Subject description - XP37NOS

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XP37NOS Advanced Computational Tools for Imaging and Radio Systems
Roles:S Extent of teaching:2P+2L
Department:13137 Language of teaching:EN
Guarantors:Vítek S. Completion:ZK
Lecturers:Vítek S. Credits:4
Tutors:Vítek S. Semester:L

Anotation:

The course focuses on advanced image and signal processing with a focus on imaging and radio systems. The emphasis is on the implementation of algorithms as well as on individual work in the laboratory. Students will verify the principles of algorithms in solving non-trivial problems, such as processing of image data from wide-field systems used in astronomy, fast processing of large data volume from non-linear image system, 2D photometric system calibration, and real-time GNSS signal processing.

Course outlines:

1. Introduction, signal and image processing fundamentals.
2. Advanced C – pointers, memory management.
3. Assembly. MIPS.
4. Single-Cycle control. Pipelining.
5. Memory hierarchy. Fully associative caches. Multilevel caches.
6. Floating vs. Fixed point artithmetic. Performance.
7. Data level paralelism. SIMD
8. Thread level paralelism. OpenMP.
9. Compiling and optimization for high performance systems.
10. Introduction to heterogeneous computing systems.
11. FPGA design.
12. Heterogeneous computing with GPUs.
13. GNSS signal processing.
14. Future computer architectures. Deep learning application.

Exercises outline:

Literature:

1. Marek S. Wartak, Computational Photonics: An Introduction with MATLAB, Cambridge University Press, 2013.
2. Bailey, Donald, Design for Embedded Image Processing on FPGAs, John Wiley, 2011
3. Sterling, Thomas, High Performance Computing, Morgan Kaufman, 2017

Requirements:

Subject is included into these academic programs:

Program Branch Role Recommended semester
DOKP Common courses S
DOKK Common courses S


Page updated 16.6.2024 17:52:04, semester: Z,L/2023-4, Z/2024-5, Send comments about the content to the Administrators of the Academic Programs Proposal and Realization: I. Halaška (K336), J. Novák (K336)