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SUMMARY:Quantitative passive imaging by iterated back propagation with app
 lications to helioseismic holography - Thorsten Hohage (Georg-August-Unive
 rsität Göttingen)
DTSTART:20230619T103000Z
DTEND:20230619T113000Z
UID:TALK200404@talks.cam.ac.uk
DESCRIPTION:Passive imaging problems\, arising in seismology\, ocean acous
 tics\, ultrasonics\, and local helioseismology\, among others\, consist in
  finding coefficients of wave equations from correlation data of measured 
 randomly excited waves. Most of the methods used in this field so far only
  yield qualitative results\, but no quantitative information. The present 
 study has mainly been motivated by helioseismic holography\, a powerful me
 thod for feature detection in the interior of at far-side of the Sun\, whi
 ch is successfully used in space weather prediction\, among others. In hel
 ioseismic holography\, as for many other methods\, improvements are mainly
  achieved by clever choices of the backward propagators. In this work we s
 how that commonly used back-propagators can be interpreted as the adjoints
  of Fr&eacute\;chet derivative of forward operators mapping unknown interi
 or coefficients to covariance operators of wave fields on the surface. Bas
 ed on this interpretation\, we can achieve improvements and convergence fo
 r nonlinear inverse problems by iteration rather than improved back-propag
 ation\, and in particular turn helioseismic holography into a quantitative
  imaging method. Our approach uses the full information contained in cross
 -correlation data implicitly without the need of pre-computing cross-corre
 lations explicitly\, which is typically infeasible due to the high dimensi
 onality. We show results of the proposed method for the estimation of meri
 dional flows and differential rotation of the Sun.Finally\, we show unique
 ness results for some passive imaging problems in the Sun.&nbsp\;
LOCATION:Seminar Room 1\, Newton Institute
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