Ulla Faiz, M. and Zerguine, A. 2015. A note on NSRLMS, NSRLMF, and NSRLMMN adaptive algorithms. 2018 15th International Multi-Conference on Systems, Signals & Devices (SSD). Yasmine Hammamet, Tunisia 19 - 22 Mar 2018 IEEE . https://doi.org/10.1109/ssd.2018.8570653
| Title | A note on NSRLMS, NSRLMF, and NSRLMMN adaptive algorithms |
|---|---|
| Authors | Ulla Faiz, M. and Zerguine, A. |
| Type | Conference paper |
| Abstract | In this paper, we compare the expressions for the steady-state mean-square error (MSE), the optimum step-size, and the corresponding minimum tracking MSE of the normalized sign regressor least mean square (NSRLMS), the normalized sign regressor least mean fourth (NSRLMF), and the normalized sign regressor least mean mixed-norm (NSRLMMN) algorithms for the case of real-valued data. The expressions for the steady-state MSE, the optimum step-size, and the corresponding minimum tracking MSE of the NSRLMF and NSRLMMN algorithms based on energy conservation relation approach are available in the literature for the case of real-valued data. Thus, in order to compare these three algorithms, we have derived the expressions for the steady-state MSE, the optimum stepsize, and the corresponding minimum tracking MSE of the NSRLMS algorithm based on energy conservation relation approach for the case of real-valued data. Finally, simulation results to substantiate the analytical results of the NSRLMS algorithm are also presented for the case of real-valued data. |
| Year | 2015 |
| Conference | 2018 15th International Multi-Conference on Systems, Signals & Devices (SSD) |
| Publisher | IEEE |
| Publication dates | |
| Published | 2018 |
| Journal | 2018 15th International Multi-Conference on Systems, Signals and Devices, SSD 2018 |
| Digital Object Identifier (DOI) | https://doi.org/10.1109/ssd.2018.8570653 |
ECG Baseline Wander Removal Using the LSRLMF-Based fixed-Point Interference Canceller
Ulla Faiz, M., Kale, I. and Reni, S. 2023. ECG Baseline Wander Removal Using the LSRLMF-Based fixed-Point Interference Canceller. 2023 IEEE International Symposium on Circuits and Systems (ISCAS 2023). Monterey, California 21 - 25 May 2023 IEEE . https://doi.org/10.1109/iscas46773.2023.10182017
Curricula comparison of mechanical engineering technology and similarly named programmes
Ulla Faiz, M. 2023. Curricula comparison of mechanical engineering technology and similarly named programmes. World Transactions on Engineering and Technology Education. 21 (1), pp. 32-37.
Publications for the PhD by Published Work "Analysis and Evaluation of the Family of Sign Adaptive Algorithms"
Ulla Faiz, Mohammed 2022. Publications for the PhD by Published Work "Analysis and Evaluation of the Family of Sign Adaptive Algorithms". University of Westminster.
A New Fixed Point Noise Cancellation Method for Suppressing Power Line Interference in Electrocardiogram Signals
Faiz, Mohammed Mujahid Ulla, Reni, Saumya Kareem and Kale, Izzet 2022. A New Fixed Point Noise Cancellation Method for Suppressing Power Line Interference in Electrocardiogram Signals. 2022 E-Health and Bioengineering Conference (EHB). Iasi, Romania 17 - 18 Nov 2022 IEEE . https://doi.org/10.1109/ehb55594.2022.9991707
Analysis and Evaluation of the Family of Sign Adaptive Algorithms
Ulla Faiz, Mohammed 2022. Analysis and Evaluation of the Family of Sign Adaptive Algorithms. PhD thesis University of Westminster Computer Science and Engineering https://doi.org/10.34737/w0v8q
A novel fixed-point leaky sign regressor algorithm based adaptive noise canceller for PLI cancellation in ECG signals
Faiz, Mohammed Mujahid Ulla and Kale, Izzet 2022. A novel fixed-point leaky sign regressor algorithm based adaptive noise canceller for PLI cancellation in ECG signals. 2022 IEEE 7th Forum on Research and Technologies for Society and Industry Innovation (RTSI). Paris, France 24 - 26 Aug 2022 IEEE . https://doi.org/10.1109/rtsi55261.2022.9905081
Removal of multiple artifacts from ECG signal using cascaded multistage adaptive noise cancellers
Ulla Faiz, M. and Kale, I. 2022. Removal of multiple artifacts from ECG signal using cascaded multistage adaptive noise cancellers. Array. 14 100133. https://doi.org/10.1016/j.array.2022.100133
Analysis of the Normalized Sign-Sign LMS Algorithm
Ulla Faiz, M. and Zerguine, A. 2021. Analysis of the Normalized Sign-Sign LMS Algorithm. 2021 18th International Multi-Conference on Systems, Signals & Devices (SSD). Monastir, Tunisia 22 - 25 Mar 2021 IEEE . https://doi.org/10.1109/ssd52085.2021.9429479
On the ABET accreditation of academic programs and rankings of universities in Saudi Arabia
Ulla Faiz, M. and Almutairi, M.S. 2021. On the ABET accreditation of academic programs and rankings of universities in Saudi Arabia. 2021 World Engineering Education Forum/Global Engineering Deans Council (WEEF/GEDC). Madrid, Spain 15 - 18 Nov 2022 IEEE . https://doi.org/10.1109/weef/gedc53299.2021.9657262
Curricula comparison of electrical and electronics engineering technology and similarly named associate degree programmes
Ulla Faiz, M. and Almutairi, M.S. 2021. Curricula comparison of electrical and electronics engineering technology and similarly named associate degree programmes. World Transactions on Engineering and Technology Education. 19 (4), pp. 384-391.
