{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,9,29]],"date-time":"2026-09-29T21:47:20Z","timestamp":1790718440895,"version":"4.1.0"},"reference-count":72,"publisher":"MDPI AG","issue":"18","license":[{"start":{"date-parts":[[2021,9,15]],"date-time":"2021-09-15T00:00:00Z","timestamp":1631664000000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Remote Sensing"],"abstract":"<jats:p>Multidimensional deconvolution constitutes an essential operation in a variety of geophysical scenarios at different scales ranging from reservoir to crustal, as it appears in applications such as surface multiple elimination, target-oriented redatuming, and interferometric body-wave retrieval just to name a few. Depending on the use case, active, microseismic, or teleseismic signals are used to reconstruct the broadband response that would have been recorded between two observation points as if one were a virtual source. Reconstructing such a response relies on the the solution of an ill-conditioned linear inverse problem sensitive to noise and artifacts due to incomplete acquisition, limited sources, and band-limited data. Typically, this inversion is performed in the Fourier domain where the inverse problem is solved per frequency via direct or iterative solvers. While this inversion is in theory meant to remove spurious events from cross-correlation gathers and to correct amplitudes, difficulties arise in the estimation of optimal regularization parameters, which are worsened by the fact they must be estimated at each frequency independently. Here we show the benefits of formulating the problem in the time domain and introduce a number of physical constraints that naturally drive the inversion towards a reduced set of stable, meaningful solutions. By exploiting reciprocity, time causality, and frequency-wavenumber locality a set of preconditioners are included at minimal additional cost as a way to alleviate the dependency on an optimal damping parameter to stabilize the inversion. With an interferometric redatuming example, we demonstrate how our time domain implementation successfully reconstructs the overburden-free reflection response beneath a complex salt body from noise-contaminated up- and down-going transmission responses at the target level.<\/jats:p>","DOI":"10.3390\/rs13183683","type":"journal-article","created":{"date-parts":[[2021,9,15]],"date-time":"2021-09-15T12:00:44Z","timestamp":1631707244000},"page":"3683","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":21,"title":["Time-Domain Multidimensional Deconvolution: A Physically Reliable and Stable Preconditioned Implementation"],"prefix":"10.3390","volume":"13","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-6501-752X","authenticated-orcid":false,"given":"David","family":"Vargas","sequence":"first","affiliation":[{"name":"Department of Earth Sciences, Utrecht University, Princetonlaan 8a, 3584 CB Utrecht, The Netherlands"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-7405-1490","authenticated-orcid":false,"given":"Ivan","family":"Vasconcelos","sequence":"additional","affiliation":[{"name":"Department of Earth Sciences, Utrecht University, Princetonlaan 8a, 3584 CB Utrecht, The Netherlands"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-0020-2721","authenticated-orcid":false,"given":"Matteo","family":"Ravasi","sequence":"additional","affiliation":[{"name":"Earth Science and Engineering, King Abdullah University of Science and Technology, Thuwal 23955, Saudi Arabia"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Nick","family":"Luiken","sequence":"additional","affiliation":[{"name":"Earth Science and Engineering, King Abdullah University of Science and Technology, Thuwal 23955, Saudi Arabia"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"1968","published-online":{"date-parts":[[2021,9,15]]},"reference":[{"key":"ref_1","unstructured":"Fokkema, J., and van den Berg, P. (1993). Seismic Applications of Acoustic Reciprocity, Elsevier Science."