Intelligent Control Systems

Intelligent Control Systems

QUALIFICATION

  • First Stage of Higher Education - Bachelor of Technics and Technologies

MODEL OF GRADUATING STUDENT

To analyze the features of social, political, cultural institutions in the context of their role in the modernization of Kazakhstani society, to describe the stages of formation of independent Kazakhstani statehood in the context of the global and Eurasian historical process.
2. Use the conceptual apparatus, methods and tools of higher mathematics, automatic control, electrical engineering, automatic control systems for analysis and synthesis of information data streams of measuring instruments of automation systems.
3. To manage, analyze and monitor IoT devices in accordance with the approved regulatory documents, metrological characteristics and operating modes of IoT devices.
4. Install, maintain and monitor network equipment using information exchange protocols, rules and methods for establishing network connections, basic network services and principles of network security.
5. Design, develop and test software, develop web applications with an ergonomic user interface based on a flexible methodology.
6. Design software for IoT devices, program a graphical user interface, application business logic and machine-to-machine interaction for IoT systems.
7. Develop a simulation model of the object (process) in question, develop and verify program code, test and upgrade IoT applications and devices.
8. To analyze the subject and problem areas and on its basis to design and develop an intelligent system, apply smart technology to solve applied problems.
9. Apply artificial intelligence methods in solving problems and making decisions, conduct testing, implementation and maintenance of artificial intelligence systems.
10. Conduct big data analysis, design and develop software tools for storing, processing and analyzing big data, use the services of cloud platforms to support modern application architectures.
11. Develop innovative solutions to integrate new technologies with existing IoT systems and create new intelligent solutions.
12. Work in a team, tolerantly perceiving social, ethnic and cultural differences, critically evaluate their activities, the activities of the team.

Program passport

Speciality Name
Intelligent Control Systems
Speciality Code
6B07113
Faculty
Information technology

disciplines

Algorithms and Data Structures
  • Number of credits - 5
  • Type of control - [RK1+MT+RK2+Exam] (100)
  • Description - The aim of the discipline is to develop the ability to analyze and optimize algorithms to solve complex problems, to develop efficient software solutions using appropriate data structures. The following aspects will be considered: Sorting and searching. Stack and queue. Linked lists. Trees and graphs. Hashing. Algorithms on graphs: traversal, shortest paths. Complexity analysis of algorithms.

Applied Physics
  • Number of credits - 5
  • Type of control - [RK1+MT+RK2+Exam] (100)
  • Description - The purpose of the discipline: the formation of students' systematized knowledge about the natural-science picture of the world, knowledge about the basic laws of physics; develop the skills of applying the laws and effects of physics to solve professional problems. Will be studied: the mechanical movement of bodies, the structure of materials, thermal, electrical, magnetic and optical properties of materials, the use of physical effects in technology.

Database Theory
  • Number of credits - 5
  • Type of control - [RK1+MT+RK2+Exam] (100)
  • Description - The purpose of the discipline is to build the ability to carry out conceptual, logical and physical database design; Use query languages for organizing and managing data. Within the discipline the following aspects will be considered: The following aspects are considered within the discipline: Data abstraction and an introduction to data management. Infological modeling and the entity-relationship model. Datalogical design and relational data model. SQL data manipulation language. Designing and testing a relational database. Ensuring data integrity. Non-relational data and knowledge. Modern data access technologies.

Design of automation and control systems
  • Number of credits - 6
  • Type of control - [RK1+MT+RK2+Exam] (100)
  • Description - The course is designed to study the basic principles and methods of design and development of automated control systems. Students study the theoretical foundations of automation, programming controllers, principles of constructing control circuits, as well as methods of analysis and optimization of automatic control systems.

Differential controls in applications
  • Number of credits - 5
  • Type of control - [RK1+MT+RK2+Exam] (100)
  • Description - The aim of the discipline is to develop the ability to apply methods of solving differential equations for modeling and analyzing various processes and phenomena. The course will cover the following aspects: ordinary differential equations of the first order, higher-order differential equations, systems of differential equations, partial differential equations, approximate methods for integrating differential equations, application of differential equations, development and analysis of models using numerical methods, and utilization of software tools for process modeling.

