DOCTORAL RESEARCHERS

Our doctoral researchers introduce themselves. They are located at one of our partner sites and work on highly interdisciplinary projects. They are supervised by an individual thesis advisory committees consisting of the two PIs who initiated the doctoral project and a scientific co-advisor.

Martin ben Ahmed
Doctoral Researcher

Contacts

Martin ben Ahmed
Doctoral Researcher

Title of the project

Graph Convolutional Neural Networks in Computational Enzyme Engineering

 

Supervisor

Prof. Dr. Holger Gohlke

Prof. Dr. Wolfgang Wiechert

Dr. Stephan Schott-Verdugo

 

I joined the HDS-LEE program because...

it provides a unique environment for state-of-the-art data science research in an interdisciplinary research field, supported by a strong network of doctoral researchers, PIs, alumnae, and coordinators.

 

Christian Bergeest
Doctoral Researcher

Contacts

Christian Bergeest
Doctoral Researcher

Title of the project

Data-Driven Approaches to Rational Designs of Covalent Drugs

 

Supervisor

Prof. Dr. Giulia Rossetti

Prof. Dr. Paolo Carloni

 

I joined the HDS-LEE program because...

I would like to apply and expand my knowledge in the field of data science/artificial intelligence in the context of pharmaceutical issues. I appreciate the international and interdisciplinary environment and look forward to developing professionally and personally during the PhD project.

Lisa Beumer
Doctoral Researcher

Contacts

Lisa Beumer
Doctoral Researcher

Title of the project

Data Science in Nuclear Verification - Extracting Verification-relevant Information from Geospatial Big Data

 

Supervisor

Dr. Irmgard Niemeyer

Prof. Dr. Benjamin Berkels

 

I joined the HDS-LEE program because...

I would like to benefit from an extensive transferrable skill program of leading researchers to pursue my interest in the fascinating and challenging field of data science especially in image analysis and to exchange ideas with other PhD students in an interdisciplinary environment.

Niklas Böing
Doctoral Researcher

Contacts

Niklas Böing
Doctoral Researcher

Title of the project

Adaptive data reduction techniques for extreme-scale atmospheric models in climate simulation

 

Supervisor

Dr.-Ing. Achim Basermann

Prof. Dr.-Ing. Gregor Gassner

Dr. Johannes Holke

 

I joined the HDS-LEE program because...

the interdisciplinary environment and mentoring of HDS-LEE provide an excellent opportunity to extend my data science knowledge and to work collaboratively on future-oriented topics.

Philip Bröhl
Doctoral Researcher

Contacts

Philip Bröhl
Doctoral Researcher

Title of the project

Methods for detection and clustering of neural activity patterns in massive data during visuo-motor processing

 

Supervisor

Prof. Dr. Ira Assent

Prof. Dr. Sonja Grün

 

I joined the HDS-LEE program because...

I want to further deepen my knowledge and understanding in the field of artificial intelligence and data science in order to contribute to research in a meaningful way. Furthermore, I am looking forward to collaborating and exchanging ideas with fellow researchers.

Dwaipayan Chatterjee
Doctoral Researcher

Contacts

Dwaipayan Chatterjee
Doctoral Researcher

Title of the project

Characterization of cloud variability through novel satellite-based observations and its application for questions related to solar energy

 

Supervisor

Prof. Dr. Susanne Crewell

PD Dr. Martin Georg Schultz

Prof. Dr. Stephanie Fiedler

 

I joined the HDS-LEE program because...

I am passionate about developing deep AI architectures to explore Earth system data and Energy's profound interrelationship. Therefore I find the interdisciplinary platform of HDS-LEE to be handy where I can grow and share with like-minded researchers. I am also very excited to learn from the guidance and courses the program has to offer.

Watch my video about

Can satellite images provide supervision for cloud systems characterization

Aytekin Demirci
Doctoral Researcher

Contacts

Aytekin Demirci
Doctoral Researcher

Title of the project

Data mining of Discrete Dislocation Dynamics (DDD) simulations and machine learning to accelerate the design of new materials for extreme conditions

 

Supervisor

Prof. Dr. Stefan Sandfeld

Prof. Dr. Axel Klawonn

 

I joined the HDS-LEE program because...

