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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*,**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.