Limited Offer
Save 50% on book bundles
Immediately download your ebook while waiting for your print delivery. No promo code needed.
![Book bundle cover eBook and print](https://images.ctfassets.net/ahaoy9whsr8a/3hh8459sY2nXIBbSiKJFQm/ed36678e72516d39f8a78ab741be67ec/book-promo-banner3.png?fm=webp&w=400&q=75)
The future success of electric vehicles relies nearly entirely on the design, modelling and simulation of the vehicle battery management systems. Intelligent Battery Management… Read more
Limited Offer
Guides readers through the process of designing and creating working simulation models using AI and ML approaches
Provides different smart estimation methods on battery management systems (BMS), including the state of charge and state of health
Consider thermal modeling of battery cells and multiple energy systems management under different parametric conditions
1. Introduction to Lithium-ion battery
2. Overview of electric vehicle and charging
3. Overview of battery management system
4. Intelligent estimation of battery parameters
4.1. Neural network
4.2. Deep learning
4.3. Optimized machine learning techniques
4.4. Fuzzy neural network and particle swarm optimization algorithm
4.5. Extreme learning machine
4.6. Random forest regression
5. Other battery modelling and simulation with AI
6. Cells balancing of battery
6.1 Fixed shunt resistor method
6.2 Switching shunt resistor method
6.3 Capacitor based active balancing method
6.4 Inductor and transformer based active balancing method
7. Thermal Modelling of battery
7.1. Electro-thermal model
7.2. Parametrization of electro-thermal model
7.3. Model uncertainties
8. Fault diagnosis and degradation of lithium-ion battery
8.1 Battery degradation and RUL prediction
8.2 Uncertainties during degradation
8.3 Quantifying uncertainties
8.4 Real-time fault diagnosis using Improved RBF Neural Network
9. Modelling and control of battery powered underwater vehicle using MATLAB/Simulink
10. Modelling and control of electric vehicle using MATLAB/Simulink
11. Modelling and control of hybrid vehicle with fuel cell using MATLAB/Simulink
12. Modeling and simulating battery for electric vehicle using Modelica
13. Modelling of Lithium–Ion Battery for Aerospace Applications using MATLAB/Simulink
14. Modelling of a Small Unmanned Battery Powered Tailsitter Drone using MATLAB/Simulink
15. References
16. Appendices
CC
CZ