Media Storage Type : DVD-ROM
NPTEL Course Name : System (Process) Identification
NPTEL Subject Matter Expert : Dr. Arun K.Tangirala
NPTEL Co-ordinating Institute : IIT Madras
NPTEL Lecture Count : 38
Lecture Titles:
Lecture 1 - Introduction and Scaling
Lecture 2 - Step-wise procedure for identification
Lecture 3 - A quick tour of Identification
Lecture 4 - Mathematical descriptions of systems (models)
Lecture 5 - Non-Parametric Descriptions
Lecture 6 - Parametric Descriptions
Lecture 7 - State-Space Descriptions
Lecture 8 - Sampled-Data Systems
Lecture 9 - Random Variables
Lecture 10 - Covariance and Correlation
Lecture 11 - Introduction to Random Processes
Lecture 12 - Auto-Correlation and Cross-Correlation Functions
Lecture 13 - Moving Average Models
Lecture 14 - Auto-Regressive Models
Lecture 15 - ARIMA Models
Lecture 16 - Spectral Representations
Lecture 17 - Introduction to Estimation
Lecture 18 - Properties of estimators - I
Lecture 19 - Properties of estimators - II
Lecture 20 - Estimation methods: MoM, OLS methods
Lecture 21 - Estimation methods: Variants of OLS
Lecture 22 - Estimation methods: MLE, Bayesian methods
Lecture 23 - Estimation of Signal Properties
Lecture 24 - Overall Models for Identification
Lecture 25 - Predictions
Lecture 26 - Estimation of Time-Series Models
Lecture 27 - Estimation of Impulse / Step (Response) Models
Lecture 28 - Estimation of Frequency Response Functions
Lecture 29 - Estimation of Parametric Input-Output Models
Lecture 30 - State-Space Models
Lecture 31 - Sub-space Identification Algorithms
Lecture 32 - Model Structure Selection and Assessment
Lecture 33 - Case Studies
Lecture 34 - Identifiability and Informative Experiments
Lecture 35 - Inputs for identification of LTI systems
Lecture 36 - Recursive Identification
Lecture 37 - Closed-Loop Identification
Lecture 38 - Non-linear identification