellite system (GNSS) based on real-time kinematic (RTK) technique.
no code implementations • 13 Nov 2022 • Pinjun Zheng, Hui Chen, Tarig Ballal, Henk Wymeersch, Tareq Y. Al-Naffouri
In 5G/6G wireless systems, reconfigurable intelligent surfaces (RIS) can play a role as a passive anchor to enable and enhance localization in various scenarios.
no code implementations • 19 Sep 2022 • Pinjun Zheng, Tarig Ballal, Hui Chen, Henk Wymeersch, Tareq Y. Al-Naffouri
This paper considers the problem of estimating the position and orientation of a user equipped with a three-dimensional (3D) array receiving downlink far-field THz signals from multiple base stations with known positions and orientations.
no code implementations • 24 May 2022 • Xiuxiu Ma, Abla Kammoun, Ayed M. Alrashdi, Tarig Ballal, Tareq Y. Al-Naffouri, Mohamed-Slim Alouini
We show that for this class of precoders, there is an optimal transmit per-antenna power that maximizes the system performance in terms of SINAD and bit error probability.
1 code implementation • 22 May 2022 • Hui Chen, Tarig Ballal, Mohammed E. Eltayeb, Tareq Y. Al-Naffouri
We first perform a subarray layout alignment process to remove subarrays with identical beampatterns and create a unique subarray set.
no code implementations • 20 May 2022 • Xing Liu, Tarig Ballal, Mohanad Ahmed, Tareq Y. Al-Naffouri
Given the characteristics of the employed nonlinear constraints, we formulate GNSS attitude determination as an optimization problem on a manifold.
no code implementations • 12 Apr 2022 • Maaz Mahadi, Tarig Ballal, Muhammad Moinuddin, Tareq Y. Al-Naffouri, Ubaid Al-Saggaf
In a high-dimensional setting, it is well known that the sample covariance matrix is not a proper estimator of the true covariance matrix since it is not invertible when we have fewer observations than the data dimension.
no code implementations • 29 Dec 2021 • Xing Liu, Tarig Ballal, Hui Chen, Tareq Y. Al-Naffouri
Attitude determination is a popular application of Global Navigation Satellite Systems (GNSS).
1 code implementation • 16 Oct 2021 • Hui Chen, Hadi Sarieddeen, Tarig Ballal, Henk Wymeersch, Mohamed-Slim Alouini, Tareq Y. Al-Naffouri
Terahertz (THz) communications are celebrated as key enablers for converged localization and sensing in future sixth-generation (6G) wireless communication systems and beyond.
no code implementations • 11 Jul 2021 • Basit O. Alawode, Mudassir Masood, Tarig Ballal, Tareq Al-Naffouri
Extensive experiments show that the DeepCoFiB performed quantitatively (in terms of PSNR and SSIM) and qualitatively (visually) better than many of the state-of-the-art denoising algorithms.
no code implementations • 10 Jul 2021 • Basit O. Alawode, Mudassir Masood, Tarig Ballal, Tareq Al-Naffouri
We extend this training approach to a reduced DnCNN (RDnCNN) network resulting in a faster denoising network with significantly reduced parameters and comparable performance to the DnCNN.
no code implementations • 10 Jul 2021 • Basit O. Alawode, Mudassir Masood, Tarig Ballal, Tareq Al-Naffouri
Many also distort images of lower resolution resulting in a partial or complete structural loss.
1 code implementation • 6 Feb 2021 • Hui Chen, Tarig Ballal, Tareq Y. Al-Naffouri
The concept of \emph{wrapped phased-difference pattern} (WPDP) is introduced, which allows the proposed algorithm to compute most of the parameters required for DOA estimation in an offline manner, hence resulting in a superior computational speed in realtime.
no code implementations • 31 Aug 2020 • Hui Chen, Tarig Ballal, Tareq Y. Al-Naffouri
Phase ambiguity happens in uniform linear arrays (ULAs) when the sensor distance is greater than $\lambda/2$.
no code implementations • 28 Apr 2020 • Alam Zaib, Tarig Ballal, Shahid Khattak, Tareq Y. Al-Naffouri
These methods are used to tune the regularization parameters based on linear estimation models, with the sample covariance matrix's square root being the linear operator.
no code implementations • 9 Sep 2016 • Muzammil Behzad, Mudassir Masood, Tarig Ballal, Maha Shadaydeh, Tareq Y. Al-Naffouri
For sparse reconstruction, the likelihood of a tap being active in a patch is computed and refined through a collaboration process with other similar patches in the same group.