AccScience Publishing / JSE / Online First / DOI: 10.36922/JSE026110046
ARTICLE

Image-domain least-squares reverse time migration based on the qP-wave equation in vertically transversely isotropic media

Shuo Wei1 Bingshou He1,2* Mingqian Wang1 Xuefeng Wu1 Huixing Zhang1,2
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1 Key Laboratory of Submarine Geosciences and Prospecting Techniques, Ministry of Education of the People’s Republic of China, College of Marine Geosciences, Ocean University of China, Qingdao, Shandong, China
2 Laboratory for Marine Mineral Resources, Qingdao Marine Science and Technology Center, Qingdao, Shandong, China
Received: 10 March 2026 | Revised: 15 May 2026 | Accepted: 15 May 2026 | Published online: 3 June 2026
© 2026 by the Author(s). This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution 4.0 International License ( https://creativecommons.org/licenses/by/4.0/ )
Abstract

Reverse time migration based on the wave equation can effectively image subsurface structures, but it often suffers from amplitude imbalance and limited resolution because it relies on the adjoint operator rather than the true inverse operator. Least-squares reverse time migration (LSRTM) alleviates these issues but is computationally expensive in the data domain. In this study, we propose a hybrid-regularization-based qP-wave image-domain LSRTM method for vertically transversely isotropic (VTI) media. The Hessian operator is approximated using space-variant point-spread functions constructed via Born modeling and migration. A hybrid regularization strategy combining Tikhonov and total variation terms is employed, and the optimization problem is efficiently solved using the Split Bregman method. Numerical results on synthetic and field data demonstrate that the proposed method improves imaging resolution, amplitude balance, and structural continuity, while maintaining high computational efficiency. This approach provides an effective solution for target-oriented seismic imaging in VTI media.

Keywords
Reverse time migration
Anisotropic media
Point-spread function
Regularization
Funding
This work was supported by the Natural Science Foundation of Shandong Province (grant no. ZR2025MS675) and the National Natural Science Foundation of China (grant no. 42474148).
Conflict of interest
The authors declare that they have no known competing financial interests or personal relationships that could have appeared to influence the work reported in this paper.
References
  1. Gazdag J, Sguazzero P. Migration of seismic data. Proc IEEE. 1984;72(10):1302-1315. doi: 10.1109/PROC.1984.13019

 

  1. Freeman B, Klemperer S, Hobbs R. The deep structure of northern England and the Iapetus Suture zone from BIRPS deep seismic reflection profiles. J Geol Soc. 1988;145(5):727- 740. doi: 10.1144/gsjgs.145.5.0727

 

  1. Gray SH, Etgen J, Dellinger J, Whitmore D. Seismic migration problems and solutions. Geophysics. 2001;66(5):1622-1640. doi: 10.1190/1.1487107

 

  1. Keho T, Beydoun W. Paraxial ray Kirchhoff migration. Geophysics. 1988;53(12):1540-1546. doi: 10.1190/1.1442435

 

  1. Hokstad K. Multicomponent kirchhoff migration. Geophysics. 2000;65(3):861-873. doi: 10.1190/1.1444783

 

  1. Gazdag J. Wave equation migration with the phase-shift method. Geophysics. 1978;43(7):1342-1351. doi: 10.1190/1.1440899

 

  1. Zhang Y, Zhang G, Bleistein N. Theory of true-amplitude one-way wave equations and true-amplitude common-shot migration. Geophysics. 2005;70(4):E1-E10. doi: 10.1190/1.1988182

 

  1. Vivas FA, Pestana RC. True-amplitude one-way wave equation migration in the mixed domain. Geophysics. 2010;75(5):S199-S209. doi: 10.1190/1.3478574

 

  1. Baysal E, Kosloff DD, Sherwood JW. Reverse time migration. Geophysics. 1983;48(11):1514-1524. doi: 10.1190/1.1441434

 

  1. Sun R, McMechan GA. Pre-stack reverse-time migration for elastic waves with application to synthetic offset vertical seismic profiles. Proc IEEE. 1986;74(3):457-465. doi: 10.1109/PROC.1986.13486

 

  1. Thomsen L. Weak elastic anisotropy. Geophysics. 1986;51(10):1954-1966. doi: 10.1190/1.1442051

 

  1. Tsvankin I. P-wave signatures and notation for transversely isotropic media: An overview. Geophysics. 1996;61(2):467- 483. doi: 10.1190/1.1443974

 

