mikhailmalovichko

Mikhail Malovichko

Research Scientist
Laboratory of Quantum algorithms for machine learning and optimisation
Center for Artificial Intelligence Technology

My research interest is in the general field of inverse problems. My areas of expertise can be categorized into the PDE-based inverse problems, mathematical modeling, imaging methods, optimization, and high-performance computing. So far, I was focused on applications in two fields: geophysics, and medical imaging. Thus, most of my publications lie at the intersection of applied mathematics, geophysical inverse problems, and medical imaging.

Refereed journals

  • M.S. Malovichko, A.V. Tarasov, N.B. Yavich, K.V. Titov, Application of optimal control to inversion of self-potential data: theory and synthetic examples,
    IEEE Transactions on Geoscience and Remote Sensing, (2021),  https://doi.org/10.1109/TGRS.2021.3121538
  • N. Yavich, N. Koshev, M. Malovichko, A. Razorenova, M. Fedorov, Conservative Finite Element Modeling of EEG and MEG on Unstructured Grids, (2021) IEEE Transactions on Medical Imaging,  https://doi.org/10.1109/TMI.2021.3119851
  • N. Yavich, N. Khokhlov, M. Malovichko, M.S. Zhdanov, Contraction operator transformation for the complex heterogeneous Helmholtz equation, (2021) Computers & Mathematics with Applications, 86, pp. 63-72
  • M. Malovichko, N. Koshev, N. Yavich, A. Razorenova, M. Fedorov, Electroencephalographic source reconstruction by the finite-element approximation of the elliptic Cauchy problem, (2021) IEEE Transactions on Biomedical Engineering, 68(6), pp. 1811-1819
  • M. Malovichko, N. Khokhlov, N. Yavich, M. Zhdanov, Incorporating known petrophysical model in the seismic full-waveform inversion using the Gramian constraint, (2020) Geophysical Prospecting, 68 (4), pp. 1361-1378.
  • N. Yavich, M. Malovichko, A. Shlykov, Parallel simulation of audio-and radio-magnetotelluric data, (2020) Minerals, 10 (1), art. no. 42.
  • N. Koshev, N. Yavich, M. Malovichko, E. Skidchenko, M. Fedorov, FEM-based Scalp-to-Cortex EEG data mapping via the solution of the Cauchy problem, (2020) Journal of Inverse and Ill-Posed Problems,  28(4).
  • M. Malovichko, I. Petrov, On numerical solution of joint inverse geophysical problems with structural constraints, (2020) Computer Research and Modeling, 12(2), pp. 329–343
  • M. Malovichko, A. Tarasov, N. Yavich, M. Zhdanov, Mineral exploration with 3-D controlled-source electromagnetic method: A synthetic study of Sukhoi Log gold deposit, (2019) Geophysical Journal International, 219 (3), pp. 1698-1716.
  • M. Malovichko, N. Khokhlov, N. Yavich, M. Zhdanov,  Acoustic 3D modeling by the method of integral equations, (2018) Computers and Geosciences, 111, pp. 223-234.
  • M. Malovichko, N. Khokhlov, N. Yavich, M. Zhdanov,  Approximate solutions of acoustic 3D integral equation and their application to seismic modeling and full-waveform inversion, (2017) Journal of Computational Physics, 346, pp. 318-339.
  • M. Malovichko, N. Khokhlov, N. Yavich, M. Zhdanov, Parallel algorithm for 3D modeling of monochromatic acoustic field using integral equations,(2016) Supercomputing Frontiers and Innovations, 3 (4), pp. 74-78.

Patents

  • A.Tulupov, E. Lisitsyn, V. Kyasper, A. Petrov, M. Malovichko, Method for marine electrical survey of oil-and-gas deposits: patent USA 8076942, application no.201000226205; US classification:324/365, 324/362, 324/357; international classification: G01V3/02;publication date:09.09.2010; issue date 13.12.2011.

