EC768 Signal and Time Series Analysis

Course Name: 

EC768 Signal and Time Series Analysis

Programme: 

M.Tech(SPML)

Semester: 

Second

Category: 

Programme Core (PC)

Credits (L-T-P): 

(3-0-2) 4

Content: 

Review of Time domain analysis of discrete-time signals & systems, transform domain analysis of discrete time signals & systems: Z transforms, application of Z transforms to discrete-time systems, Frequency domain analysis of discretetime signals and systems, Sampling in time and frequency domain, linear convolution using DFT, Fast Fourier Transform algorithms. Orthogonal transforms - DCT and Haar transforms, Digital Filter Design: Filter Structures; FIR filter design, IIR Filter Design, Introduction to multirate Signal Processing, Upsampling, Downsampling, Sample rate conversion. Mathematical preliminaries for Lossless compression, Shannon's Source Coding Theorem Huffman coding, Arithmetic Coding, LZW coding. Mathematical preliminaries for lossy compression, quantization and the Lloyd-Max Algorithm, rate-distortion theory, Scalar and vector quantization, Transform coding, Subband coding. Time-varying signal processing, time-frequency distribution, short time Fourier transform. Time series models.

References: 

D G Manolakis, V K Ingle, Applied Digital Signal Processing, Cambridge University Press, 2012.
R Lyons, Understanding Digital Signal Processing, Pearson 2011.
Oppenheim, Schaffer, Discrete Time Signal Processing, Prentice Hall.
Ashok Ambardar, Digital Signal Processing – A Modern Introduction, Thomson, 2007.
Sanjit K. Mitra, Digital Signal Processing: A computer-based Approach, TMH, 2006.
Khalid Sayood, Introduction to Data Compression, Morgan Kaufman, 5th Ed. 2018.
David McKay, Information Theory, Inference and Learning Algorithms, Cambridge University Press, 2003.
Brockwell, P.J. and Davis, R.A. Introduction to Time Series and Forecasting (2nd edition). Springer, 2002.
Chatfield, C. The Analysis of Time Series: An Introduction (6th Edition). Chapman and Hall, 2004.

Department: 

Electronics and Communication Engineering(ECE)
 

Contact us

Prof. Ramesh Kini M.
Professor and Head,
Department of ECE, NITK, Surathkal,
P. O. Srinivasnagar,
Mangalore - 575 025 Karnataka, India.

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