I would like to be a part of the data science community that bridges diverse scientific disciplines. HDS-LEE provides researchers with great opportunities to share knowledge and ideas through a variety of courses and events.

Danimir Doncevic
Doctoral Researcher

Ann-Kathrin Edrich
Doctoral Researcher

Contacts

Ann-Kathrin Edrich
Doctoral Researcher

Title of the project

Physics-informed machine learning for geohazard and climate change response engineering

 

Supervisor

Prof. Dr. Julia Kowalski

 

I joined the HDS-LEE program because...

I hope to advance my knowledge in data science with the wide range of courses and trainings offered by HDS-LEE. Also, it is a great opportunity to get in touch with young scientists from different disciplines.

Christian Gerloff
Doctoral Researcher

Contacts

Christian Gerloff
Doctoral Researcher

Title of the project

Machine Learning and Bayesian Methods in Neuroscience

 

Supervisor

Prof. Dr. Kerstin Konrad

Prof. Dr. Raul Fidel Tempone

 

I joined the HDS-LEE program because...

It enables an intensive exchange of experiences and concepts in data science across various research communities. Thereby, it provides new perspectives and inspires new approaches for research and applied problems. At the same time, HDS-LEE offers PhD students in-depth training ranging from data engineering topics, such as data versioning, to method-related topics, such as hyperparameter optimization in deep learning.

View an article about his research at www.helmholtz-hida.de.

Sonja Germscheid
Doctoral Researcher

Contacts

Sonja Germscheid
Doctoral Researcher

Title of the project

Machine learning-based forecasting and scheduling optimization for energy systems under uncertainty

 

Supervisor

Prof. Alexander Mitsos, Ph. D.

Prof. Dr. Raul Fidel Tempone

Dr.-Ing. Manuel Dahmen

 

I joined the HDS-LEE program because...

additionally to the interesting trainings, courses and seminars about latest research topics, I enjoy the exchange within the interdisciplinary group of young, motivated researchers very much.

Jorge Guzmàn
Doctoral Researcher

Contacts

Jorge Guzmàn
Doctoral Researcher

Title of the project

Structure identification of mesoscopic biological interaction networks from data

 

Supervisor

Prof. Dr. Andreas Schuppert

Prof. Dr. Martin Grohe

 

I joined the HDS-LEE program because...

it allows me to study complex systems on a highly interdisciplinary environment. The projects are cutting edge and there is a strong emphasis on the development of advanced computational skills, essential in any field of applied science.

Laura Helleckes
Doctoral Researcher

Contacts

Laura Helleckes
Doctoral Researcher

Title of the project

Quantitative strain library phenotyping and bioprocess optimisation enabled by laboratory automation, process modelling and microscale cultivation

 

Supervisor

Prof. Dr. Wolfgang Wiechert

Prof. Dr. Marco Oldiges

Dr. Eric von Lieres

 

I joined the HDS-LEE program because...

I want to broaden my knowledge on data science and exchange ideas with other young data scientists in an interdisciplinary environment.

Felicitas Kindel
Doctoral Researcher

Contacts

Felicitas Kindel
Doctoral Researcher

Title of the project

Identifying eukaryotic gene elements with Machine Learning

 

Supervisor

Prof. Björn Usadel

 

 

I joined the HDS-LEE program because...

I would like to utilize the vast knowledge of leading data scientists to further my skills in applying Machine Learning to predict eukaryotic gene elements. The prediction of these elements can then be used to accelerate the research progress in bioengineering, especially in plants.

Nick Kocher
Doctoral Researcher

Contacts

Nick Kocher
Doctoral Researcher

Title of the project

Reducing the energy footprint of AI systems

 

Supervisor

Prof. Dr. Holger Hoos

Dr. Jakob Bossek

 

I joined the HDS-LEE program because...

collaborating with excellent PhD students in an interdisciplinary environment provides a unique opportunity to foster creative solutions for the current research challenges in data science.

