IITKGP

Research Areas

  • AI/ML in Geoscience
  • Natural Resourse Exploration
  • Dynamics of Mantle and Crust
  • Global Geodynamics and Indian Plate
  • Gravity, Magnetic, and Gradiometry

My research activity is mainly focused on high-resolution joint modeling and inversion of potential field constrained with other data sets at various scales a few kilometers of depth scale to lithospheric mantle scale modeling. I mainly use in-house developed algorithms for inversion producing high-end geologically consistent results, and commercial Software like Oasis-Montaz, IGMAS+, LitMod2D, and Geomodeller for the geodynamic problems. My main focus has been on developing practical algorithms for inverting gravity, magnetic and full gravity gradient tensor data sets to reconstruct the three-dimensional distribution of physical properties using Machine Learning (ML) and Artificial Intelligence (AI) approaches. I have been actively working on individual inversion methods as well as joint and cooperative strategies for inverting multiple sets of geophysical and geological data. I have worked extensively on enhanced visualization of three-dimensional arrangements of complex geometries using an interdisciplinary geophysical approach and to understand the mechanism of deeper subsurface structures associated with lithosphere and the cause of mantle deformation using a density model.

  • Lithospheric-mantle modification beneath the thick sedimentary fan of Bay of Bengal: Inference from the 3D gravity model Dubey C. P., Tiwari V. M. By Tectonophysics 826 1-14 (2022)
  • Basement Relief of Sedimentary Basin Using Gravity Data from Deep Neural Network Approach Dubey C. P., Majhi M. , Pandey L. By Journal of Geology & Geophysics 12 1-14 (2023)
  • Crustal Density and Susceptibility Structure beneath Achankovil Shear Zone, India Prasad M., Dubey C. P., Joshi K. B., Tiwari V. M. By Lithosphere 2021 1-15 (2021)
  • Computation of the gravity field and its gradient: Some applications Dubey C. P., Tiwari V. M. By Computer and Geoscience 88 83-96 (2016)
  • Computation of the gravity field and its gradient: Some applications Dubey C. P., Tiwari V. M. By Computer and Geoscience 88 83-96 (2016)
  • Interpretation of Isolated Magnetic Profile Using Simulated Annealing Approach Sheenu S., Dubey C. P. By Journal of Environmental and Engineering Geophysics 27 149-164 (2022)
  • A 3D model of the Wathlingen salt dome in the Northwest German Basin from joint modeling of gravity, gravity gradient, and curvature Dubey C. P., Götze H. J., Schmidt S. , Tiwari V. M. By Interpretation 2 103-115 (2014)
  • A 3D model of the Wathlingen salt dome in the Northwest German Basin from joint modeling of gravity, gravity gradient, and curvature Dubey C. P., Götze H. J., Schmidt S. , Tiwari V. M. By Interpretation 2 103-115 (2014)
  • Insights into the Lurking Structures and Related Intraplate Earthquakes in the Region of Bay of Bengal Using Gravity and Full Gravity Gradient Tensor Dubey C. P., Tiwari V. M., Rao P. R. By Pure and Applied Geophysics 174 4357-4368 (2017)
  • Insights into the Lurking Structures and Related Intraplate Earthquakes in the Region of Bay of Bengal Using Gravity and Full Gravity Gradient Tensor Dubey C. P., Tiwari V. M., Rao P. R. By Pure and Applied Geophysics 174 4357-4368 (2017)
  • Co-Principal Investigator
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