Master degree program
Mathematical and Computer Modelling

Mathematical and Computer Modelling

QUALIFICATION

  • Scientific and pedagogical direction - Master of Engineering Sciences

MODEL OF GRADUATING STUDENT

ON1. Conduct research and obtain new fundamental and applied results, plan research in accordance with the approved direction of research in the field of specialization. Apply modern methods of mathematical modeling for scientific research.
ON2. Use the concepts of the essence, mechanisms and patterns of natural-physical, chemical-technological, natural, biological, medical and random processes in the development of conceptual and theoretical models of solvable applied problems.
ON3. Use high-performance computing systems and methods of mathematical and computer modeling in the analysis and solution of applied problems.
ON4. To draft and develop recommendations for the implementation of the research and numerical experiments in the production and financial industry using mathematical and computer simulation methods. Use probabilistic methods to solve actual problems of mechanics, physics, and economics.
ON5. To carry out an in-depth analysis of problems, to produce a substantiation of physical problems, to reveal their natural-scientific essence in the course of scientific and research activities, to apply the corresponding mathematical apparatus and a numerical algorithm to solve them.
ON6. Create mathematical models and apply numerical methods for solving problems of heat and mass transfer with a moving boundary, inverse and ill-posed problems of mathematical physics, biomedical processes, natural-physical processes, chemical processes, financial processes, atmospheric processes, dynamics of multiphase turbulent flows.
ON7. Analyze, design and conduct numerical experiments of constructed mathematical models of industrial, physico-technological, non-linear non-stationary physical, chemical, biomedical, financial processes. Reproduce numerical solutions of engineering problems of hydrodynamics on high-performance systems
ON8. Conduct scientific research in the field of mathematical modeling of heat and mass transfer phenomena, continuum dynamics, thermal and complex processes, mechanical processes, thermodynamic processes in gas dynamics, thermodynamic and electrical processes in solids, applied problems, problems of mathematical physics, and stability theory in economics and technology.
ON9. Apply mathematical and numerical apparatus to research in the field of financial mathematics, computational hydrodynamics, mechanics, turbulence modeling, physical, chemical, biomedical, nonlinear nonstationary physical processes and complex systems for solving applied problems.
ON10. To conduct educational and extracurricular work, have the skills of pedagogical activity. Conduct lectures, seminars and laboratory classes for undergraduate students on the profile of the specialty. To master and introduce new innovative technologies and approaches in the field of education in teaching practice.
ON11. Conduct research to use the results obtained in the framework of the implementation of interstate programs in the field of mathematical modeling, mathematics, biomedicine, physics, chemistry and mechanics. Participate in scientific seminars and conferences.
ON12. To work in a team, tolerantly perceiving social, ethnic, confessional and cultural differences, critically evaluate one’s activity, team one’s activities, outline ways and choose means for self-development, improvement of one’s qualifications.

Program passport

Speciality Name
Mathematical and Computer Modelling
Speciality Code
7M06106
Faculty
Mechanics and Mathematics

disciplines

Finite element method in applied problems
  • Number of credits - 5
  • Type of control - [RK1+MT+RK2+Exam] (100)
  • Description - The purpose of the discipline is to form the abilities of undergraduates: -describe the finite element method (FEM); -determine the order of approximation of the FEM, ways to improve it; build finite element schemes of higher approximation order; - solve 2D-3D boundary value problems using FEM; -know the algorithms for constructing finite element meshes; -use modern finite element software packages; - apply the basic methods for describing the calculation areas; -develop programs for the implementation of the FEM.

Foreign Language (professional)
  • Number of credits - 5
  • Type of control - [RK1+MT+RK2+Exam] (100)
  • Description - The purpose of the discipline is to form practical skills in various types of speech activity in a foreign language. The training course builds the ability to perceive, understand and translate information in the modern global space, participate in scientific events to test their own research. The discipline is aimed at improving competencies in accordance with international standards of foreign language education.

