Joint learning of nonlinear representation and projection for fast constrained MRSI reconstruction
Sign Up to like & getrecommendations! Published in 2024 at "Magnetic Resonance in Medicine"
DOI: 10.1002/mrm.30276
Abstract: To develop and evaluate a novel method for computationally efficient reconstruction from noisy MR spectroscopic imaging (MRSI) data. read more here.
Keywords: reconstruction; joint learning; representation projection; learning nonlinear ... See more keywords
Machine Learning in Nonlinear Dynamical Systems
Sign Up to like & getrecommendations! Published in 2021 at "Resonance"
DOI: 10.1007/s12045-021-1194-0
Abstract: In this article, we discuss some of the recent developments in applying machine learning (ML) techniques to nonlinear dynamical systems. In particular, we demonstrate how to build a suitable ML framework for addressing two specific… read more here.
Keywords: machine; machine learning; dynamical systems; learning nonlinear ... See more keywords
OptiDistillNet: Learning nonlinear pulse propagation using the student-teacher model.
Sign Up to like & getrecommendations! Published in 2022 at "Optics express"
DOI: 10.1364/oe.463450
Abstract: We present a unique approach for learning the pulse evolution in a nonlinear fiber using a deep convolutional neural network (CNN) by solving the nonlinear Schrodinger equation (NLSE). Deep network model compression has become widespread… read more here.
Keywords: learning nonlinear; optics; optidistillnet learning; model ... See more keywords