Assessment of student outcomes of an electrical and electronics engineering technology programme: A case study
Ulla Faiz, M. and Almutairi, M.S. 2021. Assessment of student outcomes of an electrical and electronics engineering technology programme: A case study. Global Journal of Engineering Education. 23 (3), pp. 231-239.
Analysis of the Signed Regressor LMMN Algorithm for complex-valued data
Ulla Faiz, M. and Zerguine, A. 2020. Analysis of the Signed Regressor LMMN Algorithm for complex-valued data. 2020 17th International Multi-Conference on Systems, Signals & Devices (SSD). Monastir, Tunisia 20 - 23 Jul 2020 IEEE . https://doi.org/10.1109/ssd49366.2020.9364145
Analysis of the SSLMS algorithm for complex-valued data
Ulla Faiz, M. and Zerguine, A. 2019. Analysis of the SSLMS algorithm for complex-valued data. 2019 16th International Multi-Conference on Systems, Signals & Devices (SSD). Istanbul, Turkey 21 - 24 Apr 2019 IEEE . https://doi.org/10.1109/ssd.2019.8893215
Steady-state and tracking analysis of the SSLMS algorithm
Ulla Faiz, M. and Zerguine, A. 2018. Steady-state and tracking analysis of the SSLMS algorithm. 2018 15th International Multi-Conference on Systems, Signals & Devices (SSD). Yasmine Hammamet, Tunisia 19 - 22 Mar 2018 IEEE . https://doi.org/10.1109/ssd.2018.8570395
Tracking MSE performance analysis of the ∈-NSLMS algorithm
Faiz, M.M.U., Zerguine, A., Asad, S.M., Mahmood, K. and Ulla Faiz, M. 2015. Tracking MSE performance analysis of the ∈-NSLMS algorithm. 2015 International Conference on Communications, Signal Processing, and their Applications (ICCSPA'15). Sharjah, United Arab Emirates 17 - 19 Feb 2015 IEEE . https://doi.org/10.1109/iccspa.2015.7081323
Insights into the convergence and steady-state behaviors of the SLMF and its variants
Ulla Faiz, M. and Zerguine, A. 2015. Insights into the convergence and steady-state behaviors of the SLMF and its variants. 2015 IEEE 12th International Multi-Conference on Systems, Signals & Devices (SSD15). Mahdia, Tunisia 16 - 19 Mar 2015 IEEE . https://doi.org/10.1109/ssd.2015.7348094
Assessment of a cooperative training course using faculty course assessment report in an ABET accredited engineering technology program
Ulla Faiz, M. and Al-Mutairi, M.S. 2015. Assessment of a cooperative training course using faculty course assessment report in an ABET accredited engineering technology program. 2015 IEEE Frontiers in Education Conference (FIE). El Paso, TX, USA 21 - 24 Oct 2015 IEEE . https://doi.org/10.1109/fie.2015.7344403
Engineering education for a resilient society: A case study of the kingdom of Saudi Arabia
Ulla Faiz, M. and Al-Mutairi, M.S. 2015. Engineering education for a resilient society: A case study of the kingdom of Saudi Arabia. 2015 International Conference on Interactive Collaborative Learning (ICL). Firenze, Italy 20 - 24 Sep 2015 IEEE . https://doi.org/10.1109/icl.2015.7317983
On the convergence, steady-state, and tracking analysis of the SRLMMN algorithm
Ulla Faiz, M. and Zerguine, A. 2015. On the convergence, steady-state, and tracking analysis of the SRLMMN algorithm. 2015 23rd European Signal Processing Conference (EUSIPCO). Nice, France 31 Aug - 04 Sep 2015 IEEE . https://doi.org/10.1109/eusipco.2015.7362873
Comments on "Efficient Signal Conditioning Techniques for Brain Activity in Remote Health Monitoring Network"
Ulla Faiz, M. 2015. Comments on "Efficient Signal Conditioning Techniques for Brain Activity in Remote Health Monitoring Network". IEEE Sensors Journal. 15 (9), pp. 5349-5350. https://doi.org/10.1109/jsen.2015.2431260
Using faculty course assessment report for the assessment of an associate degree course in engineering technology program
