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Natalia Stepanova

Mag.

  • Institute of Stochastics
  • Emailnatalia.stepanovajkuat
  • Overview
  • Network
  • Research output (23)
  • Projects (1)
  • Activities (7)

Research output

  • 11 Article
  • 10 Conference proceedings
  • 2 Chapter

Research output per year

Research output per year

  • Simulation-Based Optimization for Resource Allocation Problem in Finite-Source Queue with Heterogeneous Repair Facility

    Efrosinin, D., Vishnevskiy, V. & Stepanova, N., 16 Feb 2025, Distributed Computer and Communication Networks: 27th International Conference, DCCN 2024, Moscow, Russia, September 23–27, 2024, Revised Selected Papers. Vishnevsky, V. M., Samouylov, K. E. & Kozyrev, D. V. (eds.). Springer Nature, p. 187-202 16 p. 15460. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 15460 LNCS).

    Research output: Chapter in Book/Report/Conference proceeding › Conference proceedings › peer-review

  • Use Cases of Machine Learning in Queueing Theory Based on a GI/G/K System

    Efrosinin, D., Vishnevskiy, V., Stepanova, N. & Sztrik, J., 25 Feb 2025, In: Mathematics. 13, 5, 36 p., 776.

    Research output: Contribution to journal › Article › peer-review

    Open Access
  • A Machine-Learning Approach to Queue Length Estimation Using Tagged Customers Emission

    Efrosinin, D., Vishnevskiy, V. & Stepanova, N., 2024, Distributed Computer and Communication Networks: Control, Computation, Communications. 26th International Conference, DCCN 2023, Moscow, Russia, September 25–29, 2023, Revised Selected Papers. Vishnevskiy, V. M., Kozyrev, D. V., Samouylov, K. E. & Kozyrev, D. V. (eds.). Springer, Vol. 14123. p. 265-276 12 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 14123 LNCS).

    Research output: Chapter in Book/Report/Conference proceeding › Conference proceedings › peer-review

  • Average Cost Minimization in a Multi-server Retrial Queueing System with a Controllable Reserve Group of Servers

    Efrosinin, D. & Stepanova, N., 2023, Distributed Computer and Communication Networks: Control, Computation, Communications. DCCN 2022. Lecture Notes in Computer Science. Vishnevskiy, V.M., Samouylov, K.E., Kozyrev, D.V. (ed.). Springer, Vol. 13766. 12 p. (Lecture Notes in Computer Science (LNCS)).

    Research output: Chapter in Book/Report/Conference proceeding › Chapter › peer-review

  • Optimal scheduling in general multi-queue system by combining simulation and neural network techniques

    Efrosinin, D., Vishnevskiy, V. & Stepanova, N., 10 Jun 2023, In: Sensors. 23, 12, 25 p., 5479.

    Research output: Contribution to journal › Article › peer-review

    Open Access
View all 23 research outputs

Projects

  • 1 Finished

Projects per year

  • Artificial intelligence based enhancement of performance evaluation and optimization methods for controlled queueing systems

    Efrosinin, D. (Researcher), Stepanova, N. (Researcher) & Gal, Z. (Researcher)

    01.11.2024 → 01.11.2025

    Project: Funded research › Other sponsors

Activities

  • 4 Invited talk
  • 3 Contributed talk

Activities per year

  • Simulation-Based Optimization for Resource Allocation Problem in Finite-Source Queue with Heterogeneous Repair Facility

    Efrosinin, D. (Speaker), Stepanova, N. (Speaker) & Vishnevskiy, V. (Speaker)

    24 Sept 2024

    Activity: Talk or presentation › Contributed talk › science-to-science

  • Reinforcement learning vs random search for discrete optimization in queueing systems

    Efrosinin, D. (Speaker) & Stepanova, N. (Speaker)

    26 Aug 2024

    Activity: Talk or presentation › Contributed talk › science-to-science

  • The Robustness of the cμ-Rule for a Unreliable Single-Server Two-Class System with Constant Retrial Rates

    Efrosinin, D. (Speaker) & Stepanova, N. (Speaker)

    17 May 2022

    Activity: Talk or presentation › Contributed talk › science-to-science

  • Trees classification based on Fourier coefficients of the sapflow density flux

    Efrosinin, D. (Speaker), Gudkova, I. (Speaker), Stepanova, N. (Speaker), Yarovslavtsev, A. (Speaker), Samouylov, K. (Speaker) & Valentini, R. (Speaker)

    06 Nov 2020

    Activity: Talk or presentation › Invited talk › science-to-science

  • Evaluation and prediction of an optimal control in a processor sharing queueing system with heterogeneous servers

    Efrosinin, D. (Speaker), Stepanova, N. (Speaker) & Rykov, V. (Speaker)

    16 Sept 2020

    Activity: Talk or presentation › Invited talk › science-to-science

View all 7 activities
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