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Morphological component analysis for sparse regularization in plane wave imaging

Concepts associés (22)

vignette|Les courbes bleues et vertes correspondent à deux modèles differents, tous les deux étant des solutions possibles du problème consistant à décrire les coordonnées de tous les points rouges. L'application d'une régularisation favorise le modèle moins complexe correspondant à la courbe verte. Dans le domaine des mathématiques et des statistiques, et plus particulièrement dans le domaine de l'apprentissage automatique, la régularisation fait référence à un processus consistant à ajouter de l'information à un problème, s'il est mal posé ou pour éviter le surapprentissage.

Onde

vignette|Propagation d'une onde. Une onde est la propagation d'une perturbation produisant sur son passage une variation réversible des propriétés physiques locales du milieu. Elle se déplace avec une vitesse déterminée qui dépend des caractéristiques du milieu de propagation. vignette|Une vague s'écrasant sur le rivage. Il existe trois principaux types d'ondes : les ondes mécaniques se propagent à travers une matière physique dont la substance se déforme. Les forces de restauration inversent alors la déformation.

Regularized least squares

Regularized least squares (RLS) is a family of methods for solving the least-squares problem while using regularization to further constrain the resulting solution. RLS is used for two main reasons. The first comes up when the number of variables in the linear system exceeds the number of observations. In such settings, the ordinary least-squares problem is ill-posed and is therefore impossible to fit because the associated optimization problem has infinitely many solutions.

Acoustic wave

Acoustic waves are a type of energy propagation through a medium by means of adiabatic loading and unloading. Important quantities for describing acoustic waves are acoustic pressure, particle velocity, particle displacement and acoustic intensity. Acoustic waves travel with a characteristic acoustic velocity that depends on the medium they're passing through. Some examples of acoustic waves are audible sound from a speaker (waves traveling through air at the speed of sound), seismic waves (ground vibrations traveling through the earth), or ultrasound used for medical imaging (waves traveling through the body).

Problème bien posé

Le concept mathématique de problème bien posé provient d'une définition de Hadamard qui pensait que les modèles mathématiques de phénomènes physiques devraient avoir les propriétés suivantes : Une solution existe ; La solution est unique ; La solution dépend de façon continue des données dans le cadre d’une topologie raisonnable. Le problème de Dirichlet pour l’équation de Laplace et l’équation de la chaleur avec spécification de conditions initiales sont des formulations bien posées.

Surface wave

In physics, a surface wave is a mechanical wave that propagates along the interface between differing media. A common example is gravity waves along the surface of liquids, such as ocean waves. Gravity waves can also occur within liquids, at the interface between two fluids with different densities. Elastic surface waves can travel along the surface of solids, such as Rayleigh or Love waves. Electromagnetic waves can also propagate as "surface waves" in that they can be guided along with a refractive index gradient or along an interface between two media having different dielectric constants.

Problème inverse

vignette|une somme de plusieurs nombres donne le nombre 27, mais peut-on les deviner à partir de 27 ? En science, un problème inverse est une situation dans laquelle on tente de déterminer les causes d'un phénomène à partir des observations expérimentales de ses effets. Par exemple, en sismologie, la localisation de l'origine d'un tremblement de terre à partir de mesures faites par plusieurs stations sismiques réparties sur la surface du globe terrestre est un problème inverse.

Sparse approximation

Sparse approximation (also known as sparse representation) theory deals with sparse solutions for systems of linear equations. Techniques for finding these solutions and exploiting them in applications have found wide use in , signal processing, machine learning, medical imaging, and more. Consider a linear system of equations , where is an underdetermined matrix and . The matrix (typically assumed to be full-rank) is referred to as the dictionary, and is a signal of interest.

Onde longitudinale

Longitudinal waves are waves in which the vibration of the medium is parallel to the direction the wave travels and displacement of the medium is in the same (or opposite) direction of the wave propagation. Mechanical longitudinal waves are also called compressional or compression waves, because they produce compression and rarefaction when traveling through a medium, and pressure waves, because they produce increases and decreases in pressure.

S wave

NOTOC In seismology and other areas involving elastic waves, S waves, secondary waves, or shear waves (sometimes called elastic S waves) are a type of elastic wave and are one of the two main types of elastic body waves, so named because they move through the body of an object, unlike surface waves. S waves are transverse waves, meaning that the direction of particle movement of a S wave is perpendicular to the direction of wave propagation, and the main restoring force comes from shear stress.