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Course unit, curriculum year 2024–2025
AUT.350

LQG Control with Matlab, 5 cr

Tampere University
Teaching periods
Active in period 1 (1.8.2024–20.10.2024)
Active in period 2 (21.10.2024–31.12.2024)
Course code
AUT.350
Language of instruction
englanti
Academic years
2024–2025, 2025–2026, 2026–2027
Level of study
Syventävät opinnot
Grading scale
Yleinen asteikko, 0-5
Persons responsible
Vastuuopettaja:
Terho Jussila
Vastuuorganisaatio
Tekniikan ja luonnontieteiden tiedekunta 100 %
Järjestävä organisaatio
Automaatiotekniikan opetus 100 %
Core contents
  • Quadratic norms of vectors, matrices, functions of time and LTI systems
  • Quadratic non-norm performance indices
  • Random variables and stochastic performance indices like variances of the system responses and other expected values
  • Weighted Least Squares
  • Use of suitable matrix factorizations, Lagrange multipliers
  • Kalman Predictor, Kalman Filter
  • Stationary LQG regulation and control
  • Deterministic Finite Horizon LQ Regulation
  • Parseval-Blancherel Theorems
  • Exponential Time-Weighting
  • Spectral Factorization.
  • Transfer Function Matrix methods. Frequency Response studies. Principal Gains and Hinf norm. Studies of Robust Stability using Unstructured Uncertainty
  • Introduction to DT Square Root Algorithms.
Complementary Contents
  • Quadratic Costs with Polynomial Time Weighting
  • LQ design of Partial State Feedback Regulation
  • LQ designs using Hamilton Matrix
Specialists Knowledge

  • Use of Matlab tools ode45 and dde23 for differential equation models & fzero and fsolve to solve algebraic equations & fminbnd, and fminsearch to minimize and maximize algebraic functions.
Learning outcomes
Prerequisites
Further information
Learning material
Equivalences
Studies that include this course
Completion option 1

Osallistuminen opetukseen

26.08.2024 31.12.2024
Active in period 1 (1.8.2024–20.10.2024)
Active in period 2 (21.10.2024–31.12.2024)