Thesis - LLM-based Automated Root-Cause Analysis for Unexpected System Behavior
vor 1 Monat
YOUR RESPONSIBILITIES:
Gather from various sources 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 very high battery cell temperature, low pack voltage, normal contactor temperature, etc.). Apply a wide range of techniques 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.YOUR PROFILE:
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 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. Your presence in Graz is required.WE OFFER:
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.The successful completion of the thesis is remunerated with a one-time fee of 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
At AVL, we foster and celebrate diversity: We recognize that diverse ways of thinking are required to achieve our vision of a greener, safer, and better world of mobility. Different backgrounds, attitudes, interests, and experiences make us successful. As Equal Opportunity Employer we consider all qualified applicants without regard to ethnicity, religion, gender, sexual orientation or disability status.
-
Graz, Steiermark, Österreich AVL List GmbH VollzeitWe 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...
-
Graz, Österreich AVL List GmbH VollzeitWe 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...
-
Thesis - Llm-based Automated Root-cause Analysis
vor 2 Wochen
Graz, Österreich AVL Vollzeit**Thesis - LLM-based Automated Root-Cause Analysis for Unexpected System Behavior**: **Master Thesis**: We 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...
-
Thesis - Llm-based Automated Root-cause Analysis
vor 2 Wochen
Graz, Steiermark, Österreich AVL VollzeitThesis - LLM-based Automated Root-Cause Analysis for Unexpected System Behavior:Master Thesis:We 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...
-
Graz, Steiermark, Österreich AVL List GmbH VollzeitYOUR RESPONSIBILITIES: Compile information from various sources (FP-sheets, technical reports, presentations, word documents) to establish a knowledge base. Design the database structure to streamline the processing of text data. Utilize basic analytics to identify deviations from expected behavior or utilize existing analysis outcomes. Provide...
-
Thesis - Electrical Simulation of a Radar System in
vor 3 Wochen
Graz, Österreich AVL VollzeitCompany: AVL List GmbH- Location: Graz, AT, 8020- Job ID: 34948AVL is one of the world’s leading mobility technology companies for development, simulation and testing in the automotive industry, and in other sectors. As a global technology provider, AVL offers concepts, solutions and methodologies in the fields of e-mobility, ADAS and autonomous driving,...
-
Thesis - Ai-based Diagnosis of Combustion Anomalies
vor 2 Monaten
Graz, Österreich AVL Vollzeit**Thesis - AI-based Diagnosis of Combustion Anomalies in Hydrogen Engines**: **Master Thesis**: Are you interested in developing a diagnostic function for detecting combustion anomalies in a hydrogen engine? We are looking for curious and independent students who enjoy challenging tasks to carry out this master thesis. **WHAT WE OFFER YOU**: - Sorting and...
-
Graz, Österreich AVL LIST VollzeitWe 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 ...
-
Thesis - Creation of a Csr Reporting System
vor 2 Wochen
Graz, Österreich AVL Vollzeit**Thesis - Creation of a CSR reporting system according to GRI directive**: **Master Thesis**: If you are seeking an opportunity to combine theoretical and practical knowledge, while expanding your experience in the exciting field of sustainability and CSR reporting for a global acting company, then this thesis is the perfect opportunity for you! **YOUR...
-
Graz, Steiermark, Österreich AVL List GmbH VollzeitWe have an exciting research opportunity available for you:Thesis Topic: Implementation & Validation of Cloud-Based Battery State Estimation AlgorithmsYour Responsibilities:Define the BCF architecture for a cloud-based BMS system.Develop algorithms for cloud-based Battery Core Functions.Validate the model using real test data.Your Profile:Currently pursuing...
-
Thesis - Comparative Aeroacoustic Analysis of
vor 2 Wochen
Graz, Steiermark, Österreich AVL VollzeitThesis - Comparative Aeroacoustic Analysis of Rotating Axial Fans:Master Thesis:WHAT WE OFFER YOU:The following tasks should be achieved within this master thesis:Literature research on the hybrid CAA approach and current methods. Implement the hybrid Computational Aero-Acoustic (CAA) approach, utilizing scale resolving approaches like Large-Eddy Simulation...
-
Thesis - Ai-based Diagnosis of Combustion Anomalies
vor 2 Wochen
Graz, Steiermark, Österreich AVL VollzeitThesis - AI-based Diagnosis of Combustion Anomalies in Hydrogen Engines:Master Thesis:Are you interested in developing a diagnostic function for detecting combustion anomalies in a hydrogen engine? We are looking for curious and independent students who enjoy challenging tasks to carry out this master thesis.WHAT WE OFFER YOU: Sorting and preclassification...
-
Graz, Österreich AVL List GmbH VollzeitWe offer the following reserach topic:Thesis - Implementation & validation of Cloud Based Battery State Estimation AlgorithmsYour 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 dataYour Profile* Ongoing bachelor...
-
Thesis - Creation of a Csr Reporting System
vor 2 Wochen
Graz, Steiermark, Österreich AVL VollzeitThesis - Creation of a CSR reporting system according to GRI directive:Master Thesis:If you are seeking an opportunity to combine theoretical and practical knowledge, while expanding your experience in the exciting field of sustainability and CSR reporting for a global acting company, then this thesis is the perfect opportunity for youYOUR RESPONSIBILITIES:-...
-
Graz, Österreich AVL LIST VollzeitWe 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...
-
Graz, Österreich AVL LIST VollzeitWe 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...
-
Thesis - Remaining Capacity Prediction for
vor 2 Monaten
Graz, Österreich AVL Vollzeit**Thesis - Remaining Capacity Prediction for Automotive HV Batteries**: **Master Thesis**: We are looking for a motivated student to conduct their master thesis in li-ion batterie modelling using statistical-/ physical modelling techniques. The automobile industry's transition to electric vehicles is accelerating, with this paradigm shift, the efficiency and...
-
Thesis - Smart Monitors Exploiting Differential
vor 3 Wochen
Graz, Österreich AVL Vollzeit**Thesis - Smart Monitors exploiting differential video sensors & neuromorphic computing**: **Master Thesis**: Increased automation in automotive mobility is one of the grand challenges of our society. The goal is to drastically reduce road fatalities (vision zero), while increasing efficiency and productivity. SAE J3016 defines steps towards highly...
-
Graz, Österreich AVL LIST VollzeitWe 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...
-
Graz, Österreich AVL LIST VollzeitWe 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...