Differential Equations
  • Number of credits - 5
  • Type of control - [RK1+MT+RK2+Exam] (100)
  • Description - The purpose of the discipline: To introduce students to the concept of a differential equation, to demonstrate the basic methods of solution and connections with problems of the physical world. Main topics: Existence and uniqueness theorems. First-order equations. Trajectories, higher-order linear equations, undetermined coefficients, parameter variations. Solution of equations by power series and the Laplace transform. Linear systems. Partial differential equations, Fourier series.

Digital circuitry of control systems
  • Number of credits - 5
  • Type of control - [RK1+MT+RK2+Exam] (100)
  • Description - The purpose of the discipline is to develop the ability to understand the principles of the construction and functioning of a microprocessor as an element of control systems, and to apply digital systems in automation and control. The following aspects will be considered: Basic elements of electronics. Photoelectronic devices and optoelectronics elements. Amplifiers and generators of sinusoidal and rectangular oscillations. Voltage and current stabilizers. Logic elements and circuits. Storage devices. Analog-to-digital and digital-to-analog converters. Fundamentals of calculation and design of electronic circuits. Energy aspects of electronics.

Digital computerized production
  • Number of credits - 5
  • Type of control - [RK1+MT+RK2+Exam] (100)
  • Description - The course is an extensive study of the application of modern digital technologies in production processes. Students learn the concepts and techniques behind the digitalization of manufacturing, including computer numerical control (CNC), computer-aided design (CAD), 3D printing, machine learning, Internet of Things (IoT), and the digital twin.

Digital signal processing
  • Number of credits - 5
  • Type of control - [RK1+MT+RK2+Exam] (100)
  • Description - The course is a detailed study of methods of analysis, processing and interpretation of signals using digital technologies. Students learn the fundamentals of discrete mathematics, Fourier transform, filtering, correlation, and spectral analysis. They also master software for signal modeling and analysis.

Discrete Mathematics and Mathematical Logic
  • Number of credits - 5
  • Type of control - [RK1+MT+RK2+Exam] (100)
  • Description - The purpose of the discipline: to familiarize students with the classical and modern state of the content of the subject “Discrete mathematics and mathematical logic”, as well as applications of the content of the subject to various tasks, including theory of circuits. Within the discipline the following aspects will be considered: Sentence Algebra. Formulas of propositional algebra. Disjunctive and conjunctive normal forms. The propositional calculus Axioms and inference rules in the propositional calculus. The predicate calculus. Algebraic systems. Turing machines. The logic of statements. Sets and subsets. Operations on sets and laws of set theory. Application of combinatorics rules. Counts. The trees. Paths in the trees. Events and operations on events. Definitions of probability. Conditional probability. Independence of events. Random value. Types of distributions. Population and sample. Testing statistical hypotheses.

Foreign Language
  • Number of credits - 5
  • Type of control - [RK1+MT+RK2+Exam] (100)
  • Description - Purpose: to form the improvement of knowledge of foreign language communicative competence. The main methods of speech skills and foreign language communication skills are considered as a basis for the development of communicative competence; implementation of acquired speech skills in the process of searching, selecting and using material in English.

Information-Communication Technologies
  • Number of credits - 5
  • Type of control - [RK1+MT+RK2+Exam] (100)
  • Description - Рurpose: it consists in the formation of a new "digital" thinking, a critical understanding of the role and importance of modern information and communication technologies, the ability to apply information and communication technologies in various professional activities. They are being studied: the role of ICT in key sectors of society development is being studied. Architecture of computer systems. Software. Microsoft Office Internet technologies. Cloud and mobile technologies. Multimedia technologies. E-learning. Information technology in the professional field.

Introduction to Intelligent Control Systems
  • Number of credits - 5
  • Type of control - [RK1+MT+RK2+Exam] (100)
  • Description - The aim of the discipline is to develop the ability to design and apply methods of intelligent control systems for automating and optimizing processes across various fields. The content includes: fundamentals of control theory, algorithms and methods of artificial intelligence in management, decision-making systems, expert systems, optimization methods, modeling of control systems, data processing and analysis, and software tools for developing intelligent control systems.

Kazakh (Russian) Language
  • Number of credits - 5
  • Type of control - [RK1+MT+RK2+Exam] (100)
  • Description - Рurpose: ensuring the qualitative assimilation of the Kazakh (Russian) language as a means of social, intercultural, professional communication through the formation of communicative competencies. The following are studied: the system of phonetic, lexical, grammatical means of language, ideas about language as a cultural phenomenon and about the specifics of speech culture; language as an element of the national linguistic picture of the world; the status of the Kazakh (Russian) language in the world space.