History and Philosophy of Science
  • Number of credits - 3
  • Type of control - [RK1+MT+RK2+Exam] (100)
  • Description - The purpose of the discipline is to be considered on the basis of historical dynamics and in a historically changing socio - cultural context. Introduces the problems of the phenomenon of Science, which is a subject of special philosophical analysis, forms knowledge about the history and theory of Science, the laws of the development of Science and the structure of scientific knowledge, the features of science as a specialty and social institution, the role of Science in the development of society.

Mathematical and computer modeling of chemical processes
  • Number of credits - 5
  • Type of control - [RK1+MT+RK2+Exam] (100)
  • Description - The purpose of the discipline: to know the principles of constructing mathematical models and methods of chemical-technological processes, types of reactors, methods for optimizing chemical-technological processes using empirical and / or physical and chemical models; have knowledge in the field of modeling, compilation and optimization of mathematical models, the use of modern mathematical software packages in modeling; formation of professional skills in data analysis and processing using modern information technologies.

Mathematical modeling in computer graphics
  • Number of credits - 5
  • Type of control - [RK1+MT+RK2+Exam] (100)
  • Description - The purpose of the discipline: to form the ability to develop and apply the basic mathematical and graphical tools of computer graphics for their successful application in graphic programming; determine the criteria for the classification and organization of graphic systems and models; combine and effectively use various computer graphics tools to create graphics programs and program modules; synthesize, interpret and critically evaluate various types of graphic information.

Modern methods of mathematical modeling
  • Number of credits - 5
  • Type of control - [RK1+MT+RK2+Exam] (100)
  • Description - The purpose of the discipline: to form the skills of applying theoretical and practical aspects of modern modeling methods for solving problems of applied mathematics, skills of using mathematics packages corresponding to tasks, to form skills to interconnect modules implemented in math packages with software implemented using high-level programming languages (Python, Java). Modern mathematical packages will be studied that allow solving applied problems of natural science.

Modern technologies of parallel programming
  • Number of credits - 5
  • Type of control - [RK1+MT+RK2+Exam] (100)
  • Description - The purpose of the discipline: to form knowledge on the technology of parallel programming in the environments OpenMP, MPI; have skills in setting up a computing cluster in Linux, Windows operating systems. Graduates will have in-depth knowledge of parallel computing, - to understand systems with massive parallelism; - work on computing clusters; - apply OpenMP, MPI technologies in Fortran, C++ programming languages.

Organization and Planning of Scientific Research (in English)
  • Number of credits - 5
  • Type of control - [RK1+MT+RK2+Exam] (100)
  • Description - The purpose of the discipline to form the ability to apply practical skills in the organization and planning of scientific research. The discipline studies: forms and methods of planning, organization and design of scientific articles and dissertations; forms of summarizing the results of scientific research in presentations, speeches, projects, articles.

Pedagogy of Higher Education
  • Number of credits - 5
  • Type of control - [RK1+MT+RK2+Exam] (100)
  • Description - The purpose is the formation of the ability of pedagogical activity through the knowledge of higher education didactics, theories of upbringing and education management, analysis, and self-assessment of teaching activities. The course covers the educational activity design of specialists, Bologna process implementation, acquiring a lecturer, and curatorial skills by TLA-strategies.

Psychology of management
  • Number of credits - 3
  • Type of control - [RK1+MT+RK2+Exam] (100)
  • Description - The course reveals the subject, the basic principles of management psychology, personality in managerial interactions, personal behavior management, psychology of managing group phenomena and processes, psychological characteristics of the leader's personality, individual management style, psychology of influence in management activities, conflict management.

Data for 2023-2026 years

disciplines

Computer modeling and vizualization in graphic packages
  • Type of control - [RK1+MT+RK2+Exam] (100)
  • Description - The purpose of the discipline: to form knowledge about various graphic packages for modeling and visualization; practical drawing techniques and types of drawings (construction, engineering, etc.). During the study, knowledge will be given on: tools and innovations of three-dimensional modeling in 3ds max; inverse kinematics and the Character Studio module; work with atmospheric effects; visualization in Mental Ray; work with global illumination; scripting language MAXScript.

Development and research of methods of modeling the behavior of complex processes
  • Type of control - [RK1+MT+RK2+Exam] (100)
  • Description - The purpose of the discipline:: the formation of knowledge and skills in the creation and study of mathematical simulation models of complex processes and systems. Build Ability: -use theoretical and experimental research to model complex processes; - develop algorithms and software for managing complex processes based on research; - to generate the received scientific knowledge in own scientific research.

