Thesis - Full Life Cycle Digital Twin for Ev

vor 2 Wochen


Graz, Österreich AVL Vollzeit

**Thesis - Full life cycle Digital Twin for EV Batteries**:
**Master Thesis**:
Batteries represent the most valuable, and to some extend also the most defining part of electrical vehicles (EV). As EV markets ramp up, battery innovation is key to global competitiveness. Performance, weight, safety, resilience, reduction of raw material reliance, and recyclability are hot topics in research.
A digital twin allows collecting data from all phases of a batterie's life cycle, becoming a valuable source of knowledge for research, production, operation, repurposing, and recycling. One challenge comes from the heterogeneity of data sources from interacting systems. Service-oriented architecture (SoA) together with automated data translations are expected to provide a foundation for cost-efficient solutions.

**WHAT WE OFFER YOU**:

- Analysis of data structures of systems interacting with EV batteries along their life cycle (testers, chargers, battery management systems, diagnostics etc)
- Implementation of a digital twin, capable of collecting, processing and representing data from a sub-group of these systems, based on the Eclipse Arrowhead infrastructure
- Testing and analysing the impact of this prototype for selected use cases

**WHAT WE LOOK FOR**:

- Good programming skills in Python
- Knowledge of modern SW and Runtime architectures (Containers, SOAP, REST,)
- Knowledge of data structures and translations
- Knowledge of communication protocols (eg USP/TCP, COAP) and their implementation with Python modules
- Good knowledge of German and English
- For this thesis is your presence at our headquarter in Graz

**WHICH STUDY TRACKS WE PREFER**:

- Computer Science
- Telematics
- Physics

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: Battery- Contract Type: Thesis- Posting Date: Feb 13, 2024- Job ID: 36697**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**:Computer Science, Physics, Electrical, Technology, Science, Research, Engineering



  • Graz, Österreich AVL List GmbH Vollzeit

    YOUR RESPONSIBILITIES: Analysis of data structures of systems interacting with EV batteries along their life cycle (testers, chargers, battery management systems, diagnostics etc) Implementation of a digital twin, capable of collecting, processing and representing data from a sub-group of these systems, based on the Eclipse Arrowhead infrastructure ...


  • Graz, Österreich AVL Vollzeit

    **Thesis - AI-based Digital Twin: Anomaly Detection & Diagnostics for HV Battery Behavior**: **Master Thesis**: We are looking for a motivated student to conduct their master thesis in the area of Li-ion batterie modelling using machine learning modelling techniques. This master thesis focuses on developing advanced techniques to detect and diagnose...


  • Graz, Österreich AVL Vollzeit

    **Student Trainee in the field of Life Cycle Engineering f/m/d**: **YOUR RESPONSIBILITIES**: - You will support our team in internal, national and European research projects involving all kinds of powertrain technologies for all transport modes. - Multiple research activities about sustainability aspects like e.g. life cycle analysis, product environmental...


  • Graz, Österreich AVL Vollzeit

    Firma: AVL List GmbH- Standort: Graz, AT, 8020- Job ID: 34521AVL ist das weltweit größte, unabhängige Unternehmen für die Entwicklung, Simulation und Prüftechnik von Antriebssystemen (Hybrid, Verbrennungsmotoren, Getriebe, Elektromotoren, Batterien und Software) für PKW, LKW und Großmotoren sowie deren Integration in das Fahrzeug. Wir vergeben eine...


  • Graz, Österreich AVL List GmbH Vollzeit

    YOUR RESPONSIBILITIES: Performance comparison of the Machine Learning methods developed at AVL Identification of the limitations of the Machine Learning methods developed at AVL  Analysing the methods by using cognitive testing methods available in the literature on a publicly available AD stack like Autowave and Apollo YOUR PROFILE: ...


  • Graz, Österreich AVL List GmbH Vollzeit

    YOUR RESPONSIBILITIES: Modeling of an electrical equivalent circuit of a battery (ECC) State Space Model (SS-Model) on time invariant model parameters (R & C constant) Implementation and comparison of different ML algorithms like NN, LSTM, Decision Trees, Gaussian Processes, Feature Engineering for system identification to predict the output...


