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 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.

**YOUR RESPONSIBILITIES**:

- 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.
- 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 (e.g., Hugging Face) for working with LLMs.
- 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.

**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 EUR €3,500.00 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**

**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.

**About AVL**:
AVL is one of the world’s leading mobility technology companies for development, simulation and testing in the automotive industry, and beyond. We provide 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.

**Check out our step-by-step guide**

**AVL is not just about cars. It's about changing the future. Together.**:

- Location: Graz, AT- Company: AVL List GmbH- Job Function: Powertrain Engineering- Contract Type: Thesis- Posting Date: Apr 24, 2024- Job ID: 36980**About AVL**:
AVL is one of the world’s leading mobility technology companies for development, simulation and testing in the automotive industry, and beyond. We provide 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.

**Job Segment**:Open Source, Computer Science, Electrical Engineering, Database, Technology, Engineering, Automotive

  • Thesis - Llm-based Automated Root-cause Analysis

    vor 2 Wochen

    Graz, Steiermark, 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 fine-tuning of...

  • Thesis: LLM-based Automated Root-Cause Analysis for Unexpected System Behavior

    vor 2 Wochen

    Graz, Steiermark, Österreich AVL List GmbH Vollzeit

    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 large language models, in collaboration with industry experts. The objective of the thesis is to...

  • Thesis: LLM-based Automated Root-Cause Analysis for Unexpected System Behavior

    vor 2 Monaten

    Graz, Österreich AVL List GmbH Vollzeit

    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 large language models, in collaboration with industry experts. The objective of the thesis is to...

  • Thesis - LLM-based Automated Root-Cause Analysis for Unexpected System Behavior

    vor 2 Wochen

    Graz, Steiermark, Österreich AVL List GmbH Vollzeit

    YOUR 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 - LLM-based Automated Root-Cause Analysis for Unexpected System Behavior

    vor 1 Monat

    Graz, Österreich AVL List GmbH Vollzeit

    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...

  • 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...

  • Thesis - Comparative Aeroacoustic Analysis of

    vor 2 Wochen

    Graz, Steiermark, Österreich AVL Vollzeit

    Thesis - 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 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 preclassification...

  • Thesis - Implementation and validation of physics based cell models

    vor 3 Wochen

    Graz, Österreich AVL LIST 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...

  • Thesis - Implementation and validation of physics based cell models

    vor 1 Monat

    Graz, Österreich AVL LIST 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...

  • Thesis - Implementation & validation of Cloud Based Battery State Estimation Algorithms

    vor 3 Wochen

    Graz, Österreich AVL LIST 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 ...

  • Thesis - Analysis of predictive fast charging algorithms to improve battery lifetime

    vor 4 Wochen

    Graz, Österreich AVL LIST 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...

  • Thesis - Analysis of predictive fast charging algorithms to improve battery lifetime

    vor 1 Monat

    Graz, Österreich AVL LIST 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...

  • Thesis - Implementation & validation of Cloud Based Battery State Estimation Algorithms (m/w/d)

    vor 2 Wochen

    Graz, Steiermark, Österreich AVL List GmbH Vollzeit

    We 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 - 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...

  • Thesis - Implementation and validation of physics based cell models (m/w/d)

    vor 2 Monaten

    Graz, Österreich AVL List GmbH Vollzeit

    We offer the following reserach topic:Thesis - Implementation and validation of physics based cell modelsYour 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...

  • Thesis - Implementation & validation of Cloud Based Battery State Estimation Algorithms (m/w/d)

    vor 2 Monaten

    Graz, Österreich AVL List GmbH Vollzeit

    We 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 - Analysis of predictive fast charging algorithms to improve battery lifetime (m/w/d)

    vor 2 Monaten

    Graz, Österreich AVL List GmbH Vollzeit

    We offer the following reserach topic:Thesis - Analysis of predictive fast charging algorithms to improve battery lifetimeYour 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 current...

  • Thesis - Edu Thermal Development

    vor 3 Wochen

    Graz, Österreich AVL Vollzeit

    **Thesis - EDU Thermal Development**: **1D/3D-Simulation Methodology Development**: Along with increasing complexity and demands of modern vehicles, further development and research of powertrain components is becoming more and more challenging and complex. To support this development simulation-based methodologies and functional modelling methods are...

  • Thesis - Smart Monitors Exploiting Differential

    vor 2 Wochen

    Graz, Steiermark, 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 automated and...