PhD scholarship in A Digitalization Approach for Wall Shear Stress Estimation
2 days ago
Are you passionate about revolutionizing medical imaging with cutting-edge machine learning? Do you aspire to contribute to groundbreaking research that significantly enhances clinical workflows and patient outcomes?
The Technical University of Denmark (DTU) is seeking ambitious candidates for a PhD position focused on developing an innovative high-frame-rate ultrasound-based wall shear stress (WSS) estimation framework. This project aims to transform stroke prevention by integrating state-of-the-art machine learning techniques with advanced ultrasound imaging.
Stroke, a leading cause of death worldwide, often results from the rupture of fatty deposits called plaques in aging blood vessels, such as the carotid artery. These ruptured plaques release blood clots that travel to the brain, blocking blood vessels and causing severe brain function impairment. Wall shear stress (WSS) plays a critical role in plaque formation and rupture, influencing how blood flow interacts with vessel walls. With an aging population, Europe is projected to experience 1.5 million stroke cases annually by 2025. There is an urgent need for better tools to assess plaque development and predict rupture risk, as current methods, like MRI, are costly and cannot capture WSS dynamics. Ultrasound offers a real-time, cost-effective solution for mapping these dynamics.
This PhD project aims to develop a novel WSS estimation framework by integrating high-frame-rate ultrasound with advanced deep learning algorithms, enabling accurate measurements. The project will address key research challenges, including robust vessel wall segmentation and flow estimation using physics-informed neural networks.
What You Can Achieve by Joining DTU:
- Cutting-Edge Research Experience: Engage in pioneering research at the intersection of medical imaging and machine learning, contributing to advancements in stroke prevention and clinical workflows.
- Advanced Skill Development: Develop and refine your expertise in high-frame-rate ultrasound imaging, machine learning, and AI-based image analysis, positioning yourself at the forefront of technological innovation.
- Professional Growth: Benefit from mentorship by leading experts in the field, access state-of-the-art facilities, and participate in professional development opportunities through courses, workshops, and conferences.
By joining DTU, you will be part of a transformative journey that advances your career and contributes to significant improvements in medical science and patient care.
Responsibilities and Qualifications:
We are seeking a motivated candidate with experience in deep learning for image processing and analysis. Your main focus will be to enhance the department's expertise in ultrasound flow imaging and deep learning, contributing to the development of innovative diagnostic tools. You will collaborate with colleagues, as well as academic and industrial partners both in Denmark and internationally.
Your primary tasks will be to:
- Conduct research in the field of high-frame-rate ultrasound imaging and machine learning.
- Develop and implement machine learning models for vessel wall segmentation and WSS estimation.
- Test and refine the proposed techniques through in-vitro flow phantom studies.
- Collaborate with clinical partners at hospitals for data collection and clinical validation.
- Publish research findings in international peer-reviewed journals and present at conferences.
- Teach and supervise BSc and MSc student projects.
Key Professional Competencies Needed:
- Technical Expertise: Strong background in applied mathematics, computer science, biomedical engineering, or related fields; proficiency in image processing, computer vision, and machine learning techniques.
- Programming Skills: Advanced programming skills in languages such as Python, MATLAB, or similar, with experience in relevant deep learning packages.
- Medical Imaging Knowledge: Familiarity with medical imaging modalities, particularly ultrasound imaging; experience in high-frame-rate ultrasound imaging is highly desirable.
- Analytical Skills: Ability to analyze complex and large datasets, develop new methodologies, and validate the accuracy of the developed models.
You must have a two-year master's degree (120 ECTS points) or a similar degree with an academic level equivalent to a two-year master's degree.
Approval and Enrolment:
The scholarship for the PhD degree is subject to academic approval, and the candidate will be enrolled in one of the general degree programmes at DTU. For information about our enrolment requirements and the general planning of the PhD study programme, please see DTU's rules for the PhD education.
We Offer:
DTU is a leading technical university globally recognized for the excellence of its research, education, innovation and scientific advice. We offer a rewarding and challenging job in an international environment. We strive for academic excellence in an environment characterized by collegial respect and academic freedom tempered by responsibility.
Salary and Appointment Terms:
The appointment will be based on the collective agreement with the Danish Confederation of Professional Associations. The allowance will be agreed upon with the relevant union. The period of employment is 3 years.
The starting date is December 1st, 2024 (or according to mutual agreement), and the position is a full-time position.
