Aktuelle Jobs im Zusammenhang mit Thesis: LLM-based Automated Root-Cause Analysis for Unexpected System Behavior - Graz Stadt - AVL List GmbH
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Thesis -Vehicle Low Voltage Electrical System Analysis
vor 3 Monaten
Graz (Stadt), Österreich AVL List GmbH Vollzeit We offer the following reserach topic: Thesis -Vehicle Low Voltage Electrical System Analysis Your Responsibilities Electrical digital twin of low voltage electrical systems to optimize the operating strategies and LV battery size.To decrease the time to market of products, systems or vehicles, it is necessary to reduce the development effort. For...
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Graz (Stadt), Österreich AVL List GmbH VollzeitWe offer the following reserach topic:Thesis -Vehicle Low Voltage Electrical System AnalysisYour ResponsibilitiesElectrical digital twin of low voltage electrical systems to optimize the operating strategies and LV battery size.To decrease the time to market of products, systems or vehicles, it is necessary to reduce the development effort. For this...
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Graz (Stadt), Österreich AVL List GmbH Vollzeit We offer the following reserach topic: Thesis - Investigation of an all-wheel steering system for a battery truck by simulation Your Responsibilities Company Rosenbauer developed a new battery driven fire truck, whereby the vehicle consists of independent suspensions for all four wheels. The vehicle is equipped with a conventional front wheel...
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Graz (Stadt), Österreich AVL List GmbH VollzeitWe offer the following reserach topic:Thesis - System Modelling for HV Battery Failures leading to Thermal PropagationYour ResponsibilitiesThe automotive industry is crucial for reducing emissions and promoting sustainable transportation. Electric vehicles offer a promising solution to environmental challenges and growing transportation needs. Accurate...
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Graz (Stadt), Österreich AVL List GmbH Vollzeit We offer the following reserach topic: Thesis - System Modelling for HV Battery Failures leading to Thermal Propagation Your Responsibilities The automotive industry is crucial for reducing emissions and promoting sustainable transportation. Electric vehicles offer a promising solution to environmental challenges and growing transportation needs....
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Graz, Steiermark, Österreich AVL List GmbH VollzeitWe are seeking a highly motivated master's student to contribute to the development of advanced system models for high-voltage battery failures leading to thermal propagation.Your ResponsibilitiesAs a master's student, you will be responsible for reviewing state-of-the-art system modeling approaches for automotive batteries, investigating the fundamental...
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Steyr (Stadt), Österreich AVL List GmbH VollzeitWe offer the following reserach topic:Thesis - Investigation of an all-wheel steering system for a battery truck by simulationYour ResponsibilitiesCompany Rosenbauer developed a new battery driven fire truck, whereby the vehicle consists of independent suspensions for all four wheels. The vehicle is equipped with a conventional front wheel steering...
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Graz (Stadt), Österreich AVL List GmbH VollzeitWe offer the following reserach topic:Thesis - Implementation & validation of Cloud Based Battery State Estimation AlgorithmsYour ResponsibilitiesDefinition of BCF architecture for cloud-based BMS system.Algorithm development of cloud-based Battery Core Function algorithmsValidation of the model based on real test dataYour ProfileOngoing bachelor studies...
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Graz (Stadt), Österreich AVL List GmbH Vollzeit We offer the following reserach topic: Thesis - Implementation & validation of Cloud Based Battery State Estimation Algorithms Your Responsibilities Definition of BCF architecture for cloud-based BMS system. Algorithm development of cloud-based Battery Core Function algorithms Validation of the model based on real test data Your Profile Ongoing...
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Graz, Österreich AVL List GmbH VollzeitThesis Opportunity: Smart Monitoring for Automotive MobilityWe are seeking a highly motivated student to work on a thesis project focused on smart monitoring for automotive mobility. The goal is to develop a new approach based on event-based Dynamic Vision Sensors (DVS) and neuromorphic computing to improve the safety, reliability, and security of highly...
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Graz, Steiermark, Österreich AVL List GmbH VollzeitThesis Opportunity in Smart Monitoring for Automotive MobilityWe are seeking a highly motivated student to work on a research project focused on smart monitoring for automotive mobility. The goal is to develop a new approach based on event-based Dynamic Vision Sensors (DVS) and neuromorphic computing to improve the safety and security of highly automated...
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Graz (Stadt), Österreich AVL List GmbH VollzeitWe offer the following reserach topic:Thesis - Implementation and validation of physics based cell modelsYour ResponsibilitiesLiterature review of possible physics-based cell modelsAlgorithm development and implementation of physics-based modelConcept development of a data generation model to obtain data which can be to calibrate an equivalent circuit/RC...
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Thesis - Thesis - MEGA Watt Charging simulation
vor 3 Monaten
Graz (Stadt), Österreich AVL List GmbH Vollzeit We offer the following reserach topic: Thesis - Thesis - MEGA Watt Charging simulation Your Responsibilities Simulation, analysis, and optimization of high-power vehicle charging system. The charging system includes the vehicle, charging station and grid. By simulating and analysing different scenarios, we can optimize the charging system to ensure...