Linear Systems of Automatic Control
  • Number of credits - 5
  • Type of control - [RK1+MT+RK2+Exam] (100)
  • Description - The purpose of the discipline is to develop the ability to design and use linear automatic control systems (ATS) in accordance with the terms of reference and regulatory and technical documentation. The following aspects will be considered: Principles of construction of linear ATS. Management and regulation in engineering. Classification and functional description of linear ATS. Transfer functions and process analysis. The task of sustainability. Transient and steady-state errors. Frequency characteristics and delayed systems. Synthesis of corrective devices.

Mathematics for Engineers
  • Number of credits - 6
  • Type of control - [RK1+MT+RK2+Exam] (100)
  • Description - The purpose of the discipline is to develop the ability to use knowledge of higher mathematics sections in applied problems. The following aspects will be considered: Elements of linear algebra, matrices and determinants, systems of linear equations, vectors, equations of the direct and second order. Limit of a function, continuity, derivative, rules of differentiation. Functions of several variables, extremes, integrals. Probabilities, distributions, sampling, analysis of variance, Markov chains.

Military Training
  • Number of credits - 6
  • Type of control - MC
  • Description - Military Training

Nonlinear System of Automatic Control
  • Number of credits - 5
  • Type of control - [RK1+MT+RK2+Exam] (100)
  • Description - The aim of the discipline is to develop the ability to analyze and design nonlinear automatic control systems, taking into account their specific characteristics and behaviors. Topics covered include principles and classification of nonlinear control systems, modeling and analysis of nonlinear systems, methods for linearizing nonlinear models, phase portraits and stability, transient processes and cyclic oscillations, and methods of harmonic balance.

Operating systems and networks
  • Number of credits - 6
  • Type of control - [RK1+MT+RK2+Exam] (100)
  • Description - The purpose of the discipline is to form knowledge on computing systems and networks, the ability to apply knowledge in the design and configuration of network solutions. The following aspects will be considered: Multi-level computer architecture. Operating systems. Process management. Mutual exclusions and synchronization. Memory management. File systems. Operating systems for IoT. Data transmission networks. OSI. Routing and switching in networks. Computer network design.

Optimization Methods and Numerical Methods
  • Number of credits - 5
  • Type of control - [RK1+MT+RK2+Exam] (100)
  • Description - The purpose of the discipline is to develop the ability to develop, apply and analyze optimization methods and numerical methods to solve complex engineering and scientific problems. The following aspects will be considered: Classical optimization methods. Numerical methods for solving equations. Optimization based on multiple constraints. Evolutionary algorithms and methods. Numerical integration and differentiation. Using software tools for numerical problem solving.

Philosophy
  • Number of credits - 5
  • Type of control - [RK1+MT+RK2+Exam] (100)
  • Description - Purpose: to form a systematic understanding of philosophy and its main problems and methods in the context of future professional activities. The main content of ontology and metaphysics is considered in the context of the historical development of philosophy; the importance of key worldview concepts in the modern world.

Physical Training
  • Number of credits - 2
  • Type of control - РК(с оценкой)
  • Description - The purpose of the discipline is the formation of social and personal competencies of students, ensuring the targeted use of the appropriate means of physical culture and sports for preservation, preparation for professional activities. As a result of studying the discipline, the graduate should know the role of physical culture in human development.

Programming Technologies
  • Number of credits - 5
  • Type of control - [RK1+MT+RK2+Exam] (100)
  • Description - The purpose of the discipline is to build the ability to develop application programs using methodology, basic paradigms and modern programming languages. Within the discipline the following aspects will be considered: General characteristics of programming languages. Basic constructions of modern programming languages (C ++, C #). Operations using data types and operators. A flow of control commands based on decision operators and cycles. Design and analysis of code segments using branching operators. Functions and methods. Ways to efficiently store and process data. Design and analysis of code segments that perform file I / O. Procedural, logical, functional and object-oriented programming. Technologies and programming tools.