 

Cristiano Köhler
Doctoral Researcher

Sascha Korf
Doctoral Researcher

Contacts

Sascha Korf
Doctoral Researcher

Title of the project

Data-driven Agent-based modelling for infectious diseases

 

Supervisor

Prof. Dr. Andreas Schuppert

Dr.-Ing. Achim Basermann

 

I joined the HDS-LEE program because...

it offers an excellent opportunity to work with other young and motivated researchers while working on a highly relevant and interesting research topic.

Natalie Kubicki
Doctoral Researcher

Contacts

Natalie Kubicki
Doctoral Researcher

Title of the project

Blood Flow: Bridging the Micro-Macro Gap Using Scientific Machine Learning

 

Supervisor

Prof. Dr. Axel Klawonn

 

I joined the HDS-LEE program because...

I am looking forward to exchanging ideas with other young researchers and acquiring new knowledge in the field of data science. Also, I want to remain active in research and contribute to the newest developments in numerical modeling.

Joana Meyer
Doctoral Researcher

Contacts

Joana Meyer
Doctoral Researcher

Title of the project

Hybrid Modelling of Non-Autonomous Dynamics in Medicine

 

Supervisor

Prof. Dr. Andreas Schuppert

Prof. Dr. Ira Assent

 

I joined the HDS-LEE program because...

of the expert network and opportunities for stimulating discussions on innovative data science problems with fellow researchers.

Daniel Mayfrank
Doctoral Researcher

Contacts

Daniel Mayfrank
Doctoral Researcher

Title of the project

Data-driven Dynamic Reduced-Order Modeling for Energy Systems Optimization

 

Supervisor

Prof. Alexander Mitsos, Ph. D.

Prof. Dr. rer. nat. Uwe Naumann

Dr.-Ing. Manuel Dahmen

 

I joined the HDS-LEE program because...

I am fascinated by and want to learn more about the application of machine learning and optimization in various fields of research.

Johanna Menn
Doctoral Researcher

Contacts

Johanna Menn
Doctoral Researcher

Title of the project

Safe Learning for Automotive Control

 

Supervisor

Prof. Dr. Sebastian Trimpe

Prof. Dr. Julia Kowalski

 

I joined the HDS-LEE program because...

I am excited to expand my understanding of data science. I also value the exchange with fellow researchers from different fields in HDS-LEE to share ideas and experiences.

Soroush Motahari
Doctoral Researcher

Contacts

Soroush Motahari
Doctoral Researcher

Title of the project

Machine Learning Enhanced Multi-Scale Modeling of Ice Deformation and Melting

 

Supervisor

Prof. Dierk Raabe

Prof. Julia Kowalski

Dr. Jaber Rezaei Mianroodi

 

I joined the HDS-LEE program because...

I joined the HDS-LEE program because it provides a precious opportunity to conduct my research under the supervision of the most professional and remarkably competent scholars in the field of data science.
On the other hand, through HDS-LEE program, It is feasible for me to be in touch with other young researchers working in the same academic area as mine

Buse Onay
Doctoral Researcher

Contacts

Buse Onay
Doctoral Researcher

Title of the project

Scientific discovery in earth sciences utilizing machine learning technologies

 

Supervisor

Prof. Dr. Stefan Kollet

 

I joined the HDS-LEE program because...

I want to contribute to improving our understanding of earth system processes by identifying previously unknown correlations using machine learning technologies.

Ankit Patnala
Doctoral Researcher

Contacts

Ankit Patnala
Doctoral Researcher

Title of the project

Unsupervised Learning for Biogenic Emissions and their Interaction with Air Quality

 

Supervisor

Prof. Martin Schultz

Prof. Jürgen Gall

Dr. Scarlet Stadtler

 

I joined the HDS-LEE program because...

HDS-LEE consists of students from different background and tackling vivid challenges of different sector. It gives other dimensions to our research and analytical skills for our research experience.

Richard Paul
Doctoral Researcher

Contacts

Richard Paul
Doctoral Researcher

Title of the project

Uncertainty estimation in deep learning-based solutions for live cell imaging

 

Supervisor

Prof. Dr. Wolfgang Wiechert
Prof. Dr. Ira Assent
Dr. Hanno Scharr
Dr. Katharina Nöh

 

I joined the HDS-LEE program because...

it allows me to dive deep into many different statistical and computational challenges and approaches while still producing practical and visible results. Also the constant exchange with like-minded researchers is super valuable!

