Search Results for author: Mohammad Saquib

Found 12 papers, 2 papers with code

Self-supervised Contrastive Learning for 6G UM-MIMO THz Communications: Improving Robustness Under Imperfect CSI

no code implementations21 Jan 2024 Rafid Umayer Murshed, Md Saheed Ullah, Mohammad Saquib, Moe Z. Win

This paper investigates the potential of contrastive learning in 6G ultra-massive multiple-input multiple-output (UM-MIMO) communication systems, specifically focusing on hybrid beamforming under imperfect channel state information (CSI) conditions at THz.

Contrastive Learning

A Fast Effective Greedy Approach for MU-MIMO Beam Selection in mm-Wave and THz Communications

no code implementations21 Jan 2024 Rafid Umayer Murshed, Md Saheed Ullah, Mohammad Saquib

This paper addresses the beam-selection challenges in Multi-User Multiple Input Multiple Output (MU-MIMO) beamforming for mm-wave and THz channels, focusing on the pivotal aspect of spectral efficiency (SE) and computational efficiency.

Computational Efficiency

Decoding Human Activities: Analyzing Wearable Accelerometer and Gyroscope Data for Activity Recognition

no code implementations3 Oct 2023 Utsab Saha, Sawradip Saha, Tahmid Kabir, Shaikh Anowarul Fattah, Mohammad Saquib

In this paper, a stratified multi-structural approach based on a Residual network ensembled with Residual MobileNet is proposed, termed as FusionActNet.

Activity Recognition

Quantum Convolutional Neural Networks with Interaction Layers for Classification of Classical Data

1 code implementation20 Jul 2023 Jishnu Mahmud, Raisa Mashtura, Shaikh Anowarul Fattah, Mohammad Saquib

Quantum Machine Learning (QML) has come into the limelight due to the exceptional computational abilities of quantum computers.

Quantum Machine Learning

Low Complexity Iterative 2D DOA Estimation in MIMO Systems

no code implementations15 Mar 2023 Md Imrul Hasan, Mohammad Saquib

Multiple-input multiple-output (MIMO) systems play an essential role in direction-of-arrival (DOA) estimation.

Robust 2-D DOA Estimation in a Polarization Sensitive Single User Environment

no code implementations14 Mar 2022 Md Imrul Hasan, Mohammad Saquib

A low complexity algorithm that estimates the DOA angles in a closed-form manner is developed.

Low Complexity Single Source DOA Estimation Based on Reduced Dimension SVR

no code implementations19 Oct 2021 Md Imrul Hasan, Mohammad Saquib

Conventional direction of arrival (DOA) estimation algorithms suffer from performance degradation due to antenna pattern distortion and substantial computational complexity in real-time execution.

regression

Rectangular Planar vs Concentric Circular Array for 5G Beamforming

no code implementations2 Aug 2021 Md Imrul Hasan, Mohammad Saquib

The transmitter signals in the fifth generation (5G) wireless networks suffer from significant path loss due to the use of higher frequencies in Sub-6 GHz and millimeter-wave (mmWave) bands.

CovTANet: A Hybrid Tri-level Attention Based Network for Lesion Segmentation, Diagnosis, and Severity Prediction of COVID-19 Chest CT Scans

no code implementations3 Jan 2021 Tanvir Mahmud, Md. Jahin Alam, Sakib Chowdhury, Shams Nafisa Ali, Md Maisoon Rahman, Shaikh Anowarul Fattah, Mohammad Saquib

A multi-phase optimization strategy is introduced for solving the challenges of complicated diagnosis at a very early stage of infection, where an efficient lesion segmentation network is optimized initially which is later integrated into a joint optimization framework for the diagnosis and severity prediction tasks providing feature enhancement of the infected regions.

Lesion Segmentation Segmentation +1

Co-Designing Statistical MIMO Radar and In-band Full-Duplex Multi-User MIMO Communications -- Part I: Signal Processing

no code implementations26 Jun 2020 Jiawei Liu, Kumar Vijay Mishra, Mohammad Saquib

We consider a spectral sharing problem in which a statistical (or widely distributed) multiple-input multiple-output (MIMO) radar and an in-band full-duplex (IBFD) multi-user MIMO (MU-MIMO) communications system concurrently operate within the same frequency band.

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