Ulla Faiz, M., Mansoor, U.B., Asad, S.M. and Mahmood, K. 2014. Using faculty course assessment report for the assessment of an associate degree course in engineering technology program. 2014 IEEE 6th Conference on Engineering Education (ICEED). Kuala Lumpur, Malaysia 09 - 10 Dec 2014 IEEE . https://doi.org/10.1109/iceed.2014.7194691
On the steady-state and tracking analysis of the complex SRLMS algorithm
Ulla Faiz, M. and Zerguine, A. 2014. On the steady-state and tracking analysis of the complex SRLMS algorithm. 22nd European Signal Processing Conference, EUSIPCO 2014. Lisbon, Portugal 01 - 05 Sep 2014 European Signal Processing Conference, EUSIPCO.
Convergence and tracking analysis of the ε-NSRLMF algorithm
Ulla Faiz, M. and Zerguine, A. 2013. Convergence and tracking analysis of the ε-NSRLMF algorithm. 2013 IEEE International Conference on Acoustics, Speech and Signal Processing. Vancouver, BC, Canada 26 - 31 May 2011 IEEE . https://doi.org/10.1109/icassp.2013.6638747
The 𝜖-normalized sign regressor least mean fourth (NSRLMF) adaptive algorithm
Ulla Faiz, M. and Zerguine, A. 2012. The 𝜖-normalized sign regressor least mean fourth (NSRLMF) adaptive algorithm. 2012 11th International Conference on Information Science, Signal Processing and their Applications (ISSPA). Montreal, QC, Canada 02 - 05 Jul 2012 IEEE . https://doi.org/10.1109/isspa.2012.6310571
Tracking analysis of the ε-NSRLMMN algorithm
Ulla Faiz, M. and Zerguine, A. 2012. Tracking analysis of the ε-NSRLMMN algorithm. 2012 Conference Record of the Forty Sixth Asilomar Conference on Signals, Systems and Computers (ASILOMAR). Pacific Grove, CA, USA 04 - 07 Nov 2012 IEEE . https://doi.org/10.1109/acssc.2012.6489127
Convergence analysis of the epsilon NSRLMMN algorithm
Ulla Faiz, M. and Zerguine, A. 2012. Convergence analysis of the epsilon NSRLMMN algorithm. 2012 Proceedings of the 20th European Signal Processing Conference (EUSIPCO). Bucharest, Romania 27 - 31 Aug 2012 IEEE .
The ε-normalized sign regressor least mean square (NSRLMS) adaptive algorithm
Ulla Faiz, M. and Zerguine, A. 2011. The ε-normalized sign regressor least mean square (NSRLMS) adaptive algorithm. 2011 IEEE International Conference on Signal and Image Processing Applications (ICSIPA). Kuala Lumpur, Malaysia 16 - 18 Nov 2011 IEEE . https://doi.org/10.1109/icsipa.2011.6144114
Analysis of the sign regressor least mean fourth adaptive algorithm
Zerguine, A., Ulla Faiz, M. and Zidouri, A. 2011. Analysis of the sign regressor least mean fourth adaptive algorithm. EURASIP Journal on Advances in Signal Processing. 2011 373205. https://doi.org/10.1155/2011/373205
A steady-state analysis of the ε-normalized sign-error least mean square (NSLMS) adaptive algorithm
Ulla Faiz, M. and Zerguine, A. 2011. A steady-state analysis of the ε-normalized sign-error least mean square (NSLMS) adaptive algorithm. 2011 Conference Record of the Forty Fifth Asilomar Conference on Signals, Systems and Computers (ASILOMAR). Pacific Grove, CA, USA 06 - 09 Nov 2011 IEEE . https://doi.org/10.1109/acssc.2011.6190059
Analysis of the complex sign regressor least mean fourth adaptive algorithm
Ulla Faiz, M. and Zerguine, A. 2011. Analysis of the complex sign regressor least mean fourth adaptive algorithm. 2011 IEEE International Conference on Signal and Image Processing Applications (ICSIPA). Kuala Lumpur, Malaysia 16 - 18 Nov 2011 IEEE . https://doi.org/10.1109/icsipa.2011.6144115
Adaptive channel equalization using the sign regressor least mean fourth algorithm
Ulla Faiz, M. and Zerguine, A. 2011. Adaptive channel equalization using the sign regressor least mean fourth algorithm. 2011 Saudi International Electronics, Communications and Photonics Conference (SIECPC). Riyadh, Saudi Arabia 24 - 26 Apr 2011 IEEE . https://doi.org/10.1109/siecpc.2011.5876986