Security of Computing Systems and Networks
  • Number of credits - 6
  • Type of control - [RK1+MT+RK2+Exam] (100)
  • Description - The purpose of the discipline is to master basic knowledge and skills covering all areas of information security, security of systems and networks, technologies and methods of protection. The following aspects will be considered: Protection against viruses and signs of infection. Means of countering security threats. IT environment security management. Digital signatures and certificates. Ensuring the integrity of data and network devices. Setting up secure access and monitoring. Authentication, authorization and accounting. Protection of operating systems and detection of attacks.

Software Tools for Modeling Production Systems
  • Number of credits - 5
  • Type of control - [RK1+MT+RK2+Exam] (100)
  • Description - The course is designed to explore methods and tools for modeling and analyzing manufacturing systems using software. Students master the theoretical foundations of modeling, develop skills in working with various software tools, including ARENA, Simul8, AnyLogic, and use them to optimize production processes.

The Basics of Artificial Intelligence
  • Number of credits - 6
  • Type of control - [RK1+MT+RK2+Exam] (100)
  • Description - The purpose of the discipline is to develop the ability to develop and implement components of artificial intelligence systems to improve the speed and quality of data processing and decision-making. The following aspects will be considered: Concepts and applications of artificial intelligence. Search algorithms, heuristic methods. Knowledge representation and reasoning. Basic machine learning algorithms. Natural language processing models. Generative models. The basics of computer vision. Ethics and legal issues of artificial intelligence application.

Нistory of Kazakhstan
  • Number of credits - 5
  • Type of control - [РК1+MT+РК2+ ГЭК] (100)
  • Description - The purpose of the discipline is to give objective knowledge about the main stages in the development of the history of Kazakhstan from ancient times to the present. Expected learning outcomes: 1) demonstrate knowledge and understanding of the main stages in the development of the history of Kazakhstan; 2) to correlate the phenomena and events of the historical past with the general paradigm of the world-historical development of human society through critical analysis; 3) to possess the skills of analytical and axiological analysis in the study of historical processes and phenomena of modern Kazakhstan; 4) be able to objectively and comprehensively comprehend the immanent features of the modern Kazakh model of development; 5) Systematize and give a critical assessment of historical phenomena and processes in the history of Kazakhstan. During the study of the discipline students will learn following aspects: Ancient people and the formation of a nomadic civilization, Turkic civilization and the Great Steppe, Kazakhstan in modern times (XVIII - early XX centuries), Kazakhstan as part of the Soviet administrative-command system, Kazakhstan in the world community (1991-2022).

Data for 2023-2026 years

disciplines

Abais Teaching
  • Type of control - [RK1+MT+RK2+Exam] (100)
  • Description - Aim: to form the competence of future specialists to use their professional knowledge, understanding, and abilities to strengthen the unity and solidarity of the country and increase society's intellectual potential. The following will be studied: the concept of Abai's teaching; sources of teaching; components and categories of Abai's teaching.

Al-Farabi and Modernity
  • Type of control - [RK1+MT+RK2+Exam] (100)
  • Description - The discipline aims to form students' understanding of the scientific and philosophical heritage of the great Turkic thinker Abu Nasr al-Farabi within the context of the development of world and national culture. The following topics will be studied: the features of al-Farabi's legacy and its influence on the development of Turkic philosophy, the nature of the impact of Eastern philosophy on the European Renaissance, and traditional and modern issues in the history of national and world philosophy.

Automated Electronic Design Systems
  • Type of control - [RK1+MT+RK2+Exam] (100)
  • Description - The purpose of the discipline: to develop students' theoretical knowledge and practical skills in designing electronic devices using automated design tools. The course covers designing component libraries, error checking (ERC/DRC), creating multilayer boards, preparing production files, and visualizing 3D models.

Automation and Quality Control Systems in Production
  • Type of control - [RK1+MT+RK2+Exam] (100)
  • Description - The purpose of the discipline: to develop a systemic understanding of digital production management and quality control. Automation, sensors, cyber-physical systems, artificial intelligence in quality assurance, SPC tools, data visualization, CAQ and MES integration, and practical analysis of data from production lines are studied.

Basics of financial literacy
  • Type of control - [RK1+MT+RK2+Exam] (100)
  • Description - The purpose of the discipline is to form rational financial behavior in students based on building a direct connection between understanding financial information and their practical application for making competent and informed decisions regarding personal finances and increasing their economic security, as well as the ability to critically evaluate and analyze processes related to protection their rights and interests as consumers of financial services through the use of financial instruments, including digital technologies.

