Machine Learning Engineer for Li-Ion Battery Voltage Prediction
Vor 5 Tagen
YOUR RESPONSIBILITIES:
- Develop and implement an electrical equivalent circuit of a battery (ECC) State Space Model (SS-Model) with time-invariant model parameters (R & C constant)
- Compare and evaluate different machine learning algorithms, including NN, LSTM, Decision Trees, and Gaussian Processes, for system identification and voltage prediction of Li-Ion batteries
- Estimate and compare R & C parameter values using at least two different machine learning algorithms (NN mandatory)
- Explore the impact of time-variant model parameters (R & C) on battery voltage prediction (optional)
- Investigate the potential of incorporating prior physical knowledge to enhance prediction accuracy (optional)
YOUR PROFILE:
- Ongoing studies in Electrical Engineering, Computer Science/Data Science, or Digital Engineering
- Excellent English language skills
- Proficiency in Python programming
- Knowledge of optimization methods and machine learning techniques
WE OFFER:
- Independent thesis work with professional guidance and support from experienced AVL employees
- Opportunities to collaborate with experts and benefit from their expertise
- Chance to apply theoretical knowledge in a practical environment and contribute to the development of innovative mobility solutions
The successful completion of the thesis is rewarded with a one-time fee. At AVL, we value diversity and recognize that diverse perspectives are essential for achieving our vision of a greener, safer, and better world of mobility.
-
Graz, Steiermark, Österreich AVL List GmbH VollzeitResponsibilities:Develop an electrical equivalent circuit of a battery (ECC) State Space Model (SS-Model) with time-invariant model parameters (R & C constants).Implement and compare various machine learning algorithms, including Neural Networks, Long Short-Term Memory (LSTM), Decision Trees, Gaussian Processes, and Feature Engineering, for system...
-
Graz, Steiermark, Österreich AVL List GmbH VollzeitAbout the Project:We are seeking a highly motivated and skilled Machine Learning Engineer to join our team at AVL List GmbH. As a Machine Learning Engineer, you will be responsible for developing and implementing machine learning methods for testing battery and fuel cells.Your Responsibilities:Develop and implement machine learning algorithms for battery and...
-
Battery Lifetime Prediction Engineer
Vor 5 Tagen
Graz, Steiermark, Österreich AVL List GmbH VollzeitJob Opportunity:We are seeking a highly motivated and skilled engineer to work on a thesis project focused on predictive fast charging algorithms to improve battery lifetime.Your Responsibilities:Conduct a literature review of ageing models and predictive fast charging algorithms.Develop an algorithm for lifetime prediction/ageing model of a battery...
-
Graz, Steiermark, Österreich AVL List GmbH VollzeitAbout the ThesisWe are seeking a highly motivated and skilled student to work on a thesis project focused on machine learning-based testing of battery and fuel cells. The successful candidate will have the opportunity to develop and implement machine learning methods for testing and validation of energy storage systems.ResponsibilitiesDevelop and implement...
-
Graz, Steiermark, Österreich AVL List GmbH VollzeitJob Opportunity: Thesis Project in Battery Testing for Electric VehiclesWe are seeking a highly motivated master's student to work on a thesis project focused on optimizing battery testing for electric vehicles (EVs) using machine learning in lab management.Responsibilities:Analyze and adapt data models for battery testingImplement a simple test environment...
-
Graz, Steiermark, Österreich AVL List GmbH VollzeitAbout the ProjectWe are seeking a highly motivated master's student to work on a thesis project focused on optimizing battery testing for electric vehicles using machine learning algorithms.ResponsibilitiesAnalyze and adapt data models for battery testingImplement simple test environments to simulate battery test labsAnalyze state-of-the-art machine learning...
-
Graz, Steiermark, Österreich AVL List GmbH VollzeitAbout the Thesis ProjectWe are seeking a highly motivated and skilled master's student to work on a thesis project focused on optimizing battery testing for electric vehicles using machine learning in lab management.Project OverviewThe demand for battery testing facilities is increasing rapidly, with capacities being reserved years in advance. The planning...
-
Graz, Steiermark, Österreich AVL List GmbH VollzeitAbout the Thesis Project:We are seeking a highly motivated master's student to work on a thesis project focused on optimizing battery testing for electric vehicles using machine learning techniques. The project aims to develop and implement a machine learning-based approach to improve the efficiency and accuracy of battery testing in a lab...
-
Graz, Steiermark, Österreich AVL VollzeitAbout the Project:We are seeking a highly motivated student to work on a thesis project focused on machine learning-based testing of battery and fuel cells. The successful candidate will develop and implement machine learning methods to improve the testing pipeline at AVL.Your Responsibilities:Develop machine learning algorithms to analyze and improve...
