Application of the Normalized LMS Algorithm to MSLC
- 1 January 1985
- journal article
- Published by Institute of Electrical and Electronics Engineers (IEEE) in IEEE Transactions on Aerospace and Electronic Systems
- Vol. AES-21 (1) , 79-91
- https://doi.org/10.1109/taes.1985.310541
Abstract
For some conditions, the convergence time of the conventional LMS algorithm is longer than the radar dwell time so that the MSLC technique does not cancel jammers. The convergence time depends upon the power and angular locations of the jammers. The normalized LMS technique can decrease convergence times by several orders of magnitude. It causes the convergence time to be essentially independent of the jammer powers and decreases the convergence time dependence upon location. The derivation of an exact first moment analysis of the weights for the normalized LMS algorithm is given. Simulation results are also given. There is excellent agreement between the two.Keywords
This publication has 11 references indexed in Scilit:
- Canceler Performance Degradation Due to Estimation NoiseIEEE Transactions on Aerospace and Electronic Systems, 1981
- An Implementation of the Multidimensional Modified LMS AlgorithmIEEE Transactions on Aerospace and Electronic Systems, 1980
- Application of Maximum Likelihood Estimation of Persymmetric Covariance Matrices to Adaptive ProcessingIEEE Transactions on Aerospace and Electronic Systems, 1980
- Losses for Frequency Diversity Waveform SystemsIEEE Transactions on Aerospace and Electronic Systems, 1978
- An Improved Algorithm for Adaptive ProcessingIEEE Transactions on Aerospace and Electronic Systems, 1978
- Self-Orthogonalizing Adaptive Equalization AlgorithmsIEEE Transactions on Communications, 1977
- Rapid Convergence Rate in Adaptive ArraysIEEE Transactions on Aerospace and Electronic Systems, 1974
- Channel Equalization Using a Kalman Filter for Fast Data TransmissionIBM Journal of Research and Development, 1974
- A learning method for system identificationIEEE Transactions on Automatic Control, 1967
- Adaptive antenna systemsProceedings of the IEEE, 1967