Application Procedure:
Your complete online application must be submitted no later than 4 September 2024 (23:59 Danish time) .
Applications must be submitted as one PDF file containing all materials to be given consideration. To apply, please open the link "Apply now", fill out the online application form, and attach all your materials in English in one PDF file . The file must include:
- A letter motivating the application (cover letter).
- Curriculum vitae.
- Grade transcripts and BSc/MSc diploma (in English) including official description of grading scale.
You may apply prior to obtaining your master's degree but cannot begin before having received it. Applications received after the deadline will not be considered.
All interested candidates irrespective of age, gender, race, disability, religion or ethnic background are encouraged to apply.
The position will be at DTU Health Tech in the Section for Ultrasound and Biomechanics and co-supervised by DTU Compute in the Section for Visual Computing.
The Section for Ultrasound and Biomechanics is part of the Department of Health Technology (DTU Health Tech). DTU Health Tech aspires to improve good health and quality of life through technology for better prediction, prevention, early diagnosis, and treatment. DTU Health Tech strives to drive research and innovation towards the translation of the next generation healthcare solution in close collaboration with clinicians and basic researchers, and industry for the benefit of people and a sustainable society.
Adresse:
Ørsteds Plads
2800 Kgs. Lyngby
-
Kongens Lyngby, Denmark Danmarks Tekniske Universitet (DTU) Full timeThe Department of Civil and Mechanical Engineering of the Technical University of Denmark (DTU) has an open PhD position on the topic of “Precision polishing of miniature impellers”. The position is for 3 years. This position is funded in the context of the EuroTech strategic network and a collaboration between DTU and EPFL in Switzerland, offering...
-
Kongens Lyngby, Denmark Danmarks Tekniske Universitet (DTU) Full timeDTU Sustain is hiring a PhD student to take the initial steps to build a national GHG emission monitoring system combining satellite-based GHG observations and ground-truth emission verification. Are you passionate about big data, digital solutions and want to combat climate change? Are you a talented, motivated, and a team-oriented person, who thrives in a...
-
Kongens Lyngby, Denmark Danmarks Tekniske Universitet (DTU) Full timeAre you passionate about Generative AI and how to make it useful? Do you want to design new Generative AI tools and methods that improve student learning in university STEM courses? Then this PhD, on providing relevant information and feedback to students’ own work using Generative AI, is for you. This PhD is a strategic initiative in collaboration...
-
Kongens Lyngby, Denmark Danmarks Tekniske Universitet (DTU) Full timeBecome part of a team of international front-runners in developing methods for the environmental sustainability assessment of products and technologies. Do you want to carry out a PhD project with international front-runners in environmental sustainability assessment? If so, this PhD position might be the right fit for you! You will develop and apply...
-
Kongens Lyngby, Denmark Danmarks Tekniske Universitet (DTU) Full timePhD scholarship at DTU Wind in Reinforcement Learning-based Wind Farm Control Optimization in IntelliWind Marie-Curie network. Perfect for those passionate about low carbon energy and climate change solutions. Requires experience in programming and machine learning. Join us to innovate in renewable energy! If you are aspiring for a career in industrial R&D...
-
Kongens Lyngby, Denmark Danmarks Tekniske Universitet (DTU) Full timeThe objective of this PhD project is to design an automated component monitoring and maintenance recommendation system for bolts. The system will monitor the bolt tension and automatically generate work orders for bolts and tower sections that need to be re-tensioned. If you are aspiring for a career in industrial R&D or academia, with a passion for the...
-
Kongens Lyngby, Denmark Danmarks Tekniske Universitet (DTU) Full timeThis PhD project will explore advanced data-driven methods to accelerate the green transition by providing fast and accurate modeling of wind farm wake aerodynamics, which occurs as large wind turbines interact with the complex atmosphere. Are you eager to explore advanced machine-learning techniques and enthusiastic about accelerating the green energy...
-
PhD scholarship in Logic and AI
2 days ago
Kongens Lyngby, Denmark DTU - Technical University of Denmark Full timeDTU is offering a PhD scholarship in logic and AI within the research project Attention in Epistemic Planning. The project members are Gaia Belardinelli (Stanford University), Thomas Bolander (PI, DTU), Hans van Ditmarsch (IRIT Toulouse), Hermine Grosinger (Örebro University), Jens Ulrik Hansen (Roskilde University), Nir Lipovetzky (University of...
