Wavelet-based multilevel methods for linear ill-posed problems
The representation of linear operator equations in terms of wavelet bases yields a multilevel framework, which can be exploited for iterative solution. This paper describes cascadic multilevel methods that employ conjugate gradient-type methods on each level. The iterations are on each level termina...
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| Vydané v: | BIT (Nordisk Tidskrift for Informationsbehandling) Ročník 51; číslo 3; s. 669 - 694 |
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| Abstract | The representation of linear operator equations in terms of wavelet bases yields a multilevel framework, which can be exploited for iterative solution. This paper describes cascadic multilevel methods that employ conjugate gradient-type methods on each level. The iterations are on each level terminated by a stopping rule based on the discrepancy principle. |
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| AbstractList | The representation of linear operator equations in terms of wavelet bases yields a multilevel framework, which can be exploited for iterative solution. This paper describes cascadic multilevel methods that employ conjugate gradient-type methods on each level. The iterations are on each level terminated by a stopping rule based on the discrepancy principle. |
| Author | Reichel, L. Klann, E. Ramlau, R. |
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| Cites_doi | 10.1016/j.acha.2008.02.002 10.1007/s002110050234 10.1007/BF01385512 10.1137/040605023 10.1088/0266-5611/22/1/009 10.1007/s11075-009-9282-3 10.1007/s002110050455 10.1007/s002110050379 10.1137/070694065 10.1137/1.9780898718003 10.4171/rmi/107 10.1137/S0036142997317924 10.1007/978-3-663-01409-6 10.1016/0041-5553(86)90002-9 10.1016/j.cam.2009.03.019 10.1137/1.9781611971484 10.1007/978-94-009-1740-8 10.1137/1.9781611970104 10.1023/B:BITN.0000014547.88978.05 10.1016/j.apnum.2009.07.007 |
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| Issue | 3 |
| Keywords | Wavelet 65R32 65R30 Multilevel method Ill-posed problem Minimal residual method 65T60 65N55 Conjugate gradient method Operator equation Numerical linear algebra Iterative method Iteration Linear operator Regularization method Wavelets Numerical analysis Wavelet transformation Ill posed problem |
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| References_xml | – reference: KingJ.T.Multilevel algorithms for ill-posed problemsNumer. Math.19926131133411517730768.6509110.1007/BF01385512 – reference: HuckleT.StaudacherJ.Multigrid preconditioning and Toeplitz matricesElectron. Trans. Numer. Anal.2002138110519612001065.65063 – reference: NattererF.The Mathematics of Computerized Tomography1986StuttgartTeubner0617.92001 – reference: MorigiS.ReichelL.SgallariF.Noise-reducing cascadic multilevel methods for linear discrete ill-posed problemsNumer. Algorithms20105312225661250567459510.1007/s11075-009-9282-3 – reference: DaubechiesI.Ten Lectures on Wavelets1992PhiladelphiaSIAM0776.42018 – reference: ScherzerO.An iterative multi level algorithm for solving nonlinear ill-posed problemsNumer. Math.19988057960016500430918.6504110.1007/s002110050379 – reference: NemirovskiiA.S.The regularization properties of the adjoint gradient method in ill-posed problemsU.S.S.R. Comput. Math. Math. Phys.198626271610.1016/0041-5553(86)90002-9 – reference: DonatelliM.Serra-CapizzanoS.Filter factor analysis of an iterative multilevel regularizing methodElectron. Trans. Numer. Anal.2008291631772494953 – reference: EnglH.W.HankeM.NeubauerA.Regularization of Inverse Problems1996Kluwer AcademicDordrecht0859.65054 – reference: MorigiS.ReichelL.SgallariF.ShyshkovA.Cascadic multiresolution methods for image deblurringSIAM J. Imaging Sci.20081517424758251144.6509210.1137/070694065 – reference: JustenL.RamlauR.A general framework for soft shrinkage with applications to blind deconvolution and wavelet denoisingAppl. Comput. Harmon. Anal.200926436324679341210.9403710.1016/j.acha.2008.02.002 – reference: MorigiS.ReichelL.SgallariF.Cascadic multilevel methods for fast nonsymmetric blur- and noise-removalAppl. Numer. Math.20106037839626077971189.9402310.1016/j.apnum.2009.07.007 – reference: CohenA.Numerical Analysis of Wavelet Methods2003AmsterdamNorth-Holland1038.65151 – reference: StrangG.NguyenT.Wavelets and Filter Banks1996WellesleyWellesley–Cambridge Press – reference: ChenZ.XuY.YangH.A multilevel augmentation method for solving ill-posed operator equationsInverse Probl.20062215517421941891088.6505110.1088/0266-5611/22/1/009 – reference: HankeM.Conjugate Gradient Type Methods for Ill-Posed Problems1995EssexLongman0830.65043 – reference: LouisA.K.MaassP.RiederA.Wavelets: Theory and Applications1997ChichesterWiley0897.42019 – reference: CalvettiD.LewisB.ReichelL.On the choice of subspace for iterative methods for linear discrete ill-posed problemsInt. J. Appl. Math. Comput. Sci.2001111069109218853020994.65043 – reference: MeyerF.G.Ondelettes sur l’IntervalleRev. Mat. Iberoam.19927115133 – reference: Español, M.I.: