Phd Student

vor 2 Monaten


Freiburg, Deutschland Universität Freiburg Vollzeit

**The Chair of Solar Energy Systems, Research Group "Sustainable Building Energy Technology", is looking for a PhD student (f/m/d) - Topic: “Machine Learning Methods for automated fault diagnosis for heat pump systems”**
- Bewerbungsfrist: 16.04.2023
- Veröffentlicht: 29.03.2023
- Start-date: 01.05.2023
- Part-time position (75 %)
- Kennziffer: 00002929

**Beschreibung**:
**Topic: "Machine Learning Methods for automated fault diagnosis for heat pump systems ".**

Heat pumps are the key technology for the efficient provision of heat from electric power using environmental heat sources such as outdoor air. With the planned ramp-up, challenges arise regarding efficient heat pump operation. To reduce costs and human resources for second level support, the question of commissioning and continuous monitoring of the operational quality of a large number of decentralized heat pumps will be addressed. Data-driven methods are a suitable approach for this purpose, which can support the optimization of heat pump systems in a cost-efficient way during commissioning and operation. In this work, the suitability of existing AI-based methods for fault detection and diagnosis during commissioning and operation of heat pump systems will be investigated and further developed.

In close cooperation with the "Energy Efficient Buildings" department of the Fraunhofer Institute for Solar Energy Systems (ISE), we develop methods and tools to digitally support building operation management processes. Among other things, we are investigating the suitability of machine learning methods to automatically detect and diagnose errors in the operation of heat pumps. The dissertation is carried out in the context of the project "LCR290 - Development of heat pump solutions using propane to replace gas and oil appliances" in cooperation with Fraunhofer ISE and partners from industry.

**Your tasks**:

- You develop and test machine learning methods for automated fault diagnosis of heat pump systems.
- Systematization, clustering and evaluation of typical faults in common heat pump systems based on annotated monitoring data from Fraunhofer ISE.
- You develop a methodology for standardized fault detection and diagnosis routines and implement and test rule-based and AI-based algorithms as well as combinations of both.
- Tests based on simulation data and on real operational data, and evaluates and selects the most appropriate methods.
- You supervise students in the preparation of bachelor and master theses.
- You prepare scientific publications and project reports and present the results at project meetings and conferences.

**Your profile**:

- You have a university degree (Master) with very good grades in engineering, physics, computer science or a comparable field of study.
- You have already gained experience in the fields of building automation or building energy systems and/or artificial intelligence.
- You have good knowledge in Python or a comparable programming language, hands-on knowledge in data analysis and machine learning would be a plus.You can express yourself confidently in English. German would be a plus.
- You are used to working independently and carefully and it is important to you to contribute to your team.

**We offer you**:
The position is limited to 31.01.2025. The salary will be determined in accordance with E13 TV-L.

**Bewerbung**:
Albert-Ludwigs-Universität Freiburg
INATECH
Vanessa Schultz
Emmy-Noether-Straße 2
79110 Freiburg im Breisgau



  • Freiburg, Deutschland Deutsches Krebsforschungszentrum Vollzeit

    **Position**:PhD Student in Functional Cancer Genetics** **Department**: DKTK partner site Freiburg - Division of Cancer Research, Department of Thoracic Surgery, Medical Center - University of Freiburg **Code number**:2023-0067 The German Cancer Research Center is the largest biomedical research institution in Germany. With more than 3,000 employees, we...

  • Doctoral Student

    vor 2 Wochen


    Freiburg, Deutschland Universitätsklinikum Freiburg Vollzeit

    What are you waiting for? The Institute of Experimental and Clinical Pharmacology and Toxicology is looking for you - from now on! **Doctoral Student (PhD) (M/F/d)**: - We are seeking a doctoral student (PhD) who wants to join our international team to study the actin nucleoskeleton in genome organisation, nuclear signalling and mitosis. We are as fully...