Big Data analysis tool
  • Type of control - [RK1+MT+RK2+Exam] (100)
  • Description - The goal of the discipline is to develop skills in working with tools for the analysis and processing of big data. Within the discipline the following aspects will be considered: Big data analysis, Big data management; Big data integration Big data management systems (tools) such as: Apache Hive; Oracle HDFS.

Big Data and Cloud Computing
  • Type of control - [RK1+MT+RK2+Exam] (100)
  • Description - The purpose of the discipline is to build the ability to apply the concepts, technologies, architectures and applications of cloud computing to research and solve modern fundamental problems. Within the discipline the following aspects will be considered: The following aspects are considered within the discipline: Key trends in the development of cloud computing and technology. The architecture of the "cloud" technology. Methods and features of designing "cloud" services. The main models for providing cloud computing services. Leading vendor solutions - Microsoft, Amazon, Google. The main advantages and disadvantages of cloud computing models and solutions proposed on their basis.

Cloud Application Development Foundations
  • Type of control - [RK1+MT+RK2+Exam] (100)
  • Description - The purpose of the discipline is to form theoretical and practical knowledge about cloud computing technologies, as well as skills for their implementation in modern business. The following aspects will be considered: Architecture of cloud systems. Cloud deployment models. Cloud computing service delivery models. Microsoft cloud services. Google Cloud services. Amazon Elastic Computing Cloud. Security issues of cloud computing. Installing and configuring cloud services. Development and deployment of cloud applications.

Computer Vision in IoT
  • Type of control - [RK1+MT+RK2+Exam] (100)
  • Description - The goal of the course is to study the application of computer vision algorithms in the Internet of Things (IoT). Students will gain knowledge of image analysis, pattern recognition, video processing, and the use of sensor data to solve various IoT problems such as monitoring, control, and quality control.

Deep Learning Models
  • Type of control - [RK1+MT+RK2+Exam] (100)
  • Description - The purpose of the discipline is to build the ability to use deep neural networks to solve problems that require large computing resources. Within the discipline the following aspects will be considered: The device of deep neural networks. Network Architecture. Existing deep learning software systems. Assessment of the quality of training. The task of computer vision. The use of deep neural networks for solving computer vision problems: classification and image segmentation, the use of networks previously trained on a data set, the preparation of a data set from images.

Design of intelligent control systems
  • Type of control - [RK1+MT+RK2+Exam] (100)
  • Description - The purpose of the discipline is to study the methods and principles of designing intelligent control systems. This course covers the fundamentals of intelligent systems and their applications in process control, including modeling and analysis techniques, optimization of control algorithms, integrated systems design, software, applications of AI and machine learning technologies, and practical implementation examples in various industries.

Digital devices and microprocessors
  • Type of control - [RK1+MT+RK2+Exam] (100)
  • Description - The course is a study of the hardware fundamentals of digital electronics and microprocessor systems. During the training, students deepen their knowledge of the principles of operation of digital devices, including circuit design, logic, control circuits and data input-output. The focus is on the design, analysis and programming of microprocessor systems in assembly language and high-level programming languages.

Ecology and Human Life Safety
  • Type of control - [RK1+MT+RK2+Exam] (100)
  • Description - The goal of the discipline is to form a number of key competencies based on modern concepts of environmental management, implementing the principles of harmonious optimization of human interaction with nature. The following will be studied: the principles of sustainable development, conservation and reproduction of natural resources to ensure the safety of human life, methods for assessing and minimizing risks, protecting against dangers, including during travel, measures to eliminate the consequences of accidents, anthropogenic disasters, natural disasters, environmental protection and rational environmental management.

Ecology and Sustainable Development
  • Type of control - [RK1+MT+RK2+Exam] (100)
  • Description - The discipline is aimed at fostering students' environmental worldview, developing a scientific understanding of the interrelationship between nature and society, and providing comprehensive knowledge of the goals and principles of sustainable development. The course addresses global and regional environmental issues, environmental protection, and approaches to the rational use of natural resources. Students acquire the skills to make scientifically grounded and responsible decisions in the field of sustainable development.