Multilevel methods for discrete ill-posed problems: application to deblurring, Ph.D. thesis, Department of Mathematics, Tufts University, Medford, MA (2009) – reference: BornemannF.A.DeuflhardP.The cascadic multigrid method for elliptic problemsNumer. Math.19967513515214219840873.6510710.1007/s002110050234 – reference: DonatelliM.Serra-CapizzanoS.On the regularization power of multigrid-type algorithmsSIAM J. Sci. Comput.2006272053207622114391103.6504310.1137/040605023 – reference: GroetschC.W.The Theory of Tikhonov Regularization for Fredholm Equations of the First Kind1984LondonPitman0545.65034 – reference: HankeM.VogelC.R.Two-level preconditioners for regularized inverse problems I: TheoryNumer. Math.19998338540217155770941.6505610.1007/s002110050455 – reference: JacobsenM.HansenP.C.SaundersM.A.Subspace preconditioned LSQR for discrete ill-posed problemsBIT Numer. Math.20034397598920588791046.6503010.1023/B:BITN.0000014547.88978.05 – reference: ReichelL.ShyshkovA.Cascadic multilevel methods for ill-posed problemsJ. Comput. Appl. Math.20102331314132525593661186.6506910.1016/j.cam.2009.03.019 – reference: MallatS.A Wavelet Tour of Signal Processing1998San DiegoAcademic Press0937.94001 – reference: SaadY.Iterative Methods for Sparse Linear Systems20032PhiladelphiaSIAM1031.6504610.1137/1.9780898718003 – reference: PlatoR.The method of conjugate residuals for solving the Galerkin equations associated with symmetric positive semidefinite ill-posed problemsSIAM J. Numer. Anal.1998351621164516244030916.6505710.1137/S0036142997317924 – reference: BjörckÅ.Numerical Methods for Least Squares Problems1996PhiladelphiaSIAM0847.65023 – volume-title: The Theory of Tikhonov Regularization for Fredholm Equations of the First Kind year: 1984 ident: 320_CR11 – volume: 26 start-page: 43 year: 2009 ident: 320_CR16 publication-title: Appl. Comput. Harmon. Anal. doi: 10.1016/j.acha.2008.02.002 – volume: 75 start-page: 135 year: 1996 ident: 320_CR2 publication-title: Numer. Math. doi: 10.1007/s002110050234 – volume: 61 start-page: 311 year: 1992 ident: 320_CR17 publication-title: Numer. Math. doi: 10.1007/BF01385512 – volume: 27 start-page: 2053 year: 2006 ident: 320_CR7 publication-title: SIAM J. Sci. Comput. doi: 10.1137/040605023 – volume: 22 start-page: 155 year: 2006 ident: 320_CR4 publication-title: Inverse Probl. doi: 10.1088/0266-5611/22/1/009 – volume: 11 start-page: 1069 year: 2001 ident: 320_CR3 publication-title: Int. J. Appl. Math. Comput. Sci. – volume: 53 start-page: 1 year: 2010 ident: 320_CR21 publication-title: Numer. Algorithms doi: 10.1007/s11075-009-9282-3 – volume-title: Wavelets: Theory and Applications year: 1997 ident: 320_CR18 – volume: 13 start-page: 81 year: 2002 ident: 320_CR14 publication-title: Electron. Trans. Numer. Anal. – volume: 29 start-page: 163 year: 2008 ident: 320_CR8 publication-title: Electron. Trans. Numer. Anal. – volume: 83 start-page: 385 year: 1999 ident: 320_CR13 publication-title: Numer. Math. doi: 10.1007/s002110050455 – volume: 80 start-page: 579 year: 1998 ident: 320_CR29 publication-title: Numer. Math. doi: 10.1007/s002110050379 – volume-title: Conjugate Gradient Type Methods for Ill-Posed Problems year: 1995 ident: 320_CR12 – volume: 1 start-page: 51 year: 2008 ident: 320_CR23 publication-title: SIAM J. Imaging Sci. doi: 10.1137/070694065 – volume-title: Iterative Methods for Sparse Linear Systems year: 2003 ident: 320_CR28 doi: 10.1137/1.9780898718003 – volume: 7 start-page: 115 year: 1992 ident: 320_CR20 publication-title: Rev. Mat. Iberoam. doi: 10.4171/rmi/107 – ident: 320_CR10 – volume: 35 start-page: 1621 year: 1998 ident: 320_CR26 publication-title: SIAM J. Numer. Anal. doi: 10.1137/S0036142997317924 – volume-title: A Wavelet Tour of Signal Processing year: 1998 ident: 320_CR19 – volume-title: The Mathematics of Computerized Tomography year: 1986 ident: 320_CR24 doi: 10.1007/978-3-663-01409-6 – volume: 26 start-page: 7 issue: 2 year: 1986 ident: 320_CR25 publication-title: U.S.S.R. Comput. Math. Math. Phys. doi: 10.1016/0041-5553(86)90002-9 – volume: 233 start-page: 1314 year: 2010 ident: 320_CR27 publication-title: J. Comput. Appl. Math. doi: 10.1016/j.cam.2009.03.019 – volume-title: Wavelets and Filter Banks year: 1996 ident: 320_CR30 – volume-title: Numerical Methods for Least Squares Problems year: 1996 ident: 320_CR1 doi: 10.1137/1.9781611971484 – volume-title: Numerical Analysis of Wavelet Methods year: 2003 ident: 320_CR5 – volume-title: Regularization of Inverse Problems year: 1996 ident: 320_CR9 doi: 10.1007/978-94-009-1740-8 – volume-title: Ten Lectures on Wavelets year: 1992 ident: 320_CR6 doi: 10.1137/1.9781611970104 – volume: 43 start-page: 975 year: 2003 ident: 320_CR15 publication-title: BIT Numer. Math. doi: 10.1023/B:BITN.0000014547.88978.05 – volume: 60 start-page: 378 year: 2010 ident: 320_CR22 publication-title: Appl. Numer. Math. doi: 10.1016/j.apnum.2009.07.007 |
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| Title | Wavelet-based multilevel methods for linear ill-posed problems |
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