Design and Simulation of an Electrochemical ANN-Based Observer for a Lithium-Ion Battery for Estimation of State of Charge
International Journal of Science and Research (IJSR)

International Journal of Science and Research (IJSR)
www.ijsr.net | Open Access | Fully Refereed | Peer Reviewed International Journal

ISSN: 2319-7064



Downloads: 114

Research Paper | Electrical Engineering | Kenya | Volume 3 Issue 11, November 2014

Design and Simulation of an Electrochemical ANN-Based Observer for a Lithium-Ion Battery for Estimation of State of Charge

W. K. Kaburu, S. Kangethe, S. I. Kamau

Finite Element Methods (FEM) for estimation of State Of Charge (SOC) of the Lithium-ion battery are inaccurate. A more accurate and faster method using Artificial Neural Networks (ANNs) is investigated in this research. The SOC of the Lithium-ion battery was determined from an electrochemical mathematical model of the Lithium-ion battery drawn from current literature. The model turns out to be complex as it is described in terms of non-linear Partial Differential Equations (PDE). Since Luenberger observer design is not applicable to systems described by linear or non-linear PDEs, an observer was designed based on back-stepping approach to estimate SOC of the Lithium-ion battery. The ANNs are implemented and then trained using MATLAB Neural Network Toolbox. The results for undertaking this research are a more accurate estimation of SOC of a Lithium ion battery for real-time applications e. g. in a dual source Pure Electric Vehicle (PEV). The proposed ANN-based design and simulation of the PDE observer has been validated by comparing the error of the observer based on ANNs and the same observer based on FEM. Simulations of the ANN-based observer and FEM-based observer were performed in MATLAB.

Keywords: Artificial neural networks, finite element method, Lithium ion battery, partial differential equations

Edition: Volume 3 Issue 11, November 2014

Pages: 1254 - 1258

Share this Article

How to Cite this Article?

W. K. Kaburu, S. Kangethe, S. I. Kamau, "Design and Simulation of an Electrochemical ANN-Based Observer for a Lithium-Ion Battery for Estimation of State of Charge", International Journal of Science and Research (IJSR), https://www.ijsr.net/search_index_results_paperid.php?id=OCT141042, Volume 3 Issue 11, November 2014, 1254 - 1258

Enter Your Email Address




Similar Articles with Keyword 'Artificial neural networks'

Downloads: 114

Review Papers, Electrical Engineering, India, Volume 3 Issue 7, July 2014

Pages: 680 - 684

A Review on Fault Diagnosis of Induction Motor Using Artificial Neural Networks

Kanika Gupta, Arunpreet Kaur

Share this Article

Downloads: 115

M.Tech / M.E / PhD Thesis, Electrical Engineering, India, Volume 4 Issue 5, May 2015

Pages: 2261 - 2266

Detection of Abnormal Conditions of Induction Motor by using ANN

Rajashree V Rane, H. B. Chaudhari

Share this Article

Similar Articles with Keyword 'Artificial'

Downloads: 1 | Weekly Hits: ⮙1 | Monthly Hits: ⮙1

Research Paper, Electrical Engineering, India, Volume 10 Issue 6, June 2021

Pages: 689 - 700

Product Platform Based Modular Adaptive DC-DC Converters for Space Applications

P. Prakash, Dr. J.K. Kishore, C. S. Madhusudhana

Share this Article

Downloads: 109

Research Paper, Electrical Engineering, India, Volume 3 Issue 6, June 2014

Pages: 2314 - 2320

Emission Minimization with Artificial Bee Colony Algorithm Incorporating Distributed Generation Sources

Venkatesha G, R D Satyanarayana Rao

Share this Article

Similar Articles with Keyword 'neural'

Downloads: 104

Research Paper, Electrical Engineering, India, Volume 4 Issue 5, May 2015

Pages: 2632 - 2638

Stabilization of Non-Linear System Using Single Input Neuro-Fuzzy Logic Controller Based on Radial Basis Function Network

Ravi Kumar Soni, Dr. M. J. Nigam

Share this Article

Downloads: 107

Research Paper, Electrical Engineering, China, Volume 5 Issue 3, March 2016

Pages: 1470 - 1473

Based on Multi-FPGA Neuron Simulation Hardware Platform

Aiqing Zhao, Huiyan Li

Share this Article

Similar Articles with Keyword 'networks'

Downloads: 164 | Monthly Hits: ⮙2

Comparative Studies, Electrical Engineering, India, Volume 8 Issue 4, April 2019

Pages: 1653 - 1658

Optimal Placement of Compensating Devices in Distribution System by Using PSO Algorithm

E. V. Vinay

Share this Article

Downloads: 98

M.Tech / M.E / PhD Thesis, Electrical Engineering, India, Volume 4 Issue 7, July 2015

Pages: 2073 - 2077

Load Flow Studies by CB Model Approach using UPFC

Sasi Kumar.M, Dr. Shaik Rafi Kiran

Share this Article

Similar Articles with Keyword 'finite'