  • Phd Student Position

    vor 2 Monaten


    Freiburg, Deutschland Universitätsklinikum Freiburg Vollzeit

    The Department of Pediatrics, Division of Pediatric Genetics, University Hospital Freiburg, is looking within a newly founded Collaborative Research Center (CRC) 1597 "Small Data", funded by the German Research Foundation (DFG), for a **PhD Student position (f/m/d)**: - The project focusses on human disease identification, utilising AI/machine learning...

  • Doctoral students

    vor 3 Wochen


    Freiburg im Breisgau, Deutschland Universitätsklinikum Freiburg Vollzeit

    What are you waiting for? We are seeking doctoral students to start as soon as possible. Doctoral students (PhD) (m/f/d) We at the Institute for Experimental and Clinical Pharmacology and Toxicology are looking for new doctoral students. The institute is part of the University of Freiburg und is administered by the university hospital. We are an...

  • Doctoral Students

    vor 3 Wochen


    Freiburg, Deutschland Universitätsklinikum Freiburg Vollzeit

    **Doctoral students (Phd) (M/F/d)**: - We are performing basic scientific research in the area of voltage and ligand gated ion channels. We are studying the activation mechanisms and functions of a small family of intracellularly located channels. These channels are expressed in endosomes and lysosomes and are involved in a multitude of intracellular...

  • Phd Student

    vor 1 Monat


    Freiburg, Deutschland Universitätsklinikum Freiburg Vollzeit

    The Department of Medicine II, University Medical Center Freiburg, is looking for a **PhD student (M/F/d)**: - We focus on translational research in the field of tumor immune escape in Hepatocellular carcinoma. Our results contribute to a better understanding of tumor-immune cell interactions with implications for therapeutic strategies.**Job...

  • Phd Student

    vor 2 Monaten


    Freiburg, Deutschland Universitätsklinikum Freiburg Vollzeit

    The group ‘Antibody based Diagnostics and Therapy’ at the Department of Urology is looking for a **PhD Student (M/F/d)**: - The focus of our research group is the investigation of new diagnostic and immunotherapeutic approaches against urological cancers. - Project background: The project funded by the German Research Foundation (DFG) aims to develop...

  • Doctoral Students

    vor 2 Wochen


    Freiburg, Deutschland Universitätsklinikum Freiburg Vollzeit

    What are you waiting for? We are seeking doctoral students to start as soon as possible. **Doctoral students (PhD) (M/F/d)**: - We at the Institute for Experimental and Clinical Pharmacology and Toxicology are looking for new doctoral students. The institute is part of the University of Freiburg und is administered by the university hospital. We are an...

  • Phd Student

    vor 1 Woche


    Freiburg, Deutschland Universitätsklinikum Freiburg Vollzeit

    The research group of Prof. Dr. Georg Häcker at the Institute of Medical Microbiology and Hygiene offers the position of a **PhD student (M/F/d)**: - We work on a number of aspects of the response of human cells to infection, with a particular focus on the apoptosis apparatus. Most pathogens in fact do not induce apoptosis. Instead, they activate the...

  • Doctoral students

    vor 3 Wochen


    Freiburg im Breisgau, Deutschland Universitätsklinikum Freiburg Vollzeit

    What are you waiting for? Apply now! We are seeking for our team at the Institute for Experimental and Clinical Pharmacology and Toxicology at the University of Freiburg Doctoral students (Phd) (m/f/d) We are performing basic scientific research in the area of voltage and ligand gated ion channels. We are studying the activation mechanisms and functions...

  • Phd Student

    vor 3 Wochen


    Freiburg, Deutschland Universitätsklinikum Freiburg Vollzeit

    The Thimme/Hofmann lab, Clinic for Internal Medicine II of the University Hospital Freiburg is looking for a **PhD Student (M/F/d)**: - We focus on translational research in the field of immune responses against hepatitis viruses as well as SARS-CoV2 and hepatocellular carcinoma. Our results contribute to a better understanding of human immune responses...