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Thesis - Thesis - MEGA Watt Charging simulation
Vor 6 Tagen
Graz (Stadt), Österreich AVL List GmbH VollzeitWe offer the following reserach topic:Thesis - Thesis - MEGA Watt Charging simulationYour ResponsibilitiesSimulation, analysis, and optimization of high-power vehicle charging system. The charging system includes the vehicle, charging station and grid.By simulating and analysing different scenarios, we can optimize the charging system to ensure it meets...
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Graz (Stadt), Österreich AVL List GmbH VollzeitWe offer the following reserach topic:Thesis - Analysis of predictive fast charging algorithms to improve battery lifetimeYour ResponsibilitiesLiterature review of ageing models and predictive fast charging algorithmsAlgorithm development of lifetime prediction/ageing model of a battery packDevelopment of strategy to optimize the fast charging current...
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System Modelling Expert for HV Battery Failures
vor 2 Wochen
Graz, Steiermark, Österreich AVL List GmbH VollzeitJob Requirements:Develop and apply system modelling approaches for automotive batteries to predict thermal runaway behavior.Investigate and compare the predictability of thermal runaway processes with existing tests.Design and implement mathematical and computational system models for battery thermal runaway behavior under various conditions.Evaluate and...
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Graz (Stadt), Österreich AVL List GmbH Vollzeit We offer the following reserach topic: Thesis - Implementation and validation of physics based cell models Your Responsibilities Literature review of possible physics-based cell models Algorithm development and implementation of physics-based model Concept development of a data generation model to obtain data which can be to calibrate an equivalent...
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Graz (Stadt), Österreich AVL List GmbH Vollzeit We offer the following reserach topic: Thesis - Analysis of predictive fast charging algorithms to improve battery lifetime Your Responsibilities Literature review of ageing models and predictive fast charging algorithms Algorithm development of lifetime prediction/ageing model of a battery pack Development of strategy to optimize the fast charging...
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Thesis Researcher
vor 2 Wochen
Graz, Österreich AVL List GmbH VollzeitThesis Research OpportunityWe are seeking a highly motivated and skilled researcher to investigate the thermal and erosion resistance of materials in battery applications. This master thesis project aims to investigate various materials, emphasizing their thermal resistance and resistance to erosion. The study will focus on characterizing materials such as...
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Thesis Researcher
vor 2 Monaten
Graz, Steiermark, Österreich AVL List GmbH VollzeitAbout the Role:We are seeking a highly motivated and detail-oriented thesis researcher to join our team at AVL List GmbH. As a system modeling expert, you will be responsible for developing mathematical and computational models for battery thermal runaway behavior under different conditions and different batteries.Responsibilities:Review and analyze...
Thesis: LLM-based Automated Root-Cause Analysis for Unexpected System Behavior
vor 3 Monaten
We offer the following reserach topic:
Thesis: LLM-based Automated Root-Cause Analysis for Unexpected System BehaviorYour ResponsibilitiesWe are seeking a motivated student for a master thesis in LLM-based Automated Root-Cause Analysis for the automotive industry. You will develop methods to analyze extensive textual data from multiple sources. You will work on prompt engineering and fine-tuning of large language models, in collaboration with industry experts. The objective of the thesis is to learn the dependency between observations in the time-series data and the correlations with the physical system, to finally rank the potential failure modes, and to cluster similar failure conditions. The thesis will offer valuable insights into addressing root causes of issues of powertrain systems.
- Gather from various sources (e.g., FP-sheets, technical reports, presentations, word documents) to create a knowledge database.
- Define the database structure for efficient processing of textual data.
- Apply simple analytics to detect deviations from the expected behavior or use existing analysis results. Assign appropriate textual descriptions to the observations (e.g., very high battery cell temperature, low pack voltage, normal contactor temperature, etc.).
- Apply a wide range of techniques (e.g., few-shot classification, RAGs, Chain-Of-Thoughts) from the field of LLMs to learn the dependency between observations and the knowledge database content.
- Provide a ranking of the top potential failure modes along with their probabilities for a specific combination of observed conditions.
- Cluster similar observed conditions related to different failure modes in the knowledge database.
- Define a validation approach with the appropriate metrics from the literature and validate the outcome of the analysis.
- BSc in domains similar to: Applied Statistics/Mathematics, Computer Science, Data Science, Automotive or Electrical Engineering
- Hands-on experience with data analysis, machine learning, natural language processing and database management.
- Knowledge or experience with open source LLMs, as well as with public APIs and open-source libraries (e.g., Hugging Face) for working with LLMs.
- Strong proficiency in Python and application of data analysis methods and algorithms.
- Ability to work independently, conduct experiments, and analyze complex data sets.
- Strong problem-solving and critical-thinking skills.
- Strong communication skills to present findings and recommendations effectively.
- 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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