 

Alessio Quercia
Doctoral Researcher

Contacts

Alessio Quercia
Doctoral Researcher

Title of the project

Domain and task transfer learning methods for computational medicine

 

Supervisor

Prof. Dr. Ira Assent

 

I joined the HDS-LEE program because...

 it gives me the opportunity to delve into my research interests while being immersed in an interdisciplinary and international contest.

Jan Rittig
Doctoral Researcher

Contacts

Jan Rittig
Doctoral Researcher

Title of the project

Graph-Based Machine Learning for Computer-Aided Molecular Design

 

Supervisor

Prof. Alexander Mitsos, Ph. D.

Prof. Dr. Martin Grohe

Dr.-Ing. Manuel Dahmen

 

I joined the HDS-LEE program because...

I like the idea of exchanging knowledge with young researchers from different research fields and combining the latest developments in data science with domain-specific knowledge to address current challenges in chemical and energy systems.

Watch my video about

Deep End-To-End Learning on Molecular Graphs for Physico-Chemical Property Prediction using Graph Neural Networks

Johannes Seiffarth
Doctoral Researcher

Contacts

Johannes Seiffarth
Doctoral Researcher

Title of the project

Automated Quantitative Analysis for Microbial Live-Cell Imaging

 

Supervisor

Prof. Dr. Wolfgang Wiechert

Dr. Hanno Scharr

Dr. Katharina Nöh

 

I joined the HDS-LEE program because...

it gives me the opportunity to exchange, discuss and solve our data science challenges together. I am looking forward to making new friends, explore unknown fields of research and contribute to collaborative science.

 

Anna Simson
Doctoral Researcher

Contacts

Anna Simson
Doctoral Researcher

Title of the project

Hybrid Data Assimilation for Applications in Cryosphere Physics

 

Supervisor

Prof. Dr. Julia Kowalski

Dr.-Ing. Achim Basermann

Dr. Norbert Klitzsch

 

I joined the HDS-LEE program because...

I want to benefit from the trainings and the interdisciplinary supervision provided by the graduate school to advance my research.

Maximilian Siska
Doctoral Researcher

Contacts

Maximilian Siska
Doctoral Researcher

Title of the project

Automatic Experimentation and Discovery in Bioprocess Development

 

Supervisor

Prof. Wolfgang Wiechert

Prof. Alexander Mitsos

Dr. Eric von Lieres

 

I joined the HDS-LEE program because...

I am thrilled to work with inspiring researchers from a variety of disciplines. Together with my fellow members, I aim to develop shared Data Science methodology and apply it to my research in Life Sciences.

Vivek Srivastav
Doctoral Researcher

Contacts

Vivek Srivastav
Doctoral Researcher

Title of the project

A Framework for meta Data Analysis and Interactive Exploration of large FAIR data sets 

 

Supervisor

Prof. Dr. Björn Usadel

Prof. Dr. Stefan Decker

Prof. Dr. Sonja Grün

 

I joined the HDS-LEE program because...

In our present world of automation, cloud computing, algorithms, artificial intelligence and big data, data science and machine learning are more relevant.  This project is a collection of all of these expertise and requirements. HDS-LEE program is an excellent platform to expertise in all of these areas. I am fascinated with the blending of many different disciplines and dedicated to be an expert in this field with international exposure.  

Ingo Steldermann
Doctoral Researcher

Contacts

Ingo Steldermann
Doctoral Researcher

Title of the project

Zoom into the shallow: Data-informed modeling of vertical structure in shallow flow

 

Supervisor

Prof. Dr. Julia Kowalski

 

I joined the HDS-LEE program because...

with HDS-LEE, I had the opportunity to connect my background in mathematical modelling and numerics with the rapidly growing field of data-driven process design. Also, taking courses in the field of data science offered by the graduate school looks like a fun way to get connected to other fellow researchers and learn new things at the same time.

