The
Biomedical Diagnostic (BM/d) Lab at the Eindhoven University of Technology (TU/e) is seeking an outstanding PhD candidate to work in the field of wearable ultrasound in collaboration with Philips Research and the Máxima Medical Center in Veldhoven.
Project descriptionOver 1 in 5 pregnancies in the developed countries are complicated and considered at high-risk, and this number is expected to increase because of the progressive trend to postpone childbirth. Key risks include imminent preterm birth, intra-uterine growth restriction, and fetal asphyxia. When pregnancy complications occur, timely intervention is crucial, but hampered by current diagnostics based on cardiotocography (CTG), which measures fetal heart rate and uterine contractions by a combination of ultrasound Doppler and surface strain measurements using a belt surrounding the abdomen. While Doppler requires user interaction for repositioning the ultrasound probe because of signal loss, the measurement of uterine contractions is inaccurate and cannot assess contraction intensity. In this project, we will introduce a new cMUT (capacitive micro-machined ultrasound technology) device to replace current CTG diagnostics with an ultrasound solution that is more accurate and does not require user interaction. cMUT technology allows producing disposable matrix transducers that can be positioned on the abdomen in the form of a thin patch, opening up new horizons for long-term pregnancy monitoring by ultrasound.
The PhD project will focus on the development of adaptive driving schemes with frequency tuning to combine optimal acquisition from the near field (uterus) and far field (fetal heart). In particular, dynamic ultrasound beam forming/steering will be used for automatic tracking of the fetal heart, optimizing the balance between transmitted energy and quality of the Doppler signal, without need for user interaction for repositioning of the patch. Focusing on the near field, Doppler analysis will permit the analysis of uterine strain and thickening for the detection of uterine contractions. Simultaneous detection of uterine contractions and fetal heart rate will provide valuable diagnostic information on the fetal well-being by evaluation of the fetal autonomic (heart rate) response to uterine pressure increase. This project builds on the expertise of the Biomedical Diagnostics (BM/d) Lab of the Signal Processing Systems (SPS) group, part of the Electrical Engineering Dept of the Eindhoven University of Technology (TU/e), in adaptive signal processing, ultrasound beam forming, and ultrasound quantification, as well as in pregnancy monitoring by ultrasound Doppler and electrophysiological measurements, with over 20 years of experience. Dedicated infrastructure such as lab equipment and computation power will be made available for the project.
The project is part of a large EU KDT program combining over 30 international partners. This will give the opportunity to work and interact within a multidisciplinary, multicultural environment. The specific tasks related to the offered PhD position will in particular be carried out in tight collaboration with the PULS/e Lab of the Biomedical Engineering Department of the TU/e, as well as with Philips and the Máxima Medical Center in Veldhoven, providing both industrial and clinical inputs to the project. The project is also embedded within the Eindhoven MedTech Innovation Center (e/MTIC), a large, structured collaboration between the TU/e, Philips, and the regional hospitals in the Eindhoven area.
Your task will be:The activities of this PhD project will be focused on the development of an ultrasound-only solution for performing cardiotocographic measurements based on a cMUT patch. The main envisioned tasks towards such solution are related to the investigation and development of the following building blocks:
- Dynamic driving schemes for tracking the fetal heart.
- Dynamic frequency tuning for focusing at different depths (fetal heart and myometrium).
- Accurate Doppler estimation of fetal heart movement.
- Dedicated algorithm for fetal heart-rate estimation based on a probabilistic framework.
- Assessment of uterine contractions based on tissue Doppler measurements (or speckle tracking) in the myometrium.
- Analysis of the extracted features for assessment of fetal well-being and risk of preterm delivery. Depending on the available data, probabilistic interpretation by machine learning is also envisaged.
Academic and Research Environment:The Eindhoven University of Technology (TU/e) is one of Europe's top technological universities, situated in the heart of one of Europe's largest high-tech innovation ecosystems. Research at TU/e is characterized by a combination of academic excellence and a strong real-world impact. This impact is pursued via close collaboration with high-tech industries and clinical partners.
Research related to this position will be carried out at the Biomedical Diagnostics (BM/d) lab of the Signal Processing Systems (SPS) group, which is part of the Electrical Engineering department. The BM/d lab, chaired by Prof. Mischi, has a strong track record in biomedical image and signal analysis, ranging from electrophysiology to ultrasound and magnetic resonance imaging. Specific background and equipment in relation to the offered PhD position is especially available in the lab, with emphasis on quantitative ultrasound imaging, ultrasound beamforming, and pregnancy monitoring. For more information, see
https://www.tue.nl/en/research/research-groups/biomedical-diagnostics-lab/.
The candidate will have the opportunity to work with various members of the SPS and the PULS/e group, in tight collaboration with scientists at Philips Research and clinicians at the Máxima Medical Center in Veldhoven.