Open access Jurnal SINTA 1
Lithium-Ion batteries modeling and state of charge estimation using Artificial Neural Network
International Journal of Electrical and Computer Engineering (IJECE) · Vol. 9 No. 5 (2019)
- ISSN
- 2722-2578, 2088-8708
- Published
- 2019-10-01
- Publisher
- Institute of Advanced Engineering and Science
Abstract
In This paper, we propose an effective and online technique for modeling nd State of Charge (SoC) estimation of Lithium-Ion (Li-Ion) batteries using Feed Forward Neural Networks(FFNN) and Nonlinear Auto Regressive model with eXogenous input(NARX). The both Artificial Neural Network (ANN) are rained using the data collected from the batterycharging and discharging pro ess. The NARX network finds the needed battery model, where the input ariables are the battery terminal voltage, SoC at the previous sample, and the urrent, temperature at the present sample. The proposed method is imple mented on a Li-Ion battery cell to estimate online SoC. Simulation results show good estimation of the SoC.
Collaboration network of the authors
17 authors · 65 co-authorship links · 35 across different organisations
Hover or tap a name to highlight its co-authors. Double-click to open the author's page.
- Sidi Mohamed Ben Abdellah University
- Université Moulay Ismail de Meknes
- University of Hassan II Casablanca
- University of Central Asia
- Majmaah University
- Siberian Federal University
- Diplomatic Academy of Vienna
- Other organisations
- Affiliation unknown
- Different organisations
- Same organisation
- Affiliation unknown
- Thicker line = more joint articles · bigger circle = more articles
Show as table
| Co-author | Organisation | Joint articles |
|---|---|---|
| Mohamed Azeroual | Université Moulay Ismail de Meknes | 6 |
| Ayman Aljarbouh | University of Central Asia | 3 |
| Fatima Zahra Bassine | University of Hassan II Casablanca | 3 |
| Lahcen Eliysaouy | Affiliation unknown | 2 |
| Aiman J.Albarakati | Majmaah University | 2 |
| Alexey Knyazkov | Siberian Federal University | 2 |
| Hassan El Moussaoui | Sidi Mohamed Ben Abdellah University | 2 |
| Hassane El Markhi | Sidi Mohamed Ben Abdellah University | 1 |
| Soukaina Naciri | Sidi Mohamed Ben Abdellah University | 1 |
| Ismail Moufid | Sidi Mohamed Ben Abdellah University | 1 |
| Hassan El Moussaoui | Sidi Mohamed Ben Abdellah University | 1 |
| Stephanie Ness | Diplomatic Academy of Vienna | 1 |
| Lahcen Elyssaoui | Affiliation unknown | 1 |
| Mayur Rele | Parachute Health (United States) | 1 |
Affiliations come from OpenAlex; journal OAI-PMH metadata carries none. Authors without an OpenAlex ID are matched by name, which can merge or split people.