  1. Backus GE. Long‐wave elastic anisotropy produced by horizontal layering. J Geophys Res. 1962;67(11):4427-4440. doi: 10.1029/JZ067i011p04427

 

  1. Alkhalifah T. An acoustic wave equation for anisotropic media. Geophysics. 2000;65(4):1239-1250. doi: 10.1190/1.1444815

 

  1. Zhou H, Zhang G, Bloor R. An anisotropic acoustic wave equation for modeling and migration in 2D TTI media. In: SEG Technical Program Expanded Abstracts 2006. Houston, TX: Society of Exploration Geophysicists; 2006:194-198. doi: 10.1190/1.2369913

 

  1. Fletcher RP, Du X, Fowler PJ. Reverse time migration in tilted transversely isotropic (TTI) media. Geophysics. 2009;74(6):WCA179-WCA187. doi: 10.1190/1.3269902

 

  1. Grechka V, Zhang L, Rector JW III. Shear waves in acoustic anisotropic media. Geophysics. 2004;69(2):576-582. doi: 10.1190/1.1707077

 

  1. Zhang Y, Wu GC. Review of prestack reverse-time migration in TTI media. Prog Geophys. 2013;28(1):409-420. [In Chinese] doi: 10.6038/pg20130146

 

  1. Pestana RC, Ursin B, Stoffa PL. Separate P-and SV-wave equations for VTI media. In: 12th International Congress of the Brazilian Geophysical Society. Brazilian Geophysical Society; 2011:1227-1232. doi: 10.3997/2214-4609-pdb.264.SBGF_2800

 

  1. Zhan G, Pestana RC, Stoffa PL. Decoupled equations for reverse time migration in tilted transversely isotropic media. Geophysics. 2012;77(2):T37-T45. doi: 10.1190/geo2011-0175.1

 

  1. Li J, Xin K, Dzulkefli FS. A new qP-wave approximation in tilted transversely isotropic media and its reverse time migration for areas with complex overburdens. Geophysics. 2022;87(4):S237-S248. doi: 10.1190/geo2021-0433.1

 

  1. Wei S, He B. A new pure qP-wave equation in tilted transversely isotropic media and its application in reverse time migration. J Appl Geophys. 2025:105821. doi: 10.1016/j.jappgeo.2025.105821

 

  1. Nemeth T, Wu C, Schuster GT. Least-squares migration of incomplete reflection data. Geophysics. 1999;64(1):208-221. doi: 10.1190/1.1444517

 

  1. Tarantola A. Inversion of seismic reflection data in the acoustic approximation. Geophysics. 1984;49(8):1259-1266. doi: 10.1190/1.1441754

 

  1. Dai W, Fowler P, Schuster GT. Multi‐source least‐squares reverse time migration. Geophys Prospect. 2012;60(4):681- 695. doi: 10.1111/j.1365-2478.2012.01092.x

 

  1. Zhang Y, Duan L, Xie Y. A stable and practical implementation of least-squares reverse time migration. Geophysics. 2015;80(1):V23-V31. doi: 10.1190/geo2013-0461.1

 

  1. Li C, Gao J, Gao Z, Wang R, Yang T. Reflection angle-domain pseudoextended least-squares reverse time migration using hybrid regularization. IEEE Trans Geosci Remote Sens. 2020;59(12):10671-10684. doi: 10.1109/TGRS.2020.3037230

 

  1. Feng Z, Schuster GT. Elastic least-squares reverse time migration. Geophysics. 2017;82(2):S143-S157. doi: 10.1190/geo2016-0254.1

 

  1. Qu Y, Li J, Huang J, Li Z. Elastic least-squares reverse time migration with velocities and density perturbation. Geophys J Int. 2018;212(2):1033-1056. doi: 10.1093/gji/ggx468

 

  1. Qu Y, Li J, Li Y, Li Z. Joint acoustic and decoupled-elastic least-squares reverse time migration for simultaneously using water-land dual-detector data. IEEE Trans Geosci Remote Sens. 2023;61:1-11. doi: 10.1109/TGRS.2023.3270930

 

  1. Yang J, Zhu H, McMechan G, Zhang H, Zhao Y. Elastic least-squares reverse time migration in vertical transverse isotropic media. Geophysics. 2019;84(6):S539-S553. doi: 10.1190/geo2018-0887.1

 