Development of mathematical models of control of multidimensional phase systems
  • Type of control - [RK1+MT+RK2+Exam] (100)
  • Description - The purpose of the discipline: the formation of knowledge about phase diagrams and their construction; theoretical and methodological basis for understanding multidimensional phase systems; studying the control of multidimensional phase systems and their characteristics, the development of mathematical models of control, to know the principles of constructing mathematical models; integration of acquired knowledge into research practice.

Elements of the theory of sustainability in economics and technology
  • Type of control - [RK1+MT+RK2+Exam] (100)
  • Description - The purpose of the discipline: to form knowledge in the theory of sustainability of the problems of ensuring the sustainable development of economic systems. During the study, develop the ability to: - describe basic concepts and methods of stability theory - to study solutions for stability in the sense of Lyapunov and for asymptotic stability in terms of linear approximation of solutions of differential and difference equations, - be able to depict phase portraits of a linearized system of the second order.

Formal methods of software development
  • Type of control - [RK1+MT+RK2+Exam] (100)
  • Description - The purpose of the discipline: to form the student a set of knowledge and skills related to the design and development of industrial software; the study of existing design methods and the current regulatory framework; the development of modern technologies for the development and implementation of software projects, as well as the fundamentals of project management.

High performance computing technologies
  • Type of control - [RK1+MT+RK2+Exam] (100)
  • Description - The purpose of the discipline: to form knowledge about the basic architectural concepts for building high-performance information processing tools; macrostructures of large-scale distributed computing systems (VS); methodology for developing parallel programs, methods for evaluating the effectiveness of parallel algorithms and the maximum achievable parallelism on the target computing architecture of functional structures and industrial implementations of high-performance computing systems.

Mathematical and computer modeling of medical and biological processes
  • Type of control - [RK1+MT+RK2+Exam] (100)
  • Description - The purpose of the discipline: to form knowledge in solving actual scientific and applied problems related to modeling processes occurring in living organisms and systems, processing and system analysis of experimental data, in the field of the theory of dynamical systems and nonlinear dynamics in application to the problems of physics of living systems.

Mathematical and computer modeling of meteorological problems
  • Type of control - [RK1+MT+RK2+Exam] (100)
  • Description - The goal is to develop skills in solving problems of atmospheric processes based on the integration of a system of hydrothermodynamic equations for the purpose of short-term and medium-term weather prediction, developing the ability to independently solve theoretical and applied problems in the field of hydrodynamic modeling of natural processes using modern computational methods and devices.

Mathematical and Computer Modeling of Unsteady Nonlinear Physical Processes
  • Type of control - [RK1+MT+RK2+Exam] (100)
  • Description - The purpose of the discipline: to develop skills for solving problems of studying non-stationary nonlinear physical processes by mathematical methods. In the course of studying the course, to form the abilities of undergraduates: – to make mathematical models of complex non-stationary nonlinear physical processes; – use numerical methods for the implementation of mathematical models of non-stationary nonlinear physical processes; - write a program code for the constructed mathematical model; – build a graph and analyze the results.

Mathematical modeling of thermophysical processes in multilayer environments
  • Type of control - [RK1+MT+RK2+Exam] (100)
  • Description - The purpose of the discipline: is the development and research of a complex of mathematical models for solving heat and mass transfer problems in automatic process control facilities, developing control systems for thermophysical processes in such conditions for obtaining high-quality, reliable products from composite materials and developing recommendations for improving technology.

Methods for solving inverse and ill-posed problems of mathematical physics
  • Type of control - [RK1+MT+RK2+Exam] (100)
  • Description - The purpose of discipline: formation of undergraduates core competencies based on in-depth study of research methods and inverse ill-posed problems. During the study of the discipline, master students will learn following aspects: familiarity with the concept of students and research methods of inverse and ill-posed problems, the development of complex mathematical apparatus of ownership and the formation of skills and abilities to self-intensive research and scientific and exploration activities.

