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CZECH TECHNICAL UNIVERSITY IN PRAGUE
STUDY PLANS
2019/2020

Advanced Computational Tools for Imaging and Radio Systems

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Code Completion Credits Range Language
XP37NOS ZK 4 2P+2L
Lecturer:
Stanislav Vítek (guarantor)
Tutor:
Stanislav Vítek (guarantor)
Supervisor:
Department of Radioelectronics
Synopsis:

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.

Requirements:
Syllabus of lectures:

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.

Syllabus of tutorials:
Study Objective:
Study materials:

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

Note:
Time-table for winter semester 2019/2020:
Time-table is not available yet
Time-table for summer semester 2019/2020:
Time-table is not available yet
The course is a part of the following study plans:
Data valid to 2020-01-22
For updated information see http://bilakniha.cvut.cz/en/predmet5963606.html