Downloads: 109

Research Paper, Electrical Engineering, India, Volume 9 Issue 7, July 2020

Pages: 1926 - 1930

Induction Motor Parameter Monitoring System using Zig bee Protocol & MATLAB GUI: Automated Monitoring System

Sachin Mali, Sunil Kumar Bhatt

Share this Article

Downloads: 112

Research Paper, Electrical Engineering, India, Volume 4 Issue 6, June 2015

Pages: 1436 - 1439

Optimal Tunning Statcom for SMIB System Using Particle Swarm Optimization

Bharti Verma, Abhijit Mandal

Share this Article

Similar Articles with Keyword 'element'

Downloads: 74

Research Paper, Electrical Engineering, China, Volume 9 Issue 10, October 2020

Pages: 1661 - 1663

Radome Boresight Error Optimization by Array Pointing

WANG Wei

Share this Article

Downloads: 98

M.Tech / M.E / PhD Thesis, Electrical Engineering, India, Volume 4 Issue 7, July 2015

Pages: 2073 - 2077

Load Flow Studies by CB Model Approach using UPFC

Sasi Kumar.M, Dr. Shaik Rafi Kiran

Share this Article

Similar Articles with Keyword 'method'

Downloads: 164 | Monthly Hits: ⮙2

Comparative Studies, Electrical Engineering, India, Volume 8 Issue 4, April 2019

Pages: 1653 - 1658

Optimal Placement of Compensating Devices in Distribution System by Using PSO Algorithm

E. V. Vinay

Share this Article

Downloads: 1 | Weekly Hits: ⮙1 | Monthly Hits: ⮙1

Research Paper, Electrical Engineering, India, Volume 10 Issue 6, June 2021

Pages: 689 - 700

Product Platform Based Modular Adaptive DC-DC Converters for Space Applications

P. Prakash, Dr. J.K. Kishore, C. S. Madhusudhana

Share this Article

Similar Articles with Keyword 'ion'

Downloads: 164 | Monthly Hits: ⮙2

Comparative Studies, Electrical Engineering, India, Volume 8 Issue 4, April 2019

Pages: 1653 - 1658

Optimal Placement of Compensating Devices in Distribution System by Using PSO Algorithm

E. V. Vinay

Share this Article

Downloads: 0

M.Tech / M.E / PhD Thesis, Electrical Engineering, India, Volume 10 Issue 6, June 2021

Pages: 1756 - 1758

Botanica Based Small Scale Power Generation and Analysis

Abhishek Dey

Share this Article

Similar Articles with Keyword 'battery'

Downloads: 1

Research Paper, Electrical Engineering, Rwanda, Volume 10 Issue 4, April 2021

Pages: 1328 - 1333

Design and Development of A PV / AC Grid Hybrid System in Rwanda

Makuza Jean Claude, Johan Potgieter

Share this Article

Downloads: 1

Review Papers, Electrical Engineering, India, Volume 10 Issue 6, June 2021

Pages: 38 - 43

A Review on Energy Storage System of Smart Grid System

Apar Chitransh, Dr. Ranjit Kumar Bindal

Share this Article

Similar Articles with Keyword 'partial'

Downloads: 102

Research Paper, Electrical Engineering, India, Volume 4 Issue 5, May 2015

Pages: 173 - 177

Hybrid Approach using SLM and PTS Techniques to Reduce PAPR

Abhimanyu Thakur, Naveen Dhillon

Share this Article

Downloads: 106

Research Paper, Electrical Engineering, India, Volume 5 Issue 4, April 2016

Pages: 2345 - 2349

Modeling and Performance Analysis of Partial Feedback Linear Controlling Technique in Single Phase Grid Connected PV System

Tayade.S.V, Harpreet Singh, Rajeev Kr Chaturvedi, Abhishek V Gedam

Share this Article

Similar Articles with Keyword 'differential'

Downloads: 102

Research Paper, Electrical Engineering, India, Volume 4 Issue 12, December 2015

Pages: 907 - 913

Transformer Differential Protection Using Wavelet Packet Transform

Jitendra Singh Chandra, Amit Goswami

Share this Article

Downloads: 107

Research Paper, Electrical Engineering, India, Volume 3 Issue 11, November 2014

Pages: 2446 - 2449

Maximization of ATC under Fault Condition Using Differential Evolution

U. Karthik, K. Ravi Sankar

Share this Article

Similar Articles with Keyword 'equations'

Downloads: 113

Research Paper, Electrical Engineering, Pakistan, Volume 4 Issue 10, October 2015

Pages: 1845 - 1849

Design and Modeling of 10KW Biofuel Based Solid Oxide Fuel Cell System

Muhammad Ali Babar, Amjad Ullah Khattak

Share this Article

Downloads: 118

Research Paper, Electrical Engineering, India, Volume 4 Issue 8, August 2015

Pages: 1258 - 1262

Loss Evaluation of Radial Distribution System

Peddanna Gundugallu, G. Meerimatha

Share this Article



Top