Thesis - Optimizing Battery Testing for EVs: Machine Learning in Lab Management
vor 3 Monaten
We offer the following reserach topic:
Thesis - Optimizing Battery Testing for EVs: Machine Learning in Lab ManagementYour Responsibilities
Batteries, being the most valuable and defining component of electric vehicles (EVs), are of paramount importance to future mobility. The demand for battery testing facilities is soaring, with capacities being reserved years ahead. Here, prototype battery components (cells, modules) are the unit under test (UUT) to potentially thousands of test instruments (e.g., cyclers).
The planning process involves a multitude of tasks, including the organization of workloads, parameters, and test procedures, mapping of UUTs to test equipment, as well as the setup of equipment. The task of reliably planning and managing the usage, control, and inventory of thousands of test channels surpasses human capabilities due to its complexity. Classic optimization methods on the other hand reach their limits due to plant uncertainties (eg., unavailability due unplanned maintenance) and sometimes unpredictable behavior of the unit under test itself. In this work, new ML-based algorithms shall be implemented, analyzed, and compared to existing methods in managing test labs.
- Analyze and adapt data models for battery testing
- Implement simple test environment to simulate battery test lab
- Analyze state of the art in ML applicable to plant management
- Select appropriate approaches and implement prototypes for tasks in the battery testing facility (e.g. allocate test equipment)
- Design an agent prototype that interacts with the environment
- Design dashboard prototypes to properly communicate necessary changes in resource allocation
- Ongoing master study in the fields of Computer Science, Telematics or Physics
- Good programming skills in Python
- C# skills appreciated
- Knowledge of machine learning algorithms (e.g. reinforcement learning)
- Knowledge of data structures and translations
- Good knowledge of German and English
- Presence from time to time at our headquarter in Graz required
- You can write your thesis independently and receive professional guidance and support from our experienced employees.
- You will have the opportunity to exchange ideas with experts in the company and benefit from their expertise.
- Take the opportunity to immerse yourself in the world of AVL and embed your theoretical knowledge in a practical environment.
About AVL
AVL is one of the world’s leading mobility technology companies for development, simulation and testing in the automotive industry, and beyond. The company provides concepts, solutions and methodologies in fields like vehicle development and integration, e-mobility, automated and connected mobility (ADAS/AD), and software for a greener, safer, better world of mobility.
The successful completion of the thesis is remunerated with a one-time fee of EUR 3.500,-- before tax.
You don't want to write your final thesis just for the books, then explore the mobility of the future together with us Maybe you will be a part of it soon
Apply now
AVL is not just about cars. It's about changing the future. Together.
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Graz (Stadt), Österreich AVL List GmbH VollzeitWe offer the following reserach topic:Thesis - Optimizing Battery Testing for EVs: Machine Learning in Lab ManagementYour ResponsibilitiesBatteries, being the most valuable and defining component of electric vehicles (EVs), are of paramount importance to future mobility. The demand for battery testing facilities is soaring, with capacities being reserved...
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Graz, Steiermark, Österreich AVL List GmbH VollzeitWe 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 algorithms.The project involves analyzing and adapting data models for battery testing, implementing a simple test environment to simulate a battery test lab, and analyzing state-of-the-art...
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Graz, Steiermark, Österreich AVL List GmbH VollzeitJob Description:We 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. The successful candidate will have the opportunity to work on a real-world problem, applying theoretical knowledge to a practical environment.Responsibilities:Analyze and...
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Graz, Steiermark, Österreich AVL List GmbH VollzeitJob Description:We 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. The successful candidate will have the opportunity to work on a real-world problem, applying theoretical knowledge to a practical environment.Responsibilities:Analyze and...
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Graz, Österreich AVL List GmbH VollzeitYOUR RESPONSIBILITIES: Analyze and adapt data models for battery testing Implement simple test environment to simulate battery test lab Analyze state of the art in ML applicable to plant management Select appropriate approaches and implement prototypes for tasks in the battery testing facility allocate test equipment) Design an agent...
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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...
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Graz, Steiermark, Österreich AVL VollzeitJob Title: Thesis - Optimizing Battery Testing for EVs: Machine Learning in Lab ManagementAbout the Job: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 work closely...
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