Course10810615047 lectures
Linear Systems Theory
Prof. Ramkrishna Pasumarthy · IIT Madras
About
This course will provide a thorough introduction to the theory of Linear Systems with emphasis on Control related concepts. First, mathematical models describing the fundamental properties that govern the behavior of systems will be developed. We will cover time invariant, time varying, continuous and discrete time systems. This course will cover concepts of stability, controllability, observability, design and serve as necessary foundation for further study in the area of systems and control.
Intended audience: Graduate Students from Electrical/ Mechanical/ Aerospace / Chemical Engineering
Prerequisites: 1) Linear Algebra 2) Differential Equations 3) Control Systems Engineering
Lectures
Week 1
- Introduction to Linear Systems
- System Models - Part 01
- System Models - Part 02
- System Models - Part 03
- General Representation
Week 2
- Sets, Functions and Fields
- Linear Algebra - Vector Spaces and Metric Spaces
- Linear Algebra - Span, Basis and Subspaces
- Linear Algebra - Linear Maps and Matrices
- Linear Algebra - Fundamental Subspaces and Rank-Nullity
- Tutorial 1 on Linear Algebra
Week 3
- Linear Algebra - Change of Basis and Similarity Transformation
- Linear Algebra - Invariant Subspaces, Eigen Values & Eigen Vectors
- Linear Algebra - Diagonalization and Jordan Forms
- Linear Algebra - Eigen Decomposition and Singular Value Decomposition
- Tutorial 2 on Linear Algebra
Week 4
- Solutions to LTI Systems
- State Transition Matrix for LTI systems
- Forced Reponse of Continuous and Discrete LTI system
- State Transition Matrix and Solutions to LTV systems
Week 5
Week 6
- Stability Analysis & Types of Stability
- Lyapunov Stability
- Stability of Discrete Time Systems
- Supplementary Lecture: Comparison Lemma and Lyapunov Stabilty
Week 7
- Controllability and Reachability
- Controllability Matrix and Controllable Systems
- Controllability Tests
- Controllability of Discrete Time Systems
- Controllable Decomposition
- Stabilizability
Week 8
- Observability
- Gramians and Duality
- Observability for Discrete Time Systems and Observability Tests
- Observable Decompositon and Detectability
Week 9
- Kalman Decomposition and Minimal Realisation
- Canonical Forms and State Feedback Control
- Control Design using Pole Placement
- Tutorial for Modules 9 and 10
Week 10
Week 11
- Optimal Control and Linear Quadratic Regulator (LQR)
- Feedback Invariant and Algebraic Ricatti Equation
- Tutorial for Module 11
Week 12
Syllabus and materials
At NPTEL, as the course publishes them.
Credits and licence
- Institution
- IIT Madras
- Department
- Electrical Engineering
- Teacher
- Prof. Ramkrishna Pasumarthy
- Level
- Undergraduate
- Language
- English
- Subjects
- Engineering
- Source
- NPTEL
- Licence
- CC BY-NC-SA, as NPTEL states it. Non-commercial use only. NPTEL's terms
- Attribution
- NPTEL states: "Distributed under Creative Commons Attribution-ShareAlike / CC BY - NC - SA", beside a BY-NC-SA badge.
- Who can watch
- NPTEL gives no rating. Invisible Network shows it to Tweens profiles and older, judged from what the source says about it. How courses are placed