Modeling of the Gas Dynamics
  • Type of control - [RK1+MT+RK2+Exam] (100)
  • Description - The purpose of the discipline: the formation of students' knowledge in the areas of theoretical and applied gas dynamics. The course examines the elements of thermodynamics, the equations of state of perfect and real gases, the laws of conservation and the ratio on strong discontinuities, the ratio of parameters on an oblique jump, the change in entropy. The method of characteristics for the equations of gas dynamics, one-dimensional unsteady gas flow.

Modeling of the physical processes in the heterogeneous environments
  • Type of control - [RK1+MT+RK2+Exam] (100)
  • Description - The purpose of the discipline: to form knowledge with the current state of the theory of single-phase and multi-phase flows. The basics of classification of two-phase flows are presented. The strategy of building a generalized mathematical model of multiphase flows using the Eulerian and Lagrangian approaches is described. Models of specific problems of the dynamics of multiphase media with phase transitions are shown. Derivation of the equations of motion and energy of a heterogeneous medium with phase transitions.

Modeling of the Turbulent Flows
  • Type of control - [RK1+MT+RK2+Exam] (100)
  • Description - The purpose of the discipline: the formation of undergraduates' knowledge about the methods of modeling turbulent flows. Problems of closure of the Reynolds-averaged Navier–Stokes equations. Concepts of Reynolds stresses and turbulent viscosity. The main turbulence models will be shown, in particular, models with one turbulence energy balance equation, two-parameter models, models with equations for the transfer of the Reynolds stress tensor components.

Modeling the stability of a deformable systems
  • Type of control - [RK1+MT+RK2+Exam] (100)
  • Description - The purpose of the discipline: to form the ability of undergraduates: - demonstrate a systematic understanding of the process of modeling the stability of deformable systems; - critically evaluate the choice of criteria for static and dynamic stability of systems in relation to deformable media; - choose the methodology for analyzing the stability of deformable systems and methods for solving; - correct the process of solving and visualizing the stability of the systems under study using modern application packages

Numerical methods for solution of the Navier-Stokes Equations
  • Type of control - [RK1+MT+RK2+Exam] (100)
  • Description - The purpose of the discipline: to form knowledge about the problems of the numerical solution of the Navier-Stokes equations. Methods for the numerical solution of the Navier-Stokes equations in the case of an incompressible fluid on a spaced grid will be shown. The methods for solution the variables in the function - vorticity parameters are shown. The solution methods for a viscous compressible fluid are studied, in particular, the McCormack method, the Bima-Warming method, the Godunov method, the TVD scheme

The turbulent flows, principles and applications
  • Type of control - [RK1+MT+RK2+Exam] (100)
  • Description - The purpose of the discipline: to form students' basic knowledge of the theory of turbulence and its principles. The concepts of turbulence are given, methods for describing the structures of turbulent flows are described. The basic principles of the Kolmogorov theory of developed homogeneous isotropic turbulence are given, in particular, concepts of the scale of turbulence, the spectrum of turbulent pulsations are given, the essence of the energy-containing and dissipative region of wave numbers.

Theory of Generalized and Special Functions
  • Type of control - [RK1+MT+RK2+Exam] (100)
  • Description - The purpose of the discipline:to introduce students to the mathematical apparatus of the theory of generalized functions and various operations on them. Outlines the basics of the theory of generalized functions and operations on them. It also presents the basics of integral Fourier and Laplace transforms in the space of generalized functions and methods for constructing solutions of partial differential equations.

Data for 2023-2026 years

INTERNSHIPS

Pedagogical
  • Type of control - Защита практики
  • Description - Formation of practical, educational-methodical skills of conducting lectures, seminars, creatively apply scientific, theoretical knowledge, practical skills in teaching activities, conduct training sessions in the disciplines of the specialty; own modern professional techniques, methods of training, use in practice the latest theoretical, methodological advances, make educational, methodological documentation.

Research
  • Type of control - Защита практики
  • Description - The purpose of the practice: gaining experience in the study of an actual scientific problem, expand the professional knowledge gained in the learning process, and developing practical skills for conducting independent scientific work. The practice is aimed at developing the skills of research, analysis and application of economic knowledge.

Data for 2023-2026 years