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Time-dependent problems in imaging and parameter identification

Inverse problems such as imaging or parameter identification deal with the recovery of unknown quantities from indirect observations, connected via a model describing the underlying context. While traditionally inverse problems are formulated and investigated in a static setting, we observe a signif...

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Detalles Bibliográficos
Autores principales: Kaltenbacher, Barbara, Schuster, Thomas, Wald, Anne
Lenguaje:eng
Publicado: Springer 2021
Materias:
Acceso en línea:https://dx.doi.org/10.1007/978-3-030-57784-1
http://cds.cern.ch/record/2758310
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author Kaltenbacher, Barbara
Schuster, Thomas
Wald, Anne
author_facet Kaltenbacher, Barbara
Schuster, Thomas
Wald, Anne
author_sort Kaltenbacher, Barbara
collection CERN
description Inverse problems such as imaging or parameter identification deal with the recovery of unknown quantities from indirect observations, connected via a model describing the underlying context. While traditionally inverse problems are formulated and investigated in a static setting, we observe a significant increase of interest in time-dependence in a growing number of important applications over the last few years. Here, time-dependence affects a) the unknown function to be recovered and / or b) the observed data and / or c) the underlying process. Challenging applications in the field of imaging and parameter identification are techniques such as photoacoustic tomography, elastography, dynamic computerized or emission tomography, dynamic magnetic resonance imaging, super-resolution in image sequences and videos, health monitoring of elastic structures, optical flow problems or magnetic particle imaging to name only a few. Such problems demand for innovation concerning their mathematical description and analysis as well as computational approaches for their solution.
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institution Organización Europea para la Investigación Nuclear
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publishDate 2021
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spelling cern-27583102021-04-21T16:40:34Zdoi:10.1007/978-3-030-57784-1http://cds.cern.ch/record/2758310engKaltenbacher, BarbaraSchuster, ThomasWald, AnneTime-dependent problems in imaging and parameter identificationMathematical Physics and MathematicsInverse problems such as imaging or parameter identification deal with the recovery of unknown quantities from indirect observations, connected via a model describing the underlying context. While traditionally inverse problems are formulated and investigated in a static setting, we observe a significant increase of interest in time-dependence in a growing number of important applications over the last few years. Here, time-dependence affects a) the unknown function to be recovered and / or b) the observed data and / or c) the underlying process. Challenging applications in the field of imaging and parameter identification are techniques such as photoacoustic tomography, elastography, dynamic computerized or emission tomography, dynamic magnetic resonance imaging, super-resolution in image sequences and videos, health monitoring of elastic structures, optical flow problems or magnetic particle imaging to name only a few. Such problems demand for innovation concerning their mathematical description and analysis as well as computational approaches for their solution.Springeroai:cds.cern.ch:27583102021
spellingShingle Mathematical Physics and Mathematics
Kaltenbacher, Barbara
Schuster, Thomas
Wald, Anne
Time-dependent problems in imaging and parameter identification
title Time-dependent problems in imaging and parameter identification
title_full Time-dependent problems in imaging and parameter identification
title_fullStr Time-dependent problems in imaging and parameter identification
title_full_unstemmed Time-dependent problems in imaging and parameter identification
title_short Time-dependent problems in imaging and parameter identification
title_sort time-dependent problems in imaging and parameter identification
topic Mathematical Physics and Mathematics
url https://dx.doi.org/10.1007/978-3-030-57784-1
http://cds.cern.ch/record/2758310
work_keys_str_mv AT kaltenbacherbarbara timedependentproblemsinimagingandparameteridentification
AT schusterthomas timedependentproblemsinimagingandparameteridentification
AT waldanne timedependentproblemsinimagingandparameteridentification