},{"key":"ref_2","doi-asserted-by":"crossref","first-page":"838","DOI":"10.1111\/j.1365-246X.2004.02251.x","article-title":"Interferometric\/daylight seismic imaging","volume":"157","author":"Schuster","year":"2004","journal-title":"Geophys. J. Int."},{"key":"ref_3","doi-asserted-by":"crossref","first-page":"SI139","DOI":"10.1190\/1.2216190","article-title":"The virtual source method: Theory and case study","volume":"71","author":"Bakulin","year":"2006","journal-title":"Geophysics"},{"key":"ref_4","doi-asserted-by":"crossref","first-page":"1335","DOI":"10.1111\/j.1365-246X.2011.05007.x","article-title":"Seismic interferometry by crosscorrelation and by multidimensional deconvolution: A systematic comparison","volume":"185","author":"Wapenaar","year":"2011","journal-title":"Geophys. J. Int."},{"key":"ref_5","doi-asserted-by":"crossref","first-page":"339","DOI":"10.1111\/j.1365-246X.2010.04724.x","article-title":"High-resolution lithospheric imaging with seismic interferometry","volume":"183","author":"Ruigrok","year":"2010","journal-title":"Geophys. J. Int."},{"key":"ref_6","doi-asserted-by":"crossref","first-page":"A63","DOI":"10.1190\/1.3193529","article-title":"Reflection images from ambient seismic noise","volume":"74","author":"Draganov","year":"2009","journal-title":"Geophysics"},{"key":"ref_7","doi-asserted-by":"crossref","first-page":"1813","DOI":"10.1121\/10.0003706","article-title":"Closed-aperture unbounded acoustics experimentation using multidimensional deconvolution","volume":"149","author":"Li","year":"2021","journal-title":"J. Acoust. Soc. Am."},{"key":"ref_8","doi-asserted-by":"crossref","first-page":"1329","DOI":"10.1190\/1.1441010","article-title":"Wave-equation datuming","volume":"44","author":"Berryhill","year":"1979","journal-title":"Geophysics"},{"key":"ref_9","doi-asserted-by":"crossref","first-page":"SI103","DOI":"10.1190\/1.2208967","article-title":"A theoretical overview of model-based and correlation-based redatuming methods","volume":"71","author":"Schuster","year":"2006","journal-title":"Geophysics"},{"key":"ref_10","doi-asserted-by":"crossref","first-page":"S115","DOI":"10.1190\/1.2904554","article-title":"Interferometry by deconvolution: Part 1\u2014Theory for acoustic waves and numerical examples","volume":"73","author":"Vasconcelos","year":"2008","journal-title":"Geophysics"},{"key":"ref_11","doi-asserted-by":"crossref","first-page":"SA63","DOI":"10.1190\/1.3580633","article-title":"Controlled-source interferometric redatuming by crosscorrelation and multidimensional deconvolution in elastic media","volume":"76","author":"Thorbecke","year":"2011","journal-title":"Geophysics"},{"key":"ref_12","doi-asserted-by":"crossref","first-page":"419","DOI":"10.1111\/j.1365-2478.2007.00686.x","article-title":"Seismic and electromagnetic controlled-source interferometry in dissipative media","volume":"56","author":"Wapenaar","year":"2008","journal-title":"Geophys. Prospect."},{"key":"ref_13","doi-asserted-by":"crossref","unstructured":"Soubaras, R. (2010, January 17\u201322). Deghosting by joint deconvolution of a migration and a mirror migration. Proceedings of the 80th Annual International Meeting, Denver, CO, USA. Expanded Abstracts.","DOI":"10.1190\/1.3513556"},{"key":"ref_14","doi-asserted-by":"crossref","first-page":"WA39","DOI":"10.1190\/geo2013-0302.1","article-title":"Marchenko imaging","volume":"79","author":"Wapenaar","year":"2014","journal-title":"Geophysics"},{"key":"ref_15","doi-asserted-by":"crossref","first-page":"Q73","DOI":"10.1190\/geo2018-0726.1","article-title":"Accurate source wavelet estimation using Marchenko focusing