The signed regressor least mean fourth (SRLMF) adaptive algorithm
Ulla Faiz, M., Zerguine, A. and Zidouri, A. 2010. The signed regressor least mean fourth (SRLMF) adaptive algorithm. 10th International Conference on Information Science, Signal Processing and their Applications (ISSPA 2010). Kuala Lumpur, Malaysia 10 - 13 May 2010 IEEE . https://doi.org/10.1109/isspa.2010.5605532
Recursive least-squares adaptive channel estimation for spatial modulation systems
Ulla Faiz, M., Al-Ghadhban, S. and Zerguine, A. 2009. Recursive least-squares adaptive channel estimation for spatial modulation systems. 2009 IEEE 9th Malaysia International Conference on Communications (MICC). Kuala Lumpur, Malaysia 15 - 17 Dec 2009 IEEE . https://doi.org/10.1109/micc.2009.5431388
Permalink - https://westminsterresearch.westminster.ac.uk/item/w023z/a-note-on-nsrlms-nsrlmf-and-nsrlmmn-adaptive-algorithms
Analysis of the sign regressor least mean fourth adaptive algorithm
Zerguine, A., Ulla Faiz, M. and Zidouri, A. 2011. Analysis of the sign regressor least mean fourth adaptive algorithm. EURASIP Journal on Advances in Signal Processing. 2011 373205. https://doi.org/10.1155/2011/373205
Analysis of the complex sign regressor least mean fourth adaptive algorithm
Ulla Faiz, M. and Zerguine, A. 2011. Analysis of the complex sign regressor least mean fourth adaptive algorithm. 2011 IEEE International Conference on Signal and Image Processing Applications (ICSIPA). Kuala Lumpur, Malaysia 16 - 18 Nov 2011 IEEE . https://doi.org/10.1109/icsipa.2011.6144115
Adaptive channel equalization using the sign regressor least mean fourth algorithm
Ulla Faiz, M. and Zerguine, A. 2011. Adaptive channel equalization using the sign regressor least mean fourth algorithm. 2011 Saudi International Electronics, Communications and Photonics Conference (SIECPC). Riyadh, Saudi Arabia 24 - 26 Apr 2011 IEEE . https://doi.org/10.1109/siecpc.2011.5876986
On the convergence, steady-state, and tracking analysis of the SRLMMN algorithm
Ulla Faiz, M. and Zerguine, A. 2015. On the convergence, steady-state, and tracking analysis of the SRLMMN algorithm. 2015 23rd European Signal Processing Conference (EUSIPCO). Nice, France 31 Aug - 04 Sep 2015 IEEE . https://doi.org/10.1109/eusipco.2015.7362873
Removal of multiple artifacts from ECG signal using cascaded multistage adaptive noise cancellers
Ulla Faiz, M. and Kale, I. 2022. Removal of multiple artifacts from ECG signal using cascaded multistage adaptive noise cancellers. Array. 14 100133. https://doi.org/10.1016/j.array.2022.100133
The 𝜖-normalized sign regressor least mean fourth (NSRLMF) adaptive algorithm
Ulla Faiz, M. and Zerguine, A. 2012. The 𝜖-normalized sign regressor least mean fourth (NSRLMF) adaptive algorithm. 2012 11th International Conference on Information Science, Signal Processing and their Applications (ISSPA). Montreal, QC, Canada 02 - 05 Jul 2012 IEEE . https://doi.org/10.1109/isspa.2012.6310571
Convergence and tracking analysis of the ε-NSRLMF algorithm
Ulla Faiz, M. and Zerguine, A. 2013. Convergence and tracking analysis of the ε-NSRLMF algorithm. 2013 IEEE International Conference on Acoustics, Speech and Signal Processing. Vancouver, BC, Canada 26 - 31 May 2011 IEEE . https://doi.org/10.1109/icassp.2013.6638747
Convergence analysis of the epsilon NSRLMMN algorithm
Ulla Faiz, M. and Zerguine, A. 2012. Convergence analysis of the epsilon NSRLMMN algorithm. 2012 Proceedings of the 20th European Signal Processing Conference (EUSIPCO). Bucharest, Romania 27 - 31 Aug 2012 IEEE .
