1. Course Title | Simulation Methods in Telecommunications | |||||||
2. Code | 3ФЕИТ10Л033 | |||||||
3. Study program | TKII | |||||||
4. Organizer of the study program (unit, institute, department) | Faculty of Electrical Engineering and Information Technologies | |||||||
5. Degree (first, second, third cycle) | First cycle | |||||||
6. Academic year/semester | IV/8 | 7. Number of ECTS credits | 6.00 | |||||
8. Lecturer | Dr Zoran Hadji-Velkov | |||||||
9. Course Prerequisites | ||||||||
10. Course Goals (acquired competencies): Knowledge of techniques, methods and models for simulation of telecommunication systems. Writing computer simulations and applications for the design and analysis of telecommunication systems |
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11. Course Syllabus: Methods for computer modeling and writing computer simulation. Sources of error in simulation. Baseband equivalent representation of signals and systems. Sampling at the same and at different sampling rates. Modeling and simulation of linear systems. Linear and polynomial interpolation. Sampling and quantization of stationary random processes. Random number generators. Generators of Gaussian noise. Generating correlated random sequences. Monte Carlo simulation. Evaluation of the output parameters of the computer simulation. Quality of the estimator: centering and efficiency. Point-to-point estimation of parameters. Confidence interval. Histogram. Periodogram. Signal-to-noise ratio. Monte Carlo estimators for telecommunication systems. Estimation of error probability. Synchronization and calibration of simulations. Examples for computer modeling and simulations in Matlab of sources of information, A/D conversion, communication channel, communication modulators and detectors, channel encoders and decoders. |
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12. Learning methods: Lectures, classroom exercises, laboratory exercises, independent work, seminar papers | ||||||||
13. Total number of course hours | 3 + 1 + 1 + 0 | |||||||
14. Distribution of course hours | 180 | |||||||
15. Forms of teaching | 15.1. Lectures-theoretical teaching | 45 | ||||||
15.2. Exercises (laboratory, practice classes), seminars, teamwork | 30 | |||||||
16. Other course activities | 16.1. Projects, seminar papers | 20 | ||||||
16.2. Individual tasks | 20 | |||||||
16.3. Homework and self-learning | 65 | |||||||
17. Grading | 17.1. Exams | 0 | ||||||
17.2. Seminar work/project (presentation: written and oral) | 40 | |||||||
17.3. Activity and participation | 10 | |||||||
17.4. Final exam | 50 | |||||||
18. Grading criteria (points) | up to 50 points | 5 (five) (F) | ||||||
from 51 to 60 points | 6 (six) (E) | |||||||
from 61 to 70 points | 7 (seven) (D) | |||||||
from 71 to 80 points | 8 (eight) (C) | |||||||
from 81 to 90 points | 9 (nine) (B) | |||||||
from 91 to 100 points | 10 (ten) (A) | |||||||
19. Conditions for acquiring teacher’s signature and for taking final exam | Completed laboratory exercises | |||||||
20. Forms of assessment | During the semester, two partial exams are foreseen (at the middle and at the end of the semester). During the semester, students can undertake to prepare seminar papers on their own. For students who have passed the partial exams, a final oral exam can be conducted. The final grade includes the points from the partial exams, the points from the seminar papers and the final oral exam. Students who take one written exam instead of two partial exams can take it in the scheduled exam sessions. For students who have passed the written exam, a final oral exam can be conducted. The final grade includes the points from the written exam, the points from the seminar papers and the final oral exam. The use of books, scripts, manuscripts or notes of any kind is not allowed during the exam. The use of a calculator is allowed |
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21. Language | Macedonian and English | |||||||
22. Method of monitoring of teaching quality | Internal evaluation and surveys | |||||||
23. Literature | ||||||||
23.1. Additional Literature | ||||||||
No. | Author | Title | Publisher | Year | ||||
1 | М. C. Jeruchin, P. Balaban, K.S. Shanmugan | Simulation of communication systems | Kluwer Academic/Plenum Publishers | 2000 | ||||
2 | W. H. Tratner, K. S. Shanmugan, T. S. Rappaport, K. Kosbar | Principles of communication systems simulation with wireless applications | Prentice Hall | 2004 |