Early thrombus detection in ECMO with optimized impedance measurements: A simulative study
Extracorporeal oxygenation supports patients with severe cardiac or respiratory failure, with the oxygenator providing critical gas exchange. Thrombus formation in the oxygenator can impair efficiency and increase risks such as hemolysis and embolism, but existing detection methods are limited in ac...
Saved in:
| Main Authors: | , , , |
|---|---|
| Format: | Article |
| Language: | English |
| Published: |
Sciendo
2025-07-01
|
| Series: | Journal of Electrical Bioimpedance |
| Subjects: | |
| Online Access: | https://doi.org/10.2478/joeb-2025-0011 |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
| _version_ | 1849340328496070656 |
|---|---|
| author | Slapal Filip Silva Diogo F. Leonhardt Steffen Walter Marian |
| author_facet | Slapal Filip Silva Diogo F. Leonhardt Steffen Walter Marian |
| author_sort | Slapal Filip |
| collection | DOAJ |
| description | Extracorporeal oxygenation supports patients with severe cardiac or respiratory failure, with the oxygenator providing critical gas exchange. Thrombus formation in the oxygenator can impair efficiency and increase risks such as hemolysis and embolism, but existing detection methods are limited in accuracy and timeliness. This study introduces a computational bioimpedance approach for early thrombus detection that integrates advanced modeling and machine learning techniques while preserving the oxygenator’s functionality. |
| format | Article |
| id | doaj-