Tracking analysis of the ε-NSRLMMN algorithm
Ulla Faiz, M. and Zerguine, A. 2012. Tracking analysis of the ε-NSRLMMN algorithm. 2012 Conference Record of the Forty Sixth Asilomar Conference on Signals, Systems and Computers (ASILOMAR). Pacific Grove, CA, USA 04 - 07 Nov 2012 IEEE . https://doi.org/10.1109/acssc.2012.6489127
On the steady-state and tracking analysis of the complex SRLMS algorithm
Ulla Faiz, M. and Zerguine, A. 2014. On the steady-state and tracking analysis of the complex SRLMS algorithm. 22nd European Signal Processing Conference, EUSIPCO 2014. Lisbon, Portugal 01 - 05 Sep 2014 European Signal Processing Conference, EUSIPCO.
Steady-state and tracking analysis of the SSLMS algorithm
Ulla Faiz, M. and Zerguine, A. 2018. Steady-state and tracking analysis of the SSLMS algorithm. 2018 15th International Multi-Conference on Systems, Signals & Devices (SSD). Yasmine Hammamet, Tunisia 19 - 22 Mar 2018 IEEE . https://doi.org/10.1109/ssd.2018.8570395
Analysis of the SSLMS algorithm for complex-valued data
Ulla Faiz, M. and Zerguine, A. 2019. Analysis of the SSLMS algorithm for complex-valued data. 2019 16th International Multi-Conference on Systems, Signals & Devices (SSD). Istanbul, Turkey 21 - 24 Apr 2019 IEEE . https://doi.org/10.1109/ssd.2019.8893215
Insights into the convergence and steady-state behaviors of the SLMF and its variants
Ulla Faiz, M. and Zerguine, A. 2015. Insights into the convergence and steady-state behaviors of the SLMF and its variants. 2015 IEEE 12th International Multi-Conference on Systems, Signals & Devices (SSD15). Mahdia, Tunisia 16 - 19 Mar 2015 IEEE . https://doi.org/10.1109/ssd.2015.7348094
Comments on "Efficient Signal Conditioning Techniques for Brain Activity in Remote Health Monitoring Network"
Ulla Faiz, M. 2015. Comments on "Efficient Signal Conditioning Techniques for Brain Activity in Remote Health Monitoring Network". IEEE Sensors Journal. 15 (9), pp. 5349-5350. https://doi.org/10.1109/jsen.2015.2431260
The ε-normalized sign regressor least mean square (NSRLMS) adaptive algorithm
Ulla Faiz, M. and Zerguine, A. 2011. The ε-normalized sign regressor least mean square (NSRLMS) adaptive algorithm. 2011 IEEE International Conference on Signal and Image Processing Applications (ICSIPA). Kuala Lumpur, Malaysia 16 - 18 Nov 2011 IEEE . https://doi.org/10.1109/icsipa.2011.6144114
A steady-state analysis of the ε-normalized sign-error least mean square (NSLMS) adaptive algorithm
Ulla Faiz, M. and Zerguine, A. 2011. A steady-state analysis of the ε-normalized sign-error least mean square (NSLMS) adaptive algorithm. 2011 Conference Record of the Forty Fifth Asilomar Conference on Signals, Systems and Computers (ASILOMAR). Pacific Grove, CA, USA 06 - 09 Nov 2011 IEEE . https://doi.org/10.1109/acssc.2011.6190059
Tracking MSE performance analysis of the ∈-NSLMS algorithm
Faiz, M.M.U., Zerguine, A., Asad, S.M., Mahmood, K. and Ulla Faiz, M. 2015. Tracking MSE performance analysis of the ∈-NSLMS algorithm. 2015 International Conference on Communications, Signal Processing, and their Applications (ICCSPA'15). Sharjah, United Arab Emirates 17 - 19 Feb 2015 IEEE . https://doi.org/10.1109/iccspa.2015.7081323
Analysis and Evaluation of the Family of Sign Adaptive Algorithms
Ulla Faiz, Mohammed 2022. Analysis and Evaluation of the Family of Sign Adaptive Algorithms. PhD thesis University of Westminster Computer Science and Engineering https://doi.org/10.34737/w0v8q