Розробка алгоритмів обробки сигналів і машинного навчання для телекомунікацій. Поточні наукові дослідження включають розв’язання систем нелінійних рівнянь та глобальну максимізацію багатозмінних функцій з застосуванням до різних задач у сфері машинного навчання, фізики, розпізнавання образів, акустики, обробки біомедичних сигналів, космології.
Основні наукові публікації:
Semenov, V., & Semenova, Y. "Method for the Automatic Modulation Classification for the Sums of Phase-Shift-Keying Signals Based on Polynomial Features." Proceedings of 2024 IEEE Elnano Conference, 2024, pp. 587–590. DOI: 10.1109/ELNANO63394.2024.10756909
Zadiraka, V. K., & Semenov, V. Yu. "Methods for the solution of systems of nonlinear algebraic equations and functions’ minimization tasks: elements of theory and applications." Kyiv, Naukova Dumka, 2023
Mhaskar, H. N., Pereverzyev, S. V., Semenov, V. Yu., & Semenova, E. V. "Data Based Construction of Kernels for Semi-Supervised Learning With Less Labels." Frontiers in Applied Mathematics and Statistics, 2019, Vol. 5, Article 21. DOI: 10.3389/fams.2019.00021
Semenov, V., & Semenova, E. V. "Method for Localizing the Zeros of Analytic Functions Based on the Krawczyk Operator." Cybernetics and Systems Analysis, 2019, Vol. 55, No. 3, pp. 514–520. DOI: 10.1007/s10559-019-00134
Mhaskar, H. N., Pereverzyev, S. V., Semenov, V. Yu., & Semenova, E. V. "Data based construction of kernels for classification." In 2018 Matrix Annals, Editor: Wood D. R., Springer, 2019. DOI: 10.1007/978-3-030-04161-8_15
Semenov, V., & Prestin, J. "Investigating the Orthogonality Conditions of Wavelets Based on Jacobi Polynomials." Cybernetics and Systems Analysis, 2018, Vol. 54, pp. 678–686. DOI: 10.1007/s10559-018-0070-0
· Semenov, V. "Demodulation method for continuous phase modulation signals." Radioelectronics and Communications Systems, 2018, Vol. 61, No. 4, pp. 153–156. DOI: 10.3103/S073527271804004X
Semenov, V. "A Method to Find all the Roots of the System of Nonlinear Algebraic Equations Based on the Krawczyk Operator." Cybernetics and Systems Analysis, 2015, Vol. 51, pp. 169–175. DOI: 10.1007/s10559-015-9710-0
Semenov, V. "Method for the Calculation of all Zeros of an Analytic Function Based on the Kantorovich Theorem." Computational Methods in Applied Mathematics, 2014, Vol. 14, No. 3, pp. 385–392. DOI: 10.1515/cmam-2014-0014
Semenov, V. "The Method of Determining All Real Nonmultiple Roots of Systems of Nonlinear Equations." Computational Mathematics and Mathematical Physics, 2007, Vol. 47, No. 9, pp. 1428–1434. DOI: 10.1134/S0965542507090100
· Semenov, V. "A novel approach to calculation of line spectral frequencies based on inter-frame ordering property." In Proceedings of IEEE International Conference on Acoustics, Speech and Signal Processing, 2006, Toulouse, Vol. 3, pp. 1072–1075. DOI: 10.1109/ICASSP.2006.1660760