Entrepreneurship
  • Type of control - [RK1+MT+RK2+Exam] (100)
  • Description - The discipline is aimed at developing students’ economic thinking and enhancing their entrepreneurial competencies. The course covers the fundamental principles of the market economy and the basics of organizing entrepreneurial activity. Students study the mechanisms of economic functioning, the role of business in socio-economic development, and the stages of business creation and management.

Fundamentals of human life safety
  • Type of control - [RK1+MT+RK2+Exam] (100)
  • Description - Тhe discipline is aimed at preparing students who know the theoretical and practical foundations of ensuring human safety from dangerous, harmful environmental factors, rules of conduct in emergency situations and obtaining practical skills in providing first aid to victims.

Human-machine interaction in IoT
  • Type of control - [RK1+MT+RK2+Exam] (100)
  • Description - The purpose of the discipline is the study of models, methods and technologies for the optimal design of the processes of functioning of human-machine systems. Within the discipline the following aspects will be considered: The following aspects are displayed within the discipline: Expert systems of human-machine interaction. Decision systems based on a computing component. Linguistic-algebraic systems of piecewise linear automata. Formal grammars, Petri nets, logical automata and schemes of Lyapunov algorithms, logical-linguistic models of situational control, Janov schemes Functional and functional-semantic networks. Probabilistic-algorithmic and fuzzy-algorithmic models.

Industrial networks
  • Type of control - [RK1+MT+RK2+Exam] (100)
  • Description - The purpose of this discipline is to study the fundamentals of industrial networks and their applications in industrial environments. This course covers important aspects of industrial networks: types and relevance in today's environment, communication architecture and protocols, design, integration with other systems, security, and maintenance techniques for reliability and performance.

Integrated Automation Environment
  • Type of control - [RK1+MT+RK2+Exam] (100)
  • Description - The purpose of the discipline is to develop the ability to practically apply an integrated automation environment to create a software and hardware complex of multi-level modern automation on microcontrollers of a complex technical facility. The following aspects will be considered: Architecture of automated systems. Programmable logic controllers. SCADA systems. Human-machine interface. Integration of production systems. IoT in automation. Cybersecurity in automated systems. Diagnostic and backup methods. Analysis and optimization of integrated systems.

Intelligent production process management systems
  • Type of control - [RK1+MT+RK2+Exam] (100)
  • Description - The course is a study of modern methods and technologies used in intelligent production process control systems. Students master the principles of machine learning, data analysis, artificial intelligence and their application to optimize and automate production operations.

Inter-machine interaction M2M
  • Type of control - [RK1+MT+RK2+Exam] (100)
  • Description - The purpose of the discipline is to develop the ability to apply the principles of M2M wireless data exchange of IoT devices to create remote management of collective smart devices. The following aspects will be considered: Features of wireless data exchange of IoT devices. Read/write, polling and waiting methods using the DDS protocol. The sensor node is an XMPP protocol broker. Requests-responses (GET, PUT, HEAD, POST, DELETE) of the COAP protocol. MQTT protocol for telemetry and remote monitoring of IoT devices.

Introduction to Big Data using SQL
  • Type of control - [RK1+MT+RK2+Exam] (100)
  • Description - The purpose of the discipline is to develop the ability to work with large-scale data using SQL. The following aspects will be considered: SQL engines for big data. Operational and analytical databases. Relational databases and SQL. Distributed data storage. Structured, unstructured, and semi-structured data. Data warehouses. Support for SQL or SQL-like queries in NoSQL databases. ACID-appropriate database management systems for Big Data.

Introduction to Blockchain
  • Type of control - [RK1+MT+RK2+Exam] (100)
  • Description - The purpose of this discipline is to take into account the conceptual principles of blockchain technology. Within the discipline the following aspects will be considered: Decentering. The concept of the basis of the blockchain. Cryptography in block , Algorithm of consensus and mining blocks. Introduction to the block map UVM. Introduction of cryptocurrency in smart contracts. Blockchain primitive.

Introduction to data mining
  • Type of control - [RK1+MT+RK2+Exam] (100)
  • Description - The purpose of the discipline is to develop the ability to apply methods and algorithms of intellectual analysis in solving problems of identifying implicit patterns in large data sets. The following aspects will be considered: Introduction to data mining. Types of data and attributes. The basics of Python and its libraries. Statistical descriptions and data visualization. Pre-processing of data. Data warehouses and OLAP. Patterns of frequency extraction, association and correlation. Classification and cluster analysis. Detection of emissions. Trends and boundaries of research in data mining.

