Download presentation
Presentation is loading. Please wait.
Published byΚλήμης Αποστολίδης Modified over 6 years ago
1
EE608 Adaptive Signal Processing Course Project Adaptive Beamforming For Mobile Communication
Group: 1 Chirag Pujara ( ) Prakshep Mehta ( ) V B Bhedaru ( )
2
EE608 Adaptive Signal Processing
What is Smart Antenna…? Omni-directional Antennas – No Spectrum Reuse in the Same Cell Sectored Antennas – Spectrum Reuse possible Novel Concept Smart Antenna – Beam Steering 11/10/2018 EE608 Adaptive Signal Processing
3
Benefits of Smart Antenna
More accurate directional targeting and additional improvements in efficiency Base station finds out the direction of the user using relative signal strengths at multiple antennas and then direct the Beam toward user. Beam steering will thus reduce the interference and increase the capacity of the cell. 11/10/2018 EE608 Adaptive Signal Processing
4
Principle of Beamforming
Beam can be formed at desired angle by controlling the phase between elements. 11/10/2018 EE608 Adaptive Signal Processing
5
EE608 Adaptive Signal Processing
Design parameters Uniform linear array 10 Isotropic radiators as array elements Spacing d = Beam width=10.16o Assumptions Angle of arrival is known User will remain steady during convergence ~ 50 symbol duration 11/10/2018 EE608 Adaptive Signal Processing
6
EE608 Adaptive Signal Processing
Algorithm Sine wave of 1 Hz (2*pi rad/sec) for Training Y[n]=A * exp (j*w*n) Sampled at 10 Hz (2*pi/10 rad/sec) 5 times the Nyquist sampling frequency Generating data at antenna elements- spatial filtering by multiplying sampled signal with steering vector x[n]=y[n]*s[n] 11/10/2018 EE608 Adaptive Signal Processing
7
EE608 Adaptive Signal Processing
Algorithm (Cont…) Φ=angle of arrival and can be known from DOA estimation LMS (µ = 0.01) / NLMS (a=0.5, b=0.0001) algorithm for adaptively calculating the weights 11/10/2018 EE608 Adaptive Signal Processing
8
EE608 Adaptive Signal Processing
Simulation Results Convergence in NLMS ~50 symbol durations and LMS ~65 symbol durations Assuming 64kbps channel it will require msec for convergence and user can move at max 42 mm in this time at the speed of 200 kmph 11/10/2018 EE608 Adaptive Signal Processing
9
EE608 Adaptive Signal Processing
Future Work Algorithm for finding DOA can be implemented Existing algorithm can be modified to place nulls at specified locations -- Support Multiple Users Lateral movement of the host body can be compensated adaptively using additional LMS/NLMS algorithm 11/10/2018 EE608 Adaptive Signal Processing
10
EE608 Adaptive Signal Processing
Queries Thank You 11/10/2018 EE608 Adaptive Signal Processing
Similar presentations
© 2025 SlidePlayer.com. Inc.
All rights reserved.