functions","volume":"84","author":"Mildner","year":"2019","journal-title":"Geophysics"},{"key":"ref_16","doi-asserted-by":"crossref","first-page":"1166","DOI":"10.1190\/1.1443330","article-title":"Adaptive surface-related multiple elimination","volume":"57","author":"Verschuur","year":"1992","journal-title":"Geophysics"},{"key":"ref_17","doi-asserted-by":"crossref","first-page":"75A245","DOI":"10.1190\/1.3475413","article-title":"A perspective on 3D surface-related multiple elimination","volume":"75","author":"Dragoset","year":"2010","journal-title":"Geophysics"},{"key":"ref_18","doi-asserted-by":"crossref","unstructured":"Beasley, C.J., Chambers, R.E., and Jiang, Z. (1998). A new look at simultaneous sources. SEG Technical Program Expanded Abstracts 1998, Proceedings of the 68th Annual International Meeting, New Orleans, LA, USA, 13\u201318 September 1998, SEG.","DOI":"10.1190\/1.1820149"},{"key":"ref_19","doi-asserted-by":"crossref","first-page":"924","DOI":"10.1190\/1.2954035","article-title":"Changing the mindset in seismic data acquisition","volume":"27","author":"Berkhout","year":"2008","journal-title":"Lead. Edge"},{"key":"ref_20","doi-asserted-by":"crossref","first-page":"1289","DOI":"10.1111\/j.1365-246X.2010.04906.x","article-title":"Theory of multisource crosstalk reduction by phase-encoded statics","volume":"184","author":"Schuster","year":"2011","journal-title":"Geophys. J. Int."},{"key":"ref_21","doi-asserted-by":"crossref","first-page":"802","DOI":"10.1111\/j.1365-2478.2012.01056.x","article-title":"On the relation between seismic interferometry and the simultaneous-source method","volume":"60","author":"Wapenaar","year":"2012","journal-title":"Geophys. Prospect."},{"key":"ref_22","doi-asserted-by":"crossref","first-page":"233","DOI":"10.1190\/1.1438579","article-title":"Water reverberations, their nature and elimination","volume":"24","author":"Backus","year":"1959","journal-title":"Geophysics"},{"key":"ref_23","doi-asserted-by":"crossref","first-page":"592","DOI":"10.1190\/1.1440638","article-title":"2D multiple reflections","volume":"41","author":"Riley","year":"1976","journal-title":"Geophysics"},{"key":"ref_24","doi-asserted-by":"crossref","first-page":"327","DOI":"10.1190\/1.1444912","article-title":"Elimination of free-surface related multiples without need of the source wavelet","volume":"66","author":"Amundsen","year":"2001","journal-title":"Geophysics"},{"key":"ref_25","doi-asserted-by":"crossref","unstructured":"Minato, S., Matsuoka, T., and Tsuji, T. (2011). Singular-value decomposition analysis for seismic interferometry by multidimensional deconvolution. SEG Technical Program Expanded Abstracts 2011, Proceedings of the 81st Annual International Meeting, San Antonio, TX, USA, 18\u201323 September 2011, SEG.","DOI":"10.1190\/1.3627752"},{"key":"ref_26","first-page":"1","article-title":"Up and down deconvolution in complex geological scenarios","volume":"86","author":"Boiero","year":"2020","journal-title":"Geophysics"},{"key":"ref_27","first-page":"666","article-title":"Interferometric redatuming by sparse inversion","volume":"192","author":"Herrmann","year":"2012","journal-title":"Geophys. J. Int."},{"key":"ref_28","doi-asserted-by":"crossref","first-page":"Q53","DOI":"10.1190\/geo2017-0166.1","article-title":"Target-enclosed seismic imaging","volume":"82","author":"Ravasi","year":"2017","journal-title":"Geophysics"},{"key":"ref_29","doi-asserted-by":"crossref","first-page":"095010","DOI":"10.1088\/1361-6420\/aba9d1","article-title":"Seismic wavefield redatuming with regularized multi-dimensional deconvolution","volume":"36","author":"Luiken","year":"2020","journal-title":"Inverse Probl."