Introduction to Digital Production
  • Type of control - [RK1+MT+RK2+Exam] (100)
  • Description - The course introduces the basics of digital technologies in production processes. Training includes the basics of computer modeling, production automation, the use of the Internet of Things and digital twins. Students learn the integration of digital tools to optimize production processes and increase efficiency.

Introduction to inclusion
  • Type of control - [RK1+MT+RK2+Exam] (100)
  • Description - The purpose of the discipline: to master the system of scientific and theoretical knowledge of the basics of inclusive education, the formation of value orientations for organizing interaction with people with special educational needs, and mastering competencies in the field of professional activity in an inclusive environment.

Lean manufacturing
  • Type of control - [RK1+MT+RK2+Exam] (100)
  • Description - The purpose of the discipline is to study methods and principles aimed at optimizing production processes, reducing waste, and increasing manufacturing efficiency. This course covers the basic principles and tools of lean manufacturing such as 5S, Kaizen, Theory of Constraints and others, and their application to process optimization, quality management and cost reduction in various industries.

Legal Bases of Corruption Control
  • Type of control - [RK1+MT+RK2+Exam] (100)
  • Description - The purpose of the discipline To develop the ability to analyze the activities of government authorities, political and public organizations in the field of anti-corruption. To provide objective knowledge about the problems of corruption in modern society. To demonstrate the role of artificial intelligence (AI) in identifying, preventing, and analyzing corruption risks. To explain the main provisions of anti-corruption legislation. To teach practical skills for combating corruption using modern digital technologies and AI-based analytical tools.

M2M Simulation Modeling System
  • Type of control - [RK1+MT+RK2+Exam] (100)
  • Description - The purpose of the discipline is to develop the ability to develop and apply simulation systems to analyze and optimize the interaction between devices in M2M networks. The following aspects will be considered: Fundamentals of M2M communications and architectures. Software platforms for simulation modeling. Development of models for M2M systems. Communication protocols and standards in M2M. Performance and reliability analysis. The use of AI in M2M modeling. Integration and testing of M2M system models.

Machine learning
  • Type of control - [RK1+MT+RK2+Exam] (100)
  • Description - The aim of the discipline is to develop the ability to design, train and apply machine learning models for data analysis and process automation. The following aspects will be considered: Machine learning methods: learning with a teacher, learning without a teacher, learning with reinforcement. Linear models. Nonlinear models. Algorithms for solving classification, regression, clustering problems. Methods of dimensionality reduction. Evaluation and validation of models. Hyperparameter and model optimization.

Methods of scientific research
  • Type of control - [RK1+MT+RK2+Exam] (100)
  • Description - The goal of the discipline is to develop skills in cognitive activity in the field of science. To use methods of scientific research for understanding and assimilating information. To be able to describe the object of research. To master methods of search, processing of scientific information, systematization, analysis, synthesis to obtain an objective content of scientific knowledge. To apply analytical and practical research methods and argumentation systems for justification, assertion, evaluation.

Modeling and Optimizing of IIoT Device Control
  • Type of control - [RK1+MT+RK2+Exam] (100)
  • Description - The purpose of the discipline is to build an information model for managing IIoT devices, as well as modeling and optimizing the inter-machine interaction of IIoT devices. The following aspects will be considered: The problem of unification of protocols for wired and wireless data exchange of technological processes. ORS servers. Modeling of machine-to-machine interaction of IIoT devices. Optimization of management and interaction of IIoT devices. IIoT standards and protocols. Implementation and testing of IIoT models.

PLC programming
  • Type of control - [RK1+MT+RK2+Exam] (100)
  • Description - The purpose of the discipline is to study the basics of programming industrial controllers (PLC) and their application in automated control systems. This discipline examines the fundamentals of industrial automation and the role of PLC. PLC architecture, programming languages (for example, Ladder Logic, Structured Text), program development, debugging, integration with other systems, and application in various industries are covered.

Programming of microcontrollers
  • Type of control - [RK1+MT+RK2+Exam] (100)
  • Description - The main goal of the course is to familiarize students with the basics of programming microcontrollers, their architecture, methods of interacting with peripheral devices and developing embedded applications. Aspects of the course include learning microcontroller programming languages such as C or C++, as well as basic concepts for interacting with peripheral devices, including sensors, actuators, and communication interfaces.