  1. Chen K, Liu L, Zhang L, Zhao Y. Vertical transversely isotropic elastic least-squares reverse time migration based on elastic wavefield vector decomposition. Geophysics. 2023;88(1):S27-S45. doi: 10.1190/geo2022-0068.1

 

  1. Zhong Y, Gu H, Liu Y, Luo X, Mao Q, Xu K. Anisotropic elastic least-squares reverse time migration with density variations in vertical transverse isotropic media. Acta Geophys. 2024;72(1):67-83. doi: 10.1007/s11600-023-01092-7

 

  1. Mu X, Huang J, Yang J, Guo X, Guo Y. Least-squares reverse time migration in TTI media using a pure qP-wave equation. Geophysics. 2020;85(4):S199-S216. doi: 10.1190/geo2019-0320.1

 

  1. Zhang S, Gu B, Li Z. Least-squares reverse time migration based on the viscoacoustic VTI pure qP-wave equation. Front Earth Sci. 2022;10:998986. doi: 10.3389/feart.2022.998986

 

  1. Huang J, Mao Q, Mu X, et al. Least‐squares reverse time migration based on an efficient pure qP‐wave equation. Geophys Prospect. 2024;72(4):1290-1311. doi: 10.1111/1365-2478.13326

 

  1. Huang J, Mu X, Yang J, Su L. Least-squares reverse time migration in viscoacoustic tilted transversely isotropic media. Geophysics. 2025;90(3):S69-S88. doi: 10.1190/geo2023-0422.1

 

  1. Hu J, Schuster GT. Migration deconvolution. In: Mathematical Methods in Geophysical Imaging V. Vol 3453. SPIE; 1998:118-124. doi: 10.1117/12.323283

 

  1. Lecomte I. Resolution and illumination analyses in PSDM: A ray-based approach. Leading Edge. 2008;27(5):650-663. doi: 10.1190/1.2919584

 

  1. Tang Y. Target-oriented wave-equation least-squares migration/inversion with phase-encoded Hessian. Geophysics. 2009;74(6):WCA95-WCA107. doi: 10.1190/1.3204768

 

  1. Valenciano AA, Biondi BL, Clapp RG. Imaging by target-oriented wave-equation inversion. Geophysics. 2009;74(6):WCA109-WCA120. doi: 10.1190/1.3250267

 

  1. Yang J, Huang J, Zhu H, McMechan G, Li Z. An efficient and stable high‐resolution seismic imaging method: point‐spread function deconvolution. J Geophys Res Solid Earth. 2022;127(7):e2021JB023281. doi: 10.1029/2021JB023281

 

  1. Wang Y, Huang C, Qu Y, Li M, Li J. Velocity-adaptive irregular point spread function deconvolution imaging using X-shaped denoising diffusion filtering. IEEE Trans Geosci Remote Sens. 2023;61:1-8. doi: 10.1109/TGRS.2023.3303184

 

  1. Sun J, Yang J, Huang J, Zhao C, Yu Y, Chen X. PsfDeconNet: High-resolution seismic imaging using point-spread function deconvolution with generative adversarial networks. IEEE Trans Geosci Remote Sens. 2024;62:1-9. doi: 10.1109/TGRS.2024.3362998

 

  1. Zhao C, Yang J, Huang J, Qin N, Yang F, Sun J. Image-domain least-squares imaging in an elastic vertically transversely isotropic medium: Multiparameter point-spread function deconvolution. Geophysics. 2024;89(5):S379-S390. doi: 10.1190/geo2024-0052.1

 

  1. Zhang W, Gao J. A tutorial of image-domain least-squares reverse time migration through point-spread functions. Geophysics. 2023;88(4):R559-R578. doi: 10.1190/geo2022-0629.1

 

  1. Zhang W, Gao J. 2-D and 3-D image-domain least-squares reverse time migration through point spread functions and excitation-amplitude imaging condition. IEEE Trans Geosci Remote Sens. 2022;60:1-15. doi: 10.1109/TGRS.2022.3215560

 

  1. Wang M, He B. Target-oriented image-domain elastic least-squares reverse time migration. J Appl Geophys. 2024;229:105496. doi: 10.1016/j.jappgeo.2024.105496

 

  1. Xu S, Zhou H. Accurate simulations of pure quasi- P-waves in complex anisotropic media. Geophysics. 2014;79(6):T341-T348. doi: 10.1190/geo2014-0242.1
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Journal of Seismic Exploration, Electronic ISSN: 0963-0651 Print ISSN: 0963-0651, Published by AccScience Publishing