Master Thesis: Development & evaluation of ML models for catalysts in exhaust aftertreatment systems
Agriculture, Energy & Environment · Environmental Services · Sustainability Consulting
In short
This Master Thesis project at Volvo Group in Göteborg focuses on developing and evaluating Machine Learning models for catalysts in exhaust aftertreatment systems. You will explore the synergy between physical modeling and ML, aiming to accelerate engineering workflows for sustainable transport solutions. The role requires a motivated MSc student with skills in Python, MATLAB, and an interest in AI and data analysis.
Responsibilities
- Develop and evaluate ML-based surrogate models for dynamic catalyst systems.
- Investigate the impact of model architecture and calibration on performance.
- Identify engineering value provided by ML methods.
- Assess prediction accuracy, robustness, extrapolation, physical interpretability, data requirements, and computational performance of ML models.
- Support the development of guidelines for ML-based catalyst models.
- Explore combinations of physical models, ML, and automated modeling pipelines.
Requirements
- Pursuing an MSc in Chemical Engineering, Applied Physics, or a related engineering or scientific field.
- Solid understanding of, and interest in, reaction engineering and chemical kinetics.
- Experience with MATLAB and Python.
- Interest in developing knowledge of statistics, thermodynamics, exploratory data analysis, and machine learning.
- Comfortable working independently and taking responsibility.
- Proficient in English, both verbally and in writing.
Desired Qualifications
- Experience with time-series machine learning.
- Experience with GT-SUITE.
- Experience with combustion engines.
- Experience with exhaust aftertreatment systems.
Benefits
- Active support and guidance from experienced simulation engineers.
Skills
PythonMATLABMachine LearningData AnalysisStatisticsChemical KineticsThermodynamics
#Sustainability#Artificial Intelligence#Machine Learning#Catalyst#Exhaust Aftertreatment#Volvo Group#Thesis#Master Thesis#Modeling
About Volvo Group
The Volvo Group is one of the world’s leading manufacturers of trucks, buses, construction equipment and marine and industrial engines. The Group also provides complete solutions for financing and service. The Volvo Group, with its headquarters in Gothenburg, employs about 100,000 people, has production facilities in 18 countries and sells its products in more than 190 markets.\n\n
Company
Volvo GroupJob Posted
4 hours ago
Expires
in 1 week
Employment Type
Temporary
Work mode
On Site
Experience Level
Student
Locations
Göteborg, Sweden
Qualification
Master
Applicants
Be an early applicant
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