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Course11710412635 lectures

Bayesian/ MMSE Estimation for Wireless Communications -MIMO/ OFDM

Prof. Aditya Jagannatham · IIT Kanpur

Start with lecture 1 At NPTEL

Lectures

Week 1

  1. Basics – Introduction to Bayesian Minimum Mean Squared Error Video
  2. Optimal Bayesian Minimum Mean Squared Error (MMSE) Estimate Video
  3. Derivation of Minimum Mean Squared Error MMSE Estimate for Gaussian Parameter – Part I Video
  4. Derivation of Minimum Mean Squared Error MMSE Estimate for Gaussian Parameter – Part II Video
  5. Derivation of Minimum Mean Squared Error (MMSE) Estimate for Gaussian Parameter – Non-Zero Mean and Vector Parameter/ Observation Video

Week 2

  1. Minimum Mean Squared Error MMSE Estimation Application – Wireless Sensor Network Video
  2. Simplification and Example of Minimum Mean Squared Error MMSE Estimate for Wireless Sensor Networks Video
  3. Minimum Mean Squared Error MMSE Estimation Application – Wireless Fading Channel Estimation Video
  4. Simplification and Example of Minimum Mean Squared Error MMSE Estimate for Wireless Fading Channel Video

Week 3

  1. Minimum Mean Squared Error MMSE for Wireless Sensor Network WSN – Derivation and Example Video
  2. Reliability of Minimum Mean Squared Error MMSE Estimate – Part I Video
  3. Reliability of Minimum Mean Squared Error MMSE Estimate – Part II Video
  4. Minimum Mean Squared Error MMSE for Wireless Fading Channel Estimation – Derivation Video
  5. Minimum Mean Squared Error (MMSE) for Wireless Fading Channel Estimation – Example and Properties of Complex Channel Coefficient Estimate Video

Week 4

  1. Linear Minimum Mean Squared Error LMMSE Estimate Derivation – Part I Video
  2. Linear Minimum Mean Squared Error LMMSE Estimate Derivation – Part II Video
  3. Vector Parameter Estimation – System Model for Multi-Antenna Downlink Channel Estimation Video
  4. Linear Minimum Mean Squared Error LMMSE Estimate for Multi Antenna Downlink Wireless Channel Video

Week 5

  1. Linear Minimum Mean Squared Error LMMSE Estimate for Multi Antenna Downlink Wireless Channel-Part II Video
  2. Example of Linear Minimum Mean Squared Error LMMSE Estimation for Multi Antenna Downlink Wireless Channel Video
  3. Derivation and Example of Error Covariance of Multi Antenna LMMSE Channel Estimation Video
  4. System Model for Multiple Input Multiple Output MIMO Downlink Wireless Channel Estimation Video

Week 6

  1. Channel/ Noise Statistics for Multiple-Input Multiple-Output (MIMO) Downlink Wireless Channel Estimation Video
  2. LMMSE/ MMSE Estimation for Multiple-Input Multiple-Output(MIMO) Downlink Wireless Channel Estimation Video
  3. Example of LMMSE/ MMSE Estimation for Multiple-Input Multiple-Output (MIMO) Downlink Wireless Channel Estimation Video
  4. Introduction and system model for equalization Video

Week 7

  1. Linear Minimum Mean Square Error (LMMSE) Channel Equalization Video
  2. Error for LMMSE Channel Equalizer and Example of LMMSE Channel Equalization Video
  3. Example of Linear Minimum Mean Square Error (LMMSE) Channel Equalization Video
  4. Introduction and system model for OFDM Video
  5. System model for OFDMl, IFFT/ FFT Operations Video

Week 8

  1. LMMSE Estimation for OFDM Video
  2. Estimate and Error variance of LMMSE Estimate Video
  3. Example of OFDM Video
  4. Example of LMMSE estimate and Error variance for OFDM Video

Syllabus and materials

At NPTEL, as the course publishes them.

Credits and licence

Institution
IIT Kanpur
Department
Electronics & Communication Engineering
Teacher
Prof. Aditya Jagannatham
Level
Undergraduate
Language
English
Subjects
Engineering, Society and politics
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.
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