},{"key":"ref_30","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1190\/geo2020-0796.1","article-title":"An open-source framework for the implementation of large-scale integral operators with flexible, modern HPC solutions\u2014Enabling 3D Marchenko imaging by least squares inversion","volume":"86","author":"Ravasi","year":"2021","journal-title":"Geophysics"},{"key":"ref_31","doi-asserted-by":"crossref","first-page":"792","DOI":"10.1093\/gji\/ggv330","article-title":"On Green\u2019s function retrieval by iterative substitution of the coupled Marchenko equations","volume":"203","author":"Vasconcelos","year":"2015","journal-title":"Geophys. J. Int."},{"key":"ref_32","doi-asserted-by":"crossref","first-page":"S439","DOI":"10.1190\/geo2017-0262.1","article-title":"Rayleigh-Marchenko redatuming for target-oriented, true-amplitude imaging","volume":"86","author":"Ravasi","year":"2017","journal-title":"Geophysics"},{"key":"ref_33","doi-asserted-by":"crossref","first-page":"911","DOI":"10.1111\/1365-2478.12161","article-title":"Review Paper: An outlook on the future of seismic imaging, Part I: Forward and reverse modelling","volume":"62","author":"Berkhout","year":"2014","journal-title":"Geophys. Prospect."},{"key":"ref_34","doi-asserted-by":"crossref","unstructured":"Garg, A., Sharma, S., and Verschuur, D. (2018, January 11\u201314). Reservoir Elastic Parameters Estimation from Surface Seismic Data Using JMI-res: A Full-Wavefield Approach. Proceedings of the 80th Annual International Conference and Exhibition, Copenhagen, Denmark. Extended Abstracts.","DOI":"10.3997\/2214-4609.201800726"},{"key":"ref_35","doi-asserted-by":"crossref","first-page":"841","DOI":"10.1046\/j.1365-2478.1999.00165.x","article-title":"Marine seismic wavefield measurement to remove sea-surface multiples","volume":"47","author":"Ziolkowski","year":"1999","journal-title":"Geophys. Prospect."},{"key":"ref_36","doi-asserted-by":"crossref","unstructured":"Wapenaar, K., Fokkema, J., Dillen, M., and Scherpenhuijsen, P. (2000, January 6\u201311). One-way acoustic reciprocity and its applications in multiple elimination and time-lapse seismics. Proceedings of the 70th Annual International Meeting, Calgary, AB, CA. Expanded Abstracts.","DOI":"10.1190\/1.1815939"},{"key":"ref_37","doi-asserted-by":"crossref","first-page":"A51","DOI":"10.1190\/1.2976118","article-title":"Passive seismic interferometry by multidimensional deconvolution","volume":"73","author":"Wapenaar","year":"2008","journal-title":"Geophysics"},{"key":"ref_38","doi-asserted-by":"crossref","first-page":"1258","DOI":"10.1190\/1.3496916","article-title":"The ups and downs of ocean-bottom seismic processing: Applications of wavefield separation and up-down deconvolution","volume":"29","author":"Wang","year":"2010","journal-title":"Lead. Edge"},{"key":"ref_39","first-page":"609","article-title":"Full-field multidimensional deconvolution to retrieve body-wave reflections from sparse passive sources","volume":"210","author":"Hartstra","year":"2017","journal-title":"Geophys. J. Int."},{"key":"ref_40","doi-asserted-by":"crossref","unstructured":"Boiero, D., Bagaini, C., Banerjee, S., Bloor, R., Kostov, C., Caprioli, P., and Zarkhidze, A. (2020, January 8\u201311). What to Do When Up-Down Deconvolution Breaks Down. Proceedings of the 82th Annual International Conference and Exhibition, Online. Extended Abstracts.","DOI":"10.3997\/2214-4609.202011149"},{"key":"ref_41","doi-asserted-by":"crossref","unstructured":"Lokshtanov, D. (2020, January 8\u201311). Fast and efficient up-down decomposition and deconvolution for OBS data. Proceedings of the 82th Annual International Conference and Exhibition, Online. Extended Abstracts.","DOI":"10.3997\/2214-4609.202011281"},{"key":"ref_42","unstructured":"de Hoop, A.T. (1995). Handbook of Radiation and Scattering of Waves: Acoustic Waves in Fluids, Elastic Waves in Solids, Electromagnetic Waves, Academic Press."