We offer the following research topic

Thesis - Statistical and ML-based Lifetime Prediction for Automotive HV Batteries 

Master Thesis

  

 

TASK:

 

  • Research on the state of the art survival analysis algorithms 
  • Examination of possible influencing patterns and failure effects which can be used to predict the remaining battery lifetime
  • Implementation of data processing routines and feature engineering algorithms 
  • Development of a survival model to predict the remaining lifetime of the individual battery
  • Possibility to combine weibull and proportional hazard models (e.g., cox) 
  • Investigation and implementation of proper performance metrics to assess the quality of the developed models
  • Investigation and implementation of a suitable model validation approach 
  • Assessment of the trade-off between the amount of data, model performance and computational time

 

REQUIREMENTS:

 

  • Attended lectures on the topic of survival analysis
  • Proven experience in applying data science methods
  • Strong proficiency in Python
  • Highly developed quality awareness
  • Strong attention to details
  • For this thesis your presence at our headquarter in Graz is necessary!

 

PREFERRED FIELD OF STUDY:

 

  • Applied Statistics 
  • Computer Science
  • Technological Mathematics
     

 

The successful completion of the thesis is remunerated with a one-time fee of EUR €3,300.00 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!

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.

Find out more: www.avl.com

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

Location: 

Graz, AT, 8020

Company:  AVL List GmbH
Job Function:  IT & Software
Contract Type:  Thesis
Posting Date:  May 28, 2023
Job ID:  34827

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.

Find out more: www.avl.com


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