Conferences

  • M. Malovichko, A. Orazbayev, N. Yavich, N. Khokhlov, A Novel Approach to Newtonian Full-Wave Inversion, (2021) EAGE Geomodel 2021
  • M. Malovichko, N. Yavich, Y. Kravets, A. Shlykov, Fast Finite-difference Audiomagnetotelluric Simulation, (2020) EAGE Near-Surface Geosciences
  • A. Gordov, N. Khokhlov, M. Malovichko, GPU-accelerated integral-equation seismic simulation, (2020) Russian Supercomputer Days
  • A. Razorenova, N. Yavich, M. Malovichko, M. Fedorov, N. Koshev, D. Dylov, Deep Learning for Non-Invasive Cortical Potential Imaging, (2020) Machine Learning in Clinical Neuroimaging and Radiogenomics in Neuro-oncology
  • N. Yavich, M. Malovichko, M. Zhdanov, Towards efficient finite-element EM modeling on hexahedral grids, (2019) 81st EAGE Conference and Exhibition
  • M. Malovichko, A. Tarasov, N. Yavich, M. Zhdanov, Comparing the effectiveness of CSEM, CSAMT, and DC methods on a 3D model of gold deposit, (2019) 81st EAGE Conference and Exhibition
  • M. Malovichko, N. Yavich, N. Khokhlov, M. Zhdanov, On the optimal strategy of three-dimensional inversion of low-frequency electromagnetic data, (2018) EAGE Conference on Geophysics for Mineral Exploration and Mining
  • M. Malovichko, N. Yavich, N. Khokhlov, M. Zhdanov, The Gramian constraint for incorporating a priori geoelectrical model into seismic full-waveform inversion, (2018) EAGE Conference on Geophysics for Mineral Exploration and Mining
  • N. Yavich, M. Malovichko, N. Khokhlov, M. Zhdanov,Preconditioning the time-harmonic acoustic wave equation based on a special contraction operator transformation, (2018)  EAGE Conference on Geophysics for Mineral Exploration and Mining
  • M. Malovichko, N. Khokhlov, N. Yavich, M. Zhdanov, Parallel integral equation method and algorithm for 3D seismic modelling, (2017) 79th EAGE Conference and Exhibition
  • N. Yavich, M. Malovichko, N. Khokhlov, M. Zhdanov, Advanced method of FD electromagnetic modeling based on contraction operator,(2017) 79th EAGE Conference and Exhibition
  • M. Malovichko, N. Yavich, M. Zhdanov, Integrating electrical conductivity in 3D seismic inversion with Gramian constraints, (2017) 79th EAGE Conference and Exhibition
  • M. Malovichko, N. Khokhlov, N. Yavich, M. Zhdanov, Quasi-analytical approximation for acoustic 3D full-waveform inversion,(2016) EAGE Conference on Geophysics for Mineral Exploration and Mining
  • M. Malovichko, N. Khokhlov, N. Yavich, I. Petrov, Applicability of the method of integral equations to three-dimensional seismic inverse problems, (2016) EAGE Geomodel 2016
  • M. Malovichko, N. Khokhlov, N. Yavich, M. Zhdanov,Quasi-Analytical approximation for acoustic 3D full-waveform inversion,(2016) 22nd European Meeting of Environmental and Engineering Geophysics
  • N. Khokhlov, N. Yavich, M. Malovichko, I. Petrov,Solution of Large-scale Seismic Modeling Problems, (2015) Procedia Computer Science, 66, pp. 191-199.
  • D. Daudina, M. Malovichko, N. Myasoedov, A. Nikishin, E. Poludetkina, S. Tikhotskiy, M. Tokarev, Joint inversion of multi-type geophysical and geochemical data for hydrocarbon systems exploration at sea shelf, (2014) 6th Saint Petersburg International Conference and Exhibition on Geosciences, pp. 825-829.