In previous projects, a detailed dynamic model of the system was developed based on first-principle (white-box) approaches. While such models provide valuable insight, advanced model-based control methods such as Model Predictive Control (MPC) are often limited by discrepancies between the nominal and the actual system behavior. The objective of this thesis is to improve model accuracy through data-driven modeling and parameter estimation techniques. Potential approaches include data-driven parameter estimation for white-box models, the development of black-box models using machine learning methods (e. g., neural networks) and their combination (grey-box). * Literature review on dynamic modeling (system identification), especially data-driven approaches and comparison of past system identification for rSOC * Analysis of results: Potential comparison of different system models ...
In previous projects, a detailed dynamic model of the system was developed based on first-principle (white-box) approaches. While such models provide valuable insight, advanced model-based control methods such as Model Predictive Control (MPC) are often limited by discrepancies between the nominal and the actual system behavior. The objective of this thesis is to improve model accuracy through data-driven modeling and parameter estimation techniques. Potential approaches include data-driven parameter estimation for white-box models, the development of black-box models using machine learning methods (e. g., neural networks) and their combination (grey-box). * Literature review on dynamic modeling (system identification), especially data-driven approaches and comparison of past system identification for rSOC * Analysis of results: Potential comparison of different system models ...
This position offers a unique setup: during the first year, you will work in an integrated transatlantic model (approximately 50% in Aachen, Germany, and 50% in Plymouth, Indiana, USA). * Very good English and good German language skills (written and spoken)
This position offers a unique setup: during the first year, you will work in an integrated transatlantic model (approximately 50% in Aachen, Germany, and 50% in Plymouth, Indiana, USA). * Very good English and good German language skills (written and spoken)
Conceptualization and implementation of degradation models for electrolysis * Very good command of written and spoken English with extensive vocabulary is required (at least B2 level according to the CEFR), ideally supported by a certificate confirming the language level. * Flexibility: Flexible working time models, including options close to full-time, allow you to tailor your working hours to suit your individual needs
Conceptualization and implementation of degradation models for electrolysis * Very good command of written and spoken English with extensive vocabulary is required (at least B2 level according to the CEFR), ideally supported by a certificate confirming the language level. * Flexibility: Flexible working time models, including options close to full-time, allow you to tailor your working hours to suit your individual needs
Good English language skills in written and spoken form * Early birds and night owls alike can shape their workday thanks to a flexible working model. Our global team includes colleagues from 42 nations who speak 45 different languages.
Good English language skills in written and spoken form * Early birds and night owls alike can shape their workday thanks to a flexible working model. Our global team includes colleagues from 42 nations who speak 45 different languages.
Excellent English communication skills both written and verbal, further languages are a plus. * Early risers and night owls - thanks to a flexible working model you can organise your working day yourself - Our global team includes colleagues from 42 nationalities and 45 different languages spoken
Excellent English communication skills both written and verbal, further languages are a plus. * Early risers and night owls - thanks to a flexible working model you can organise your working day yourself - Our global team includes colleagues from 42 nationalities and 45 different languages spoken
Language: Ability to speak 2+ languages: German (fluent), English (fluent) * Work your way: and night owls - thanks to a flexible working model you can organise your working day yourself - Our global team includes colleagues from 42 nationalities and 45 different languages spoken
Language: Ability to speak 2+ languages: German (fluent), English (fluent) * Work your way: and night owls - thanks to a flexible working model you can organise your working day yourself - Our global team includes colleagues from 42 nationalities and 45 different languages spoken
Early risers and night owls - thanks to a flexible working model you can organise your working day yourself - Our global team includes colleagues from 42 nationalities and 45 different languages spoken
Early risers and night owls - thanks to a flexible working model you can organise your working day yourself - Our global team includes colleagues from 42 nationalities and 45 different languages spoken
Early risers and night owls - thanks to a flexible working model you can organise your working day yourself - Our global team includes colleagues from 42 nationalities and 45 different languages spoken
Early risers and night owls - thanks to a flexible working model you can organise your working day yourself - Our global team includes colleagues from 42 nationalities and 45 different languages spoken
Early risers and night owls - thanks to a flexible working model you can organise your working day yourself - Our global team includes colleagues from 42 nationalities and 45 different languages spoken
Early risers and night owls - thanks to a flexible working model you can organise your working day yourself - Our global team includes colleagues from 42 nationalities and 45 different languages spoken