Timo Stomberg
Doctoral Researcher

Anton Stratmann
Doctoral Researcher

Shyam Subbiah Pillai
Doctoral Researcher

Contacts

Shyam Subbiah Pillai
Doctoral Researcher

Title of the project

Power Procurement of Cellular Wireless Networks under Uncertain Renewable Power Generation

 

Supervisor

Prof. Raul Tempone

 

I joined the HDS-LEE program because...

I joined the HDS-LEE program because: I would like to be at the forefront of interdisciplinary, data-driven approaches toward solving modern world problems while interacting with my scientific peers in a highly stimulating environment 

Maurizio Titz
Doctoral Researcher

Contacts

Maurizio Titz
Doctoral Researcher

Title of the project

Integrating simulations and explainable artificial intelligence for power system resilience

 

Supervisor

Prof. Dirk Witthaut

 

I joined the HDS-LEE program because...

it offers training in data science and facilitates exchange with other PhD students both in an interdisciplinary context.

Veronika Trávníková
Doctoral Researcher

Contacts

Veronika Trávníková
Doctoral Researcher

Title of the project

Model hierarchy for bioreactors: From physics-based to data-driven approaches

 

Supervisor

Prof. Marek Behr

Dr. Eric von Lieres

 

I joined the HDS-LEE program because...

I see the program as an opportunity to put together my background in engineering and my interest in data science. I hope to broaden my knowledge in data science through the courses offered by the program and meet other young researchers in an international and interdisciplinary environment.

Mehmet Velioglu
Doctoral Researcher

Contacts

Mehmet Velioglu
Doctoral Researcher

Title of the project

Physics-Informed Neural Networks as a Hybrid Model for Process Operations

 

Supervisor

Prof. Alexander Mitsos Ph.D.

Dr. Manuel Dahmen

 

I joined the HDS-LEE program because...

I believe learning from the experiences of motivated researchers in an interdisciplinary environment will broaden my perspective and knowledge.

Johannes Wasmer
Doctoral Researcher

Contacts

Johannes Wasmer
Doctoral Researcher

Title of the project

Development of a surrogate machine learning model for the acceleration of first-principles calculations

 

Supervisor

Prof. Dr. Stefan Blügel

Prof. Dr. Ira Assent

Dr. Philipp Rüßmann

 

I joined the HDS-LEE program because...

There is no more time for science as usual. Tremendous technological challenges demand that we accelerate scientific discovery. Data science and artificial intelligence can be the engine for that. New kinds of experts must be trained who can integrate data science into all scientific domains. With the HIDA data science schools, the Helmholtz Society is doing exactly that. I am excited to be a part of this transformation!

Are you curious about my project? Take a look at my Git page

Moritz Wedemeyer
Doctoral Researcher

Contacts

Moritz Wedemeyer
Doctoral Researcher

Title of the project

Data-Driven Distribution Models for Robust Design of Island Energy Systems With a High Share of Renewable Electricity

 

Supervisor

Prof. Alexander Mitsos, Ph.D.

Prof. Dr. Raul Fidel Tempone

Dr. Manuel Dahmen

 

I joined the HDS-LEE program because...

I want to attain balanced knowledge about machine learning and data science and its practical applications. Furthermore, I am excited to connect with other young and passionate researchers in the field of data science.

Kaveh Patakchi Yousefi
Doctoral Researcher

Contacts

Kaveh Patakchi Yousefi
Doctoral Researcher

Title of the project

Closing the Gap between Athmospheric Model-based and Observation-based Data Using Deep Learning

 

Supervisor

Prof. Stefan Kollet

Prof. Andreas Hense

 

I joined the HDS-LEE program because...

I'm enthusiastic to learn about the interdisciplinary applications of AI in a variety of data science disciplines.

Marcel Zimmer
Doctoral Researcher

Contacts

Marcel Zimmer
Doctoral Researcher

Title of the project

Probabilistic Machine Learning Methods for Digital Twins of Multi-Modal Energy Systems

 

Supervisor

Prof. Dr.-Ing. Andrea Benigni

Prof. Alexander Mitsos, Ph.D.

 

I joined the HDS-LEE program because...

I believe that the exchange between distinct research fields offers the possibility for the most creative and successful scientific progress.