-
Graz, Steiermark, Österreich AVL VollzeitJob DescriptionJob Title: Thesis - Optimizing Battery Testing for EVs: Machine Learning in Lab ManagementJob Summary:We are seeking a highly motivated and skilled master's student to work on a thesis project focused on optimizing battery testing for electric vehicles using machine learning techniques. The successful candidate will have the opportunity to...
-
Machine Learning Engineer for ADAS/AD
vor 2 Wochen
Graz, Steiermark, Österreich AVL List GmbH VollzeitJob Description:As a Machine Learning Engineer at AVL List GmbH, you will be responsible for developing new generation machine learning methods focused on the detection of objects, lanes, and driving scenarios. You will integrate these methods into AVL platforms and test and analyze full self-driving stacks under different hardware and software...
-
Graz, Steiermark, Österreich AVL List GmbH VollzeitJob DescriptionWe are seeking a highly motivated and skilled Machine Learning Engineer to join our team at AVL List GmbH. As a Machine Learning Engineer, you will be responsible for developing and integrating advanced machine learning methods for Autonomous Driving Systems (ADAS/AD).ResponsibilitiesDevelop new generation machine learning methods focused on...
-
Graz, Steiermark, Österreich AVL List GmbH VollzeitAbout the OpportunityWe are seeking a highly motivated and skilled Machine Learning Engineer to join our team at AVL List GmbH. As a Machine Learning Engineer, you will have the opportunity to work on developing new generation machine learning methods focused on the detection of objects, lanes, and driving scenarios.ResponsibilitiesDevelop new machine...
-
Senior Machine Learning Engineer
Vor 5 Tagen
Graz, Steiermark, Österreich Blackshark AI VollzeitAbout the RoleWe are seeking a highly skilled Senior Machine Learning Engineer to contribute to the development of our cutting-edge geospatial AI technology. As a key member of our team, you will play a crucial role in advancing our platform's capabilities and staying ahead of the curve in the field of machine learning.Key ResponsibilitiesContribute to the...
-
Battery Systems Simulation Specialist
vor 4 Wochen
Graz, Steiermark, Österreich Samsung SDI Battery Systems GmbH VollzeitAbout UsAt Samsung SDI Battery Systems, we are dedicated to fostering a sustainable future through innovative e-mobility solutions. As a global leader in battery technology, we collaborate closely with our automotive partners to design, test, and manufacture cutting-edge Lithium-Ion Battery packs for hybrid and electric vehicles.LocationOur technology center...
-
Battery Systems Simulation Specialist
vor 4 Wochen
Graz, Steiermark, Österreich Samsung SDI Battery Systems GmbH VollzeitAbout UsAt Samsung SDI Battery Systems, we are committed to fostering a sustainable future through the development of cutting-edge products in the e-mobility sector. As a recognized leader in battery technology, we collaborate closely with our partners in the automotive industry to innovate, test, and produce advanced Lithium-Ion Battery packs tailored for...
-
Battery Systems Simulation Specialist
vor 4 Wochen
Graz, Steiermark, Österreich Samsung SDI Battery Systems GmbH VollzeitAt Samsung SDI Battery Systems, we are dedicated to fostering a sustainable future through the development of cutting-edge e-mobility solutions. Our team is at the forefront of innovation, collaborating with automotive industry leaders to design, test, and manufacture advanced Lithium-Ion Battery packs for hybrid and electric vehicles.Key...
-
Graz, Steiermark, Österreich AVL List GmbH VollzeitAbout the OpportunityWe are seeking a highly motivated and skilled individual to join our team as a Machine Learning Engineer for Autonomous Driving Systems. As part of our research team, you will have the opportunity to work on cutting-edge projects in the field of ADAS/AD.Your ResponsibilitiesDevelop new generation machine learning methods focused on...
-
Battery Systems Simulation Specialist
vor 4 Wochen
Graz, Steiermark, Österreich Samsung SDI Battery Systems GmbH VollzeitAbout UsAt Samsung SDI Battery Systems, we are dedicated to fostering a sustainable future through innovative e-mobility solutions. As a global leader in battery technology, we collaborate closely with automotive industry partners to design, test, and manufacture cutting-edge Lithium-Ion Battery packs for hybrid and electric vehicles.LocationOur technology...
-
Battery Systems Simulation Specialist
vor 4 Wochen
Graz, Steiermark, Österreich Samsung SDI Battery Systems GmbH VollzeitAbout UsAt Samsung SDI Battery Systems, we are dedicated to fostering a sustainable future through the development of cutting-edge e-mobility solutions. Our commitment to innovation drives us to create advanced products for our clients in the automotive sector.LocationOur technology center is situated in Kalsdorf, Austria, near Graz, where we focus on the...