  • Graz, Österreich AVL List GmbH Vollzeit

    YOUR RESPONSIBILITIES: Development of innovative concepts in combination with optical measurement technologies Simulation of design / programming of readout and data evaluation for sensor systems Realization and construction of demonstrators (prototypes) Testing of components / systems in the laboratory in Graz Valuation of laboratory and...


  • Graz, Österreich AVL List GmbH Vollzeit

    YOUR RESPONSIBILITIES: Development of innovative concepts by combining manufacturing and measurement technologies embedding fiber optic sensor technology in additively manufactured components Multi-physical simulation / analytical calculation of the design Realization and construction of demonstrators (prototypes) Testing of components / systems...


  • 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...


  • Graz, Österreich AVL List GmbH Vollzeit

    YOUR RESPONSIBILITIES: Review state-of-the-art system modeling approaches for automotive batteries. Investigate the fundamental processes during thermal runaway and their predictability in comparison with existing tests. Develop mathematical and computational system models for battery thermal runaway behavior under different conditions and...


  • Graz, Österreich AVL List GmbH Vollzeit

    YOUR RESPONSIBILITIES: Development of innovative concepts in combination with optical measurement technologies Analytical calculation / programming of readout and evaluation of sensor systems  Realization and construction of demonstrators (prototypes) Testing of components / systems in the laboratory in Graz Evaluation of laboratory and...


  • 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...

  • Paid Diploma

    vor 1 Monat


    Graz, Österreich Research Center Pharmaceutical Engineering GmbH Vollzeit

    Paid Diploma / Master's Thesis **Simulation of wet particles' collisions (Gransys-CG Project)** Ref.No DA146 To dedicated students of Chemical, or mechanical, Civil Engineering, Physics or related disciplines, we offer an opportunity to write a paid Diploma/Master’s thesis. The project is conducted in close cooperation with the Institute of Process and...


  • Graz, Österreich AVL List GmbH Vollzeit

    YOUR RESPONSIBILITIES: Development of machine learning methods Implementation of the developed methods into AVL testing pipeline of Batteries and Fuel Cells Overcoming limitations of sparse and out-of-distribution training datasets YOUR PROFILE: Ongoing studies in the fields of Computer Science, Telematics, Physics or Electrical Engineering...


  • Graz, Österreich AVL List GmbH Vollzeit

    YOUR RESPONSIBILITIES: State of the art analysis of approaches to perform ML on DVS streams Select a model, then fine-tune it if required for a typical automotive scenario alternatively: build a simple own model by applying multi-stage learning using an existing perception system as feature extractor Port model to run on neuromorphic computing...


  • Graz, Österreich AVL List GmbH Vollzeit

    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 bachelor studies in the fields of Electrical engineering / electronics, Automotive engineering, Automation technology,...


  • Graz, Österreich AVL List GmbH Vollzeit

    YOUR RESPONSIBILITIES: Literature review of possible smart sensors and its effect/impact on BCF Definition of BCF architecture for Smart-sensor based BMS. Algorithm development of Battery Core Function based on smart sensors Validation of the model based on real test data YOUR PROFILE: Ongoing bachelor studies in the fields...


  • Graz, Österreich AVL List GmbH Vollzeit

    YOUR RESPONSIBILITIES: The following tasks should be achieved within this master thesis: Literature research on the hybrid CAA approach and current methods. Utilize Partially Averaged Navier-Stokes (PANS) equations to compute acoustic source terms with FIRE M. Analyze and compare the results of LES and PANS simulations to assess the differences...


  • Graz, Österreich AVL List GmbH Vollzeit

    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 circuit/RC Model Validation of the model based on real test data YOUR PROFILE:...


  • Graz, Österreich AVL List GmbH Vollzeit

    YOUR RESPONSIBILITIES: Review state-of-the-art electro-chemical-mechanical modeling approaches for automotive batteries. Investigate the fundamental electrochemical aging processes and their coupling with mechanical deformation and cell thickness growth (swelling). Develop mathematical and computational models for battery behavior under different...