Embry Riddle Aeronautical University
Hybrid Electric Power System Validation through Parameter Optimization
Abstract
dc:description.abstract<p>Battery models can be developed from first principles or from empirical methods. The work presented in this thesis is semi-empirical, the model was validated using test data through parameter optimization. Simulink Parameter Estimation toolbox was used to identify the battery parameters and validate the battery model with test data. Experimental data was obtained by discharging the battery of a modified 2013 Chevrolet Malibu hybrid electric vehicle. The resulting battery model provided accurate simulation results over the validation data. For the constant current discharge, the mean squared error between measured and simulated data was 0.26 volts for the terminal voltage and 6.07e-4 (%) for state of charge. For the extended variable current discharge, the mean squared error between measured and simulated data was 0.21 volts for terminal voltage and 9.25e-4 (%) for state of charge. The validated battery model was implemented in the hybrid electric vehicle model and an optimization routine was conducted in Simulink to validate a launch control strategy. The vehicle model was subject to two maximum acceleration tests from 0-60mph. Test 1 corresponded to a maximum acceleration in EV-only mode and test 2 corresponded to a maximum acceleration in HEV mode or launch control mode. In both tests, the simulated data matched the experimental data with a root mean square error below 0.45 mph for vehicle speed and 3.5 volts for bus voltage.</p>
Degree
thesis:*- Name thesis:degree_name
- Master of Science in Mechanical Engineering
- Level thesis:degree_level
- Thesis - Open Access
- Discipline thesis:degree_discipline
- Mechanical Engineering
- Year
- 2015
Author and committee
dc:creator, dc:contributor.*- Author dc:creator
-
- Khalifi, Hasnaa
Subjects
dc:subject × 5Identifiers
dc:identifier.*- Repository record dc:identifier
- https://commons.erau.edu/edt/220
- OAI identifier oai:identifier
- oai:commons.erau.edu:edt-1219