Fluent in German and English language * Early risers and night owls - thanks to a flexible working model you can organise your working day yourself - Our global team includes colleagues from 42 nationalities and 45 different languages spoken
Fluent in German and English language * Early risers and night owls - thanks to a flexible working model you can organise your working day yourself - Our global team includes colleagues from 42 nationalities and 45 different languages spoken
Early risers and night owls - thanks to a flexible working model you can organise your working day yourself - Our global team includes colleagues from 42 nationalities and 45 different languages spoken
Early risers and night owls - thanks to a flexible working model you can organise your working day yourself - Our global team includes colleagues from 42 nationalities and 45 different languages spoken
Early risers and night owls - thanks to a flexible working model you can organise your working day yourself - Our global team includes colleagues from 42 nationalities and 45 different languages spoken
Early risers and night owls - thanks to a flexible working model you can organise your working day yourself - Our global team includes colleagues from 42 nationalities and 45 different languages spoken
Early risers and night owls - thanks to a flexible working model you can organise your working day yourself - Our global team includes colleagues from 42 nationalities and 45 different languages spoken
Early risers and night owls - thanks to a flexible working model you can organise your working day yourself - Our global team includes colleagues from 42 nationalities and 45 different languages spoken
Aachen, Ashburn, VA, Campbell, Linz, Madrid, Neu-Isenburg
Early risers and night owls - thanks to a flexible working model you can organise your working day yourself - Our global team includes colleagues from 42 nationalities and 45 different languages spoken
Early risers and night owls - thanks to a flexible working model you can organise your working day yourself - Our global team includes colleagues from 42 nationalities and 45 different languages spoken
Early risers and night owls - thanks to a flexible working model you can organise your working day yourself - Our global team includes colleagues from 42 nationalities and 45 different languages spoken
Early risers and night owls - thanks to a flexible working model you can organise your working day yourself - Our global team includes colleagues from 42 nationalities and 45 different languages spoken
Work your way: Early risers and night owls - thanks to a flexible working model you can organise your working day yourself - Our global team includes colleagues from 42 nationalities and 45 different languages spoken
Work your way: Early risers and night owls - thanks to a flexible working model you can organise your working day yourself - Our global team includes colleagues from 42 nationalities and 45 different languages spoken
Early risers and night owls - thanks to a flexible working model you can organise your working day yourself - Our global team includes colleagues from 42 nationalities and 45 different languages spoken
Early risers and night owls - thanks to a flexible working model you can organise your working day yourself - Our global team includes colleagues from 42 nationalities and 45 different languages spoken
Early risers and night owls - thanks to a flexible working model you can organise your working day yourself - Our global team includes colleagues from 42 nationalities and 45 different languages spoken
Early risers and night owls - thanks to a flexible working model you can organise your working day yourself - Our global team includes colleagues from 42 nationalities and 45 different languages spoken
Work your way: and night owls - thanks to a flexible working model you can organise your working day yourself - Our global team includes colleagues from 42 nationalities and 45 different languages spoken
Work your way: and night owls - thanks to a flexible working model you can organise your working day yourself - Our global team includes colleagues from 42 nationalities and 45 different languages spoken
Strong proficiency in C/C++, with fair knowledge of the language specification * Early risers and night owls - thanks to a flexible working model you can organise your working day yourself - Our global team includes colleagues from 42 nationalities and 45 different languages spoken
Strong proficiency in C/C++, with fair knowledge of the language specification * Early risers and night owls - thanks to a flexible working model you can organise your working day yourself - Our global team includes colleagues from 42 nationalities and 45 different languages spoken
Experience in C, C++ programming language * Early risers and night owls - thanks to a flexible working model you can organise your working day yourself - Our global team includes colleagues from 42 nationalities and 45 different languages spoken
Experience in C, C++ programming language * Early risers and night owls - thanks to a flexible working model you can organise your working day yourself - Our global team includes colleagues from 42 nationalities and 45 different languages spoken
Work your way: Early risers and night owls - thanks to a flexible working model you can organise your working day yourself - Our global team includes colleagues from 42 nationalities and 45 different languages spoken
Work your way: Early risers and night owls - thanks to a flexible working model you can organise your working day yourself - Our global team includes colleagues from 42 nationalities and 45 different languages spoken
Early birds and night owls alike can shape their workday thanks to a flexible working model. Our global team includes colleagues from 42 nations who speak 45 different languages.
Early birds and night owls alike can shape their workday thanks to a flexible working model. Our global team includes colleagues from 42 nations who speak 45 different languages.