},{"key":"ref_43","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1093\/gji\/ggv062","article-title":"Seismic interferometry by multidimensional deconvolution without wavefield separation","volume":"202","author":"Ravasi","year":"2015","journal-title":"Geophys. J. Int."},{"key":"ref_44","doi-asserted-by":"crossref","first-page":"865","DOI":"10.1029\/93RS01632","article-title":"One-way wave propagation methods in direct and inverse scalar wave propagation modeling","volume":"28","author":"Fishman","year":"1993","journal-title":"Radio Sci."},{"key":"ref_45","doi-asserted-by":"crossref","first-page":"178","DOI":"10.1111\/j.1365-246X.1996.tb01543.x","article-title":"One-way representations of seismic data","volume":"127","author":"Wapenaar","year":"1996","journal-title":"Geophys. J. Int."},{"key":"ref_46","doi-asserted-by":"crossref","first-page":"9540135","DOI":"10.1155\/2020\/9540135","article-title":"Reciprocity and Representation Theorems for Flux- and Field-Normalised Decomposed Wave Fields","volume":"2020","author":"Wapenaar","year":"2020","journal-title":"Adv. Math. Phys."},{"key":"ref_47","doi-asserted-by":"crossref","first-page":"SI33","DOI":"10.1190\/1.2213955","article-title":"Green\u2019s function representations for seismic interferometry","volume":"71","author":"Wapenaar","year":"2006","journal-title":"Geophysics"},{"key":"ref_48","unstructured":"Gutknecht, M.H. (2021, July 09). Block Krylov Space Methods for Linear Systems with Multiple Right-Hand Sides: An Introduction. Available online: http:\/\/citeseerx.ist.psu.edu\/viewdoc\/summary?doi=10.1.1.189.5036."},{"key":"ref_49","doi-asserted-by":"crossref","unstructured":"Luiken, N., van Leeuwen, T., and Garg, A. (2019, January 15\u201320). Block-Krylov methods for multi-dimensional deconvolution. Proceedings of the 89th Annual International Meeting, San Antonio, TX, USA. Expanded Abstracts.","DOI":"10.1190\/segam2019-3216690.1"},{"key":"ref_50","doi-asserted-by":"crossref","first-page":"1795","DOI":"10.1016\/j.matcom.2011.01.016","article-title":"Comparing parameter choice methods for regularization of ill-posed problems","volume":"81","author":"Bauer","year":"2011","journal-title":"Math. Comput. Simul."},{"key":"ref_51","doi-asserted-by":"crossref","first-page":"43","DOI":"10.1145\/355984.355989","article-title":"LSQR: An Algorithm for Sparse Linear Equations and Sparse Least Squares","volume":"8","author":"Paige","year":"1982","journal-title":"ACM Trans. Math. Softw."},{"key":"ref_52","doi-asserted-by":"crossref","first-page":"100361","DOI":"10.1016\/j.softx.2019.100361","article-title":"PyLops\u2014A linear-operator Python library for scalable algebra and optimization","volume":"11","author":"Ravasi","year":"2020","journal-title":"SoftwareX"},{"key":"ref_53","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1190\/geo2020-0939.1","article-title":"Scattering-based focusing for imaging in highly complex media from band-limited, multi-component data","volume":"86","author":"Vargas","year":"2021","journal-title":"Geophysics"},{"key":"ref_54","doi-asserted-by":"crossref","first-page":"1795","DOI":"10.1190\/1.1444473","article-title":"Reciprocity properties of one-way propagators","volume":"63","author":"Wapenaar","year":"1998","journal-title":"Geophysics"},{"key":"ref_55","doi-asserted-by":"crossref","first-page":"600","DOI":"10.1109\/TIP.2003.819861","article-title":"Image quality assessment: From error visibility to structural similarity","volume":"13","author":"Wang","year":"2004","journal-title":"IEEE Trans. Image Process."},{"key":"ref_56","unstructured":"Kuijpers, D., Vasconcelos, I., and Putzky, P. (2021). Reconstructing missing seismic data using Deep Learning. arXiv."