-
Kongens Lyngby, Denmark Danmarks Tekniske Universitet (DTU) Full timeWe are looking for a PhD candidate at the Department of Chemical and Biochemical Engineering at the Technical University of Denmark (DTU) for the project MISSION-CCS (Material Science Innovation for Accelerated, Sustainable and Safe Implementation of Carbon Capture and Storage). MISSION-CCS will train 13 Doctoral Candidate Researchers (DCRs) aiming to...
-
Kongens Lyngby, Denmark Danmarks Tekniske Universitet (DTU) Full timeDo you want to further your career in construction material circularity and play a pivotal role in their sustainability? Then DTU Sustain offers you an ideal position to work in the circularity of biobased materials for construction. Do you want to further your career in construction material circularity and play a pivotal role in its integration into...
-
Kongens Lyngby, Denmark Danmarks Tekniske Universitet (DTU) Full timeAre you ready to revolutionize maritime security with cutting-edge autonomous technology? Then join our team to shape the future of autonomous systems, enhancing the resilience of our maritime critical infrastructure. Dive into an exciting PhD opportunity where you will push the boundaries of innovation, designing next-gen surveillance systems that...
-
Kongens Lyngby, Denmark Danmarks Tekniske Universitet (DTU) Full timeDo you want to contribute to the development of high-quality STEM teaching at university level with a focus on conceptual understanding? Do you want to engage in a career within university pedagogy and didactics of engineering education? Are you passionate about how to teach introductory physics using experiments to build the students’ conceptual...
-
Kongens Lyngby, Denmark DTU - Technical University of Denmark Full timeIf you want to contribute to a better understanding and quantifiability of the risk and remediation options of some of the most widespread threats to our groundwater resources, then DTU Sustain offers you the opportunity to work on the scientific challenge to investigate fate, transport behavior, and remediation options of PFAS contamination in porous and...
-
Kongens Lyngby, Denmark Danmarks Tekniske Universitet (DTU) Full timePhD position on the intersection of Bayesian deep learning and differential geometry. In this project, we will develop a theoretical understanding of the failure modes of Bayesian deep learning and translate these insights into efficient and scalable approximate inference techniques. Do you want to figure out why Bayesian deep learning doesn’t work? And...
-
Kongens Lyngby, Denmark Danmarks Tekniske Universitet (DTU) Full timeAre you running out of materials to make the next generation solid battery? Do you need exotic properties with not so exotic materials? Dislocations when introduced into ceramics can result in properties which are not native to themselves. The Department of Energy Conversion and Storage, Technical University of Denmark (DTU), invites applications for a PhD...
-
Kongens Lyngby, Denmark Danmarks Tekniske Universitet (DTU) Full timeAre you interested in exploring the potential of quantum computing to address challenges in the Mobility and Transportation Systems? Do you have expertise in applied mathematics and, ideally, competence in quantum computation, machine learning, applied physics or optimization techniques? If so, this position might be a good fit for you. Are you interested...
-
PhD scholarship in Reproductive Toxicology
2 days ago
Kongens Lyngby, Denmark DTU - Technical University of Denmark Full timeWe are seeking a highly motivated PhD candidate for a project delving into mammalian testis biology to tackle demands from next-generation risk assessment of chemicals in providing alternative test methods with high predictive capacity. The testicles are primary producers of androgens, which are essential steroid hormones for reproductive development and...
-
Kongens Lyngby, Denmark Danmarks Tekniske Universitet (DTU) Full timeAre you fascinated with pushing the envelope of what is technologically possible in single-cell proteomics? The Cell Diversity Lab has a 3-year method development PhD position available, embedded within a group focused on development and application of cutting-edge LC-MS technologies. If you are establishing your career as a scientist and are looking for a...
-
PhD Positions
2 days ago
Lyngby, Denmark DTU Management Full timeThe Division for Transportation Science at the Technical University of Denmark (DTU) invites applications for two PhD positions in Advanced Methods for Human Behaviour Analysis in Future Transport Systems Using Virtual Reality. The positions focus on developing and testing the next generation of mathematical models for explaining and predicting human...
-
Kongens Lyngby, Denmark Danmarks Tekniske Universitet (DTU) Full timeThe project aims to create adaptive, energy-efficient renovation utilizing simulation-based techniques under future climate scenarios and evolving building uses. Adaptation strategies will be analyzed from a cost and life-cycle perspective to ensure long-term sustainability and economic viability. This PhD project aims to develop site-specific strategies for...
