Artificial intelligence and supercomputer simulation.- The Classification of Synaptic Responses in Mice Hippocampal Slices Using Machine Learning Approach.- Development of Artificial Intelligence for Complex Objects of the Oil and Gas Industry Based on Self Assembly of a Unified Artificial Immune System with Endocrine Regulation of Homeostasis.- Intelligent Investigator Support System for Assessing the Degree of Guilt of a Suspect Based on Fuzzy Neural Networks.- A Study of Neural Network Architectures with Memory Based on Fuzzy Logic for Financial Time Series Forecasting.- Construction of Multi level Regular Networks Based on the Operation of Composition of Circulant Graphs.- Soil Aware Physics Informed Neural Networks for Modeling Cesium-137 Migration.- Image Feature Informed Networks (IFINet) for Anomaly Detection in Video Game Frames.- Application of Deep Learning for Electrogram Segmentation.- Computing in optimization and optimal control.- Optimization of the Structure of the Solution of Parametric Problems by Methods of Modification of Ant Colonies Taking into Account Time Factors.- Optimization Problem for the Special Fuzzy Assignment Problem.- Generalized H2 Control of Linear Descriptor Systems.- Mathematical Model of the Controlled Motion of a Spherical Robot with Electromagnetic Drive.- The Worst-case Disturbances Acting on Multi-mass Mechanical Systems.- Parallel Global Optimization Algorithm Employing Decision Trees for Launching Local Methods.- Computational methods for mathematical models analysis.- Application of Grid Characteristic Method to the Numerical Simulation of Strong Short Term Dynamic Loads on Underground Structures.- Numerical Simulation of Dynamic Compression of a Multilayer Package of Metal Meshes.- Numerical Simulation of 3D Marine Seismic Exploration on HPC Systems.- Triple Analysis Algorithms in the Networks of the Calcium Neuron Activity.- Numerical Modeling of Elastic Waves in Thin Shells with Grid-Characteristic Method.- Problem of Boundary Observation for the Quasi stationary Electrical Approximation.- Dynamics of a Multi-piston Vibropercussion Mechanism Equipped with a Reaction Weight.- Stable Heteroclinic Cycle in the Ensemble of Generalized Lotka-Volterra Elements.- On the Attractor-Repeller Collision in the Periodically Forced Duffing Equation.- Methods for Testing Refinery Material Balance Data Reconciliation Models.