},{"key":"ref_57","doi-asserted-by":"crossref","first-page":"066620","DOI":"10.1103\/PhysRevE.73.066620","article-title":"Equivalence of the virtual-source method and wave-field deconvolution in seismic interferometry","volume":"73","author":"Snieder","year":"2006","journal-title":"Phys. Rev. E"},{"key":"ref_58","doi-asserted-by":"crossref","unstructured":"Nakata, N., and Snieder, R. (2011). Near-surface weakening in Japan after the 2011 Tohoku-Oki earthquake. Geophys. Res. Lett., 38.","DOI":"10.1029\/2011GL048800"},{"key":"ref_59","doi-asserted-by":"crossref","unstructured":"Nakata, N., and Snieder, R. (2012). Estimating near-surface shear wave velocities in Japan by applying seismic interferometry to KiK-net data. J. Geophys. Res. Solid Earth, 117.","DOI":"10.1029\/2011JB008595"},{"key":"ref_60","doi-asserted-by":"crossref","first-page":"39","DOI":"10.1016\/0031-9201(77)90008-5","article-title":"Detection of waves converted from P to SV in the mantle","volume":"15","author":"Vinnik","year":"1977","journal-title":"Phys. Earth Planet. Inter."},{"key":"ref_61","doi-asserted-by":"crossref","first-page":"2504","DOI":"10.1785\/BSSA0810062504","article-title":"The isolation of receiver effects from teleseismic P waveforms","volume":"81","author":"Ammon","year":"1991","journal-title":"Bull.-Seismol. Soc. Am."},{"key":"ref_62","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1016\/j.tecto.2011.12.004","article-title":"Generalised receiver functions and seismic interferometry","volume":"532\u2013535","author":"Galetti","year":"2012","journal-title":"Tectonophysics"},{"key":"ref_63","doi-asserted-by":"crossref","first-page":"V19","DOI":"10.1190\/1.2841038","article-title":"Simply denoise: Wavefield reconstruction via jittered undersampling","volume":"73","author":"Hennenfent","year":"2008","journal-title":"Geophysics"},{"key":"ref_64","doi-asserted-by":"crossref","unstructured":"Natterer, F. (2001). The Mathematics of Computerized Tomography, Society for Industrial and Applied Mathematics.","DOI":"10.1137\/1.9780898719284"},{"key":"ref_65","doi-asserted-by":"crossref","first-page":"670","DOI":"10.1109\/TIP.2002.1014998","article-title":"The curvelet transform for image denoising","volume":"11","author":"Starck","year":"2002","journal-title":"IEEE Trans. Image Process."},{"key":"ref_66","doi-asserted-by":"crossref","first-page":"861","DOI":"10.1137\/05064182X","article-title":"Fast Discrete Curvelet Transforms","volume":"5","author":"Demanet","year":"2006","journal-title":"Multiscale Model. Simul."},{"key":"ref_67","doi-asserted-by":"crossref","first-page":"298","DOI":"10.1137\/060649781","article-title":"Optimally Sparse Multidimensional Representation Using Shearlets","volume":"39","author":"Guo","year":"2007","journal-title":"SIAM J. Math. Anal."},{"key":"ref_68","doi-asserted-by":"crossref","first-page":"V25","DOI":"10.1190\/1.3380591","article-title":"Seislet transform and seislet frame","volume":"75","author":"Fomel","year":"2010","journal-title":"Geophysics"},{"key":"ref_69","doi-asserted-by":"crossref","first-page":"203","DOI":"10.1190\/1.1441328","article-title":"Wave propagation and sampling theory\u2014Part I: Complex signal and scattering in multilayered media","volume":"47","author":"Morlet","year":"1982","journal-title":"Geophysics"},{"key":"ref_70","doi-asserted-by":"crossref","unstructured":"St\u00e9phane, M. (2009). A Wavelet Tour of Signal Processing, Academic Press. [3rd ed.].","DOI":"10.1016\/B978-0-12-374370-1.00010-0"},{"key":"ref_71","doi-asserted-by":"crossref","first-page":"183","DOI":"10.1137\/080716542","article-title":"A Fast Iterative Shrinkage-Thresholding Algorithm for Linear Inverse Problems","volume":"2","author":"Beck","year":"2009","journal-title":"SIAM J. Imaging Sci."},{"key":"ref_72","doi-asserted-by":"crossref","first-page":"890","DOI":"10.1137\/080714488","article-title":"Probing the Pareto Frontier for Basis Pursuit Solutions","volume":"31","author":"Friedlander","year":"2009","journal-title":"SIAM J. Sci. 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