ADAPTIVE SIGNAL PROCESSING SYSTEMS
Course: Information Protection in Telecommunications
Structural unit: Faculty of Radiophysics, Electronics and Computer Systems
Title
ADAPTIVE SIGNAL PROCESSING SYSTEMS
Code
ОК.06
Module type
Обов’язкова дисципліна для ОП
Educational cycle
Second
Year of study when the component is delivered
2021/2022
Semester/trimester when the component is delivered
1 Semester
Number of ECTS credits allocated
3
Learning outcomes
The student should know: definition and properties of adaptive structures, general description of an adaptive linear adder, properties of a quadratic work function, methods of finding parameters of a work function, gradient search of parameters work function by Newton's method and the method of the fastest descent, adaptation algorithm by the method of least squares, application of z-transformation in the theory of radio engineering adaptation, mathematical model of an artificial neuron.
The student should be able to: calculate parameters adaptive linear adder, determine the values of weights coefficients using various adaptation algorithms, master means of software implementation of adaptive filtering.
Form of study
Full-time form
Prerequisites and co-requisites
Educational discipline "Digital devices", "Digital signal processing", "Fundamentals of the theory of automatic control", "Digital circuit engineering and electronics", "Reception and processing of signals", "Fundamentals of the theory of information transmission", "Optimization of radio electronic design means".
Prerequisites:
1. Know the elements of higher algebra.
2. Know the basics of programming.
3. Know the basic concepts of series and the Fourier integral. Laplace transform. Z-transformation.
4. Have an idea about the stability of digital systems. Stability conditions.
5. Be able to run application software tools and manage them based on graphical user interface, find information on the Internet.
Course content
Studying the discipline "Adaptive signal processing systems" allows you to understand the essence adaptation process in radio engineering systems during signal processing. Common ones are considered principles of operation of an adaptive linear adder, theory of adaptation for stationary signals; gradient methods of adaptation. Special attention is paid to the method of least squares. The application of Z-transformation in the theory of radio engineering adaptation is studied; application adaptive algorithms in radio engineering; the main provisions of the theory of artificial neural networks. in the organization and management of complex support for the functioning of the system of engineering technical security of enterprises.
Recommended or required reading and other learning resources/tools
1.Братченко Г. Д. Методи та засоби обробки сигналів. Навчальний посібник/ Братченко Г. Д., Перелигін Б. В., Банзак О. В., Казакова Н. Ф., Григор’єв Д. В. – Одеса: Типографія- видавництво «Плутон», 2014. – 452 с
2. Бичков О.С. Когнітивні методи кібернетики : Навчальний посібник. – К.: Видавничо-поліграфічний центр "Київський університет", 2006. – 127 с.
3. Перекрест А. Л. Практикум з вивчення методів цифрової обробки сигналів у прикладних програмних пакетах : навчальний посібник / А. Л. Перекрест, О. П. Чорний, Г. О. Гаврилець. – Кременчук: ПП Щербатих О. В., 2015. – 144 с.
4. Бабак Б. П. Обробка сиґналів/ Б. П. Бабак, В. С. Хандецький, Е. Шрюфер – К. :Либідь, 1996. – 400 с.
5. Теорія автоматичного керування / М.Г. Попович, О.В. Ковальчук. – К.: Либідь, 2007.– 656 с.
6. Новосядлий С.П. Адаптивні фільтри в цифровій обробці сигналів сучасних телекомунікаційних систем / С.П.Новосядлий, Л.В.Мельник // Східно-Європейський журнал передових технологій. – 2013. - No2/9 (62). – C.48-54.
Planned learning activities and teaching methods
lecture classes, lecture classes using mathematical packages, lecture classes using work in subgroups, laboratory work, independent individual work.
Assessment methods and criteria
Semester evaluation: control is carried out according to the following principle. Session has one meaningful module. After the completion of the relevant topics, a written test is conducted modular control work.
Final assessment is in the form of an exam. The form of the exam is written and oral. In total, you can get from 0 to 40 points for the exams. A condition for achieving a positive grade for a discipline is to obtain a total of points (for the semester assessment and the exam together) of at least 60 points, while the grade for the final assessment cannot be less than 24 points.
Language of instruction
Ukrainian
Lecturers
This discipline is taught by the following teachers
Henadii
Borysovych
Zhyrov
Department of Radiotechnique and radioelectronics systems
Faculty of Radiophysics, Electronics and Computer Systems
Faculty of Radiophysics, Electronics and Computer Systems
Departments
The following departments are involved in teaching the above discipline
Department of Radiotechnique and radioelectronics systems
Faculty of Radiophysics, Electronics and Computer Systems