Project on intellectualization of mechatronic systems
  • Type of control - [RK1+MT+RK2+Exam] (100)
  • Description - The purpose of the discipline is to build the ability to create prototypes of a mechatronic device with intelligent technological parameters for recognizing the trajectory of movement, obstacles and sensors of the service station. Within the discipline the following aspects will be considered: The following aspects are displayed within the discipline: Classification of the influence of discrete sensors and stepper motor data for the implementation of the positioning of the mechatronic device in service stations. Sensitivity assessment of the touch light sensor to create a system for recognizing the trajectory of movement from post to post on a technological white line. Analysis of the accuracy of installation of a mechatronic trolley along an inductive ring. Stability of the set operating modes of the intelligent device of the technological chain of production.

Simulators of human-machine interaction
  • Type of control - [RK1+MT+RK2+Exam] (100)
  • Description - The purpose of the discipline is to build the ability to design and use a user interface that connects the operator to the controller of intelligent technical objects. Within the discipline the following aspects will be considered: Within the framework of the discipline are studied: Ways and methods of simulation when configuring HMI using a graphical editor. Modern graphic information panels of microprocessor complexes. Transferring programs to the HMI system (Panel or Software) and vice versa. Use of built-in templates and graphic objects. Scenarios for improving the design of the project. Interpretation of the functional specification for configuring the HMI system.

The theory of automatic control
  • Type of control - [RK1+MT+RK2+Exam] (100)
  • Description - The purpose of the course is to familiarize yourself with the basic principles and methods of automatic control, including mathematical modeling, analysis and synthesis of control systems. Students learn various types of control systems, stabilization and optimization techniques, and gain skills in applying theoretical concepts to real-world engineering problems.

TIA Portal 1 Simulators
  • Type of control - [RK1+MT+RK2+Exam] (100)
  • Description - The purpose of the discipline is to develop the ability to develop local automatic control and control systems based on a microprocessor kit, implement, debug and run software and hardware control of actuators. The following aspects will be considered: Components of the development environment and communication. Characteristics of the platform devices. The principle of program processing by the automation system. Addressing and connection of signal modules. Configuring and parameterizing modules. Program structuring, program blocks. Integration of the visualization system. Diagnostic functions and error correction. Functions and function blocks. Analysis of diagnostic data.

TIA Portal human-machine interface
  • Type of control - [RK1+MT+RK2+Exam] (100)
  • Description - The purpose of this discipline: to study the work of a human-machine interaction simulator (HMI), built into a modern integrated automation environment. Within the discipline the following aspects will be considered: Ways and methods of simulation in the PlcSim environment when configuring HMI controllers using the WinCC graphical editor of the Simatic KTP900 Basic touch screens. Tasks with the display of technological information of different levels of complexity on modern graphic information panels of microprocessor complexes. Issues of configuration and testing of microcontroller automation devices.

Data for 2023-2026 years

INTERNSHIPS

Academic
  • Type of control - Защита практики
  • Description - The purpose of the internship is consolidation of the received theoretical knowledge, professional orientation of students; familiarization and study of the organization of activity, structure, directions of scientific activity of the department, faculty, university. Will be studied: consultation of the head of internship from the department; familiarization with the scientific directions of the department, the structure of the faculty and the university

Industrial
  • Type of control - Защита практики
  • Description - The purpose of the internship is to form professional knowledge in the field of the chosen specialty, to consolidate the theoretical knowledge obtained in the disciplines of the directions and special disciplines of the program, to master the necessary professional competencies in the chosen direction of specialized training. The internship is designed to create conditions for the formation of practical competencies

Pre-Graduation
  • Type of control - Защита практики
  • Description - The purpose of the internship is deepening and consolidation of theoretical knowledge gained in the process of learning, the selection and systematization of material for the thesis; writing a thesis; preliminary defense of the thesis.

Professional (educational) practice
  • Type of control - Защита практики
  • Description - Сonsolidation of the received theoretical knowledge, professional orientation of students; familiarization and study of the organization of activity, structure, directions of scientific activity of the department, faculty, university. - use knowledge of physical laws and theories to explain the structure of matter, forces and interactions in nature, the origin of fields; use acquired knowledge in practice and in everyday life;

Data for 2023-2026 years