Articles with "low rank" as a keyword



Laguerre expansion‐based low‐rank balanced truncation for linear switched systems

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Published in 2025 at "Asian Journal of Control"

DOI: 10.1002/asjc.3812

Abstract: This paper proposes a novel Laguerre expansion‐based low‐rank balanced truncation approach for model order reduction of high‐dimensional linear switched systems. First, an iterative procedure is developed to construct low‐rank factors of the infinite reachability and… read more here.

Keywords: rank; expansion based; rank balanced; laguerre expansion ... See more keywords

On the impact of spatial covariance matrix ordering on tile low‐rank estimation of Matérn parameters

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Published in 2024 at "Environmetrics"

DOI: 10.1002/env.2868

Abstract: Spatial statistical modeling involves processing an n×n$$ n\times n $$ symmetric positive definite covariance matrix, where n$$ n $$ denotes the number of locations. However, when n$$ n $$ is large, processing this covariance matrix… read more here.

Keywords: covariance matrix; tile low; covariance; approximation ... See more keywords

Accelerating 4D flow MRI by exploiting low‐rank matrix structure and hadamard sparsity

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Published in 2017 at "Magnetic Resonance in Medicine"

DOI: 10.1002/mrm.26508

Abstract: To develop accelerated 4D flow MRI by exploiting low‐rank matrix structure and Hadamard sparsity. read more here.

Keywords: flow mri; matrix structure; exploiting low; rank matrix ... See more keywords

High‐resolution dynamic 31P‐MRSI using a low‐rank tensor model

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Published in 2017 at "Magnetic Resonance in Medicine"

DOI: 10.1002/mrm.26762

Abstract: To develop a rapid 31P‐MRSI method with high spatiospectral resolution using low‐rank tensor‐based data acquisition and image reconstruction. read more here.

Keywords: resolution; low rank; rank tensor; using low ... See more keywords

Quantitative susceptibility map reconstruction using annihilating filter‐based low‐rank Hankel matrix approach

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Published in 2019 at "Magnetic Resonance in Medicine"

DOI: 10.1002/mrm.27976

Abstract: Quantitative susceptibility mapping (QSM) inevitably suffers from streaking artifacts caused by zeros on the conical surface of the dipole kernel in k‐space. This work proposes a novel and accurate QSM reconstruction method based on k‐space… read more here.

Keywords: reconstruction; rank hankel; hankel matrix; low rank ... See more keywords

Low‐rank inversion reconstruction for through‐plane accelerated radial MR fingerprinting applied to relaxometry at 0.35 T

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Published in 2022 at "Magnetic Resonance in Medicine"

DOI: 10.1002/mrm.29244

Abstract: To reduce scan time, methods to accelerate phase‐encoded/non‐Cartesian MR fingerprinting (MRF) acquisitions for variable density spiral acquisitions have recently been developed. These methods are not applicable to MRF acquisitions, wherein a single k‐space spoke is… read more here.

Keywords: plane accelerated; rank inversion; low rank;

A Slice‐Low‐Rank Plus Sparse (slice‐L + S) Reconstruction Method for k‐t Undersampled Multiband First‐Pass Myocardial Perfusion MRI

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Published in 2022 at "Magnetic Resonance in Medicine"

DOI: 10.1002/mrm.29281

Abstract: The synergistic use of k‐t undersampling and multiband (MB) imaging has the potential to provide extended slice coverage and high spatial resolution for first‐pass perfusion MRI. The low‐rank plus sparse (L + S) model has shown excellent… read more here.

Keywords: rank plus; low rank; first pass; slice ... See more keywords

Free‐breathing motion‐informed locally low‐rank quantitative 3D myocardial perfusion imaging

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Published in 2022 at "Magnetic Resonance in Medicine"

DOI: 10.1002/mrm.29295

Abstract: To propose respiratory motion‐informed locally low‐rank reconstruction (MI‐LLR) for robust free‐breathing single‐bolus quantitative 3D myocardial perfusion CMR imaging. Simulation and in‐vivo results are compared to locally low‐rank (LLR) and compressed sensing reconstructions (CS) for reference. read more here.

Keywords: free breathing; motion informed; low rank; locally low ... See more keywords

Joint denoising of diffusion‐weighted images via structured low‐rank patch matrix approximation

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Published in 2022 at "Magnetic Resonance in Medicine"

DOI: 10.1002/mrm.29407

Abstract: To develop a joint denoising method that effectively exploits natural information redundancy in MR DWIs via low‐rank patch matrix approximation. read more here.

Keywords: low rank; rank patch; matrix approximation; patch matrix ... See more keywords

Motion-compensated low-rank reconstruction for simultaneous structural and functional UTE lung MRI.

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Published in 2023 at "Magnetic resonance in medicine"

DOI: 10.1002/mrm.29703

Abstract: PURPOSE Three-dimensional UTE MRI has shown the ability to provide simultaneous structural and functional lung imaging, but it is limited by respiratory motion and relatively low lung parenchyma SNR. The purpose of this paper is… read more here.

Keywords: low rank; motion; lung; mri ... See more keywords

Navigator‐free multi‐shot diffusion MRI via non‐local low‐rank reconstruction

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Published in 2025 at "Magnetic Resonance in Medicine"

DOI: 10.1002/mrm.30554

Abstract: To develop a non‐local low‐rank (NLLR) reconstruction method for multi‐shot EPI (ms‐EPI) in DWI, addressing phase inconsistencies and noise issues while maintaining high spatial resolution in clinically feasible scan times. read more here.

Keywords: non local; reconstruction; multi shot; local low ... See more keywords