  • Freiburg, Deutschland Universität Freiburg Vollzeit

    **The Department of Otolaryngology of the Medical Center - University of Freiburg, Section of Experimental and Clinical Otology, Neurobiological Research Laboratory, Dr. Nicole Rosskothen-Kuhl, is seeking for a Neuroscientific PhD Student (M/F/d)** - Bewerbungsfrist: 17.05.2024 - Veröffentlicht: 26.04.2024 - Start-date: 01.07.2024 - Part-time position (65...

  • Phd Student

    vor 1 Monat


    Freiburg, Deutschland Universitätsklinikum Freiburg Vollzeit

    The research group of Prof. Dr. Georg Häcker at the Institute of Medical Microbiology and Hygiene offers the position of a **PhD student (M/F/d)**: - We work on signals in the mitochondrial apoptosis pathway that are generated during infection and by other injuries. In recent years, we have started focusing on the fact that the mitochondrial apoptosis...


  • Freiburg, Deutschland Universität Freiburg Vollzeit

    **The Institute for Biomicrotechnology offers a PhD Position in Experimental Neuroscience** - Bewerbungsfrist: 31.03.2023 - Veröffentlicht: 06.03.2023 - Start-date: At the earliest possible date. - Part-time position (65 %) - Kennziffer: 00002890 **Beschreibung**: We are looking for a highly motivated PhD student for a project investigating the role of...

  • Phd Student

    vor 2 Wochen


    Freiburg, Deutschland Universitätsklinikum Freiburg Vollzeit

    Clinic for Internal Medicine II, University Medical Center Freiburg, is looking for a **PhD student (M/F/d)**: - We focus on translational research in the field of immune responses against hepatitis viruses as well as SARS-CoV2 and hepatocellular carcinoma. Our results contribute to a better understanding of human immune responses with implications for...

  • Phd Student

    vor 2 Wochen


    Freiburg, Deutschland Universitätsklinikum Freiburg Vollzeit

    Clinic for Internal Medicine II, University Medical Center Freiburg, is looking for a **PhD student (M/F/d)**: - We focus on translational research in the field of immune responses against hepatitis viruses as well as SARS-CoV2 and hepatocellular carcinoma. Our results contribute to a better understanding of human immune responses with implications for...

  • 2 Phd Students

    Vor 5 Tagen


    Freiburg, Deutschland Universitätsklinikum Freiburg Vollzeit

    The Thimme/Hofmann lab, Clinic for Internal Medicine II, University Medical Center Freiburg, is looking for **2 PhD Students (M/F/d)**: - We focus on translational research in the field of immune responses against hepatitis viruses as well as SARS-CoV2 and hepatocellular carcinoma. Our results contribute to a better understanding of human immune responses...

  • Phd Position

    vor 2 Monaten


    Freiburg, Deutschland Deutsches Krebsforschungszentrum Vollzeit

    **Position**:PhD Position - Microenvironment and Immunology Research** **Department**: DKTK partner site Freiburg - Microenvironment and Immunology Research Group **Code number**:2024-0079 The German Cancer Research Center is the largest biomedical research institution in Germany. With more than 3,000 employees, we operate an extensive scientific program...


  • Freiburg, Deutschland Universität Freiburg Vollzeit

    **The Department of International Economic Policy is offering a PhD Research Position in International Economic Policy** - Bewerbungsfrist: 03.08.2023 - Veröffentlicht: 20.07.2023 - Start-date: 01.11.2023 - Part-time position (50 %) - Kennziffer: 00003205 **Beschreibung**: The Institute for Economic Research, Department of International Economic Policy at...


  • Freiburg, Deutschland Universitätsklinikum Freiburg Vollzeit

    The group Experimental Radiology at the Department of Radiology in the University Medical Center has an opening for a **PhD Student for MR-guided Interventions with Vein Stents (M/F/d)**: - Magnetic resonance imaging (MRI) is the diagnostic imaging method of choice for many diseases, as it provides 2D and 3D cross-sectional images with excellent contrast...