Faculty of Information Technology, BUT

Course details

High Performance Computations

VNV Acad. year 2015/2016 Summer semester 5 credits

The course is aimed at practical methods of solving sophisticated problems encountered in science and engineering. Serial and parallel computations are compared with respect to a stability of a numerical computation. A special methodology of parallel computations based on differential equations is presented. A new original method based on direct use of Taylor series is used for numerical solution of differential equations. There is the TKSL simulation language with an equation input of the analysed problem at disposal. A close relationship between equation and block representation is presented. The course also includes design of special architectures for the numerical solution of differential equations.

Guarantor

Language of instruction

Czech

Completion

Examination (written)

Time span

26 hrs lectures, 26 hrs pc labs

Assessment points

60 exam, 20 half-term test, 20 labs

Department

Lecturer

Instructor

Subject specific learning outcomes and competences

Ability to transform a sophisticated technical problem to a system of differential equations. Ability to solve sophisticated systems of differential equations using simulation language TKSL.

Generic learning outcomes and competences

Ability to create parallel and quasiparallel computations of large tasks.

Learning objectives

To provide overview and basics of practical use of parallel and quasiparallel methods for numerical solutions of sophisticated problems encountered in science and engineering.

Study literature

  • Hairer, E., Norsett, S. P., Wanner, G.: Solving Ordinary Differenatial Equations II. Springer-Verlag Berlin Heidelberg 1996.
  • Lecture notes written in PDF format,
  • Source codes (TKSL) of all computer laboratories

Fundamental literature

  • Kunovský, J.: Modern Taylor Series Method, habilitation thesis, VUT Brno, 1995
  • Hairer, E., Norsett, S. P., Wanner, G.: Solving Ordinary Differential Equations I, vol. Nonstiff Problems. Springer-Verlag Berlin Heidelberg, 1987.
  • Hairer, E., Wanner, G.: Solving Ordinary Differential Equations II, vol. Stiff And Differential-Algebraic Problems. Springer-Verlag Berlin Heidelberg, 1996.
  • Vlach, J., Singhal, K.: Computer Methods for Circuit Analysis and Design. Van Nostrand Reinhold, 1993.

Syllabus of lectures

  1. Methodology of sequential and parallel computation (feedback stability of parallel computations)
  2. Extremely precise solutions of differential equations by the Taylor series method
  3. Parallel properties of the Taylor series method
  4. Basic programming of specialised parallel problems by methods using the calculus (close relationship of equation and block description)
  5. Parallel solutions of ordinary differential equations with constant coefficients, library subroutines for precise computations
  6. Adjunct differential operators and parallel solutions of differential equations with variable coefficients
  7. Methods of solution of large systems of algebraic equations by transforming them into ordinary differential equations
  8. The Bairstow method for finding the roots of high-order algebraic equations
  9. Fourier series and finite integrals
  10. Simulation of electric circuits
  11. Solution of practical problems described by partial differential equations
  12. Control circuits
  13. Conception of the elementary processor of a specialised parallel computation system.

Syllabus - others, projects and individual work of students

Elaborating of all computer laboratories results.

Progress assessment

Half Term Exam and Term Exam. The minimal number of points which can be obtained from the final exam is 29. Otherwise, no points will be assigned to a student.

Course inclusion in study plans

  • Programme IT-MSC-2, field MBI, MBS, MIS, MMI, MPV, MSK, any year of study, Elective
  • Programme IT-MSC-2, field MGM, any year of study, Compulsory-Elective group M
  • Programme IT-MSC-2, field MIN, any year of study, Compulsory-Elective group B
  • Programme IT-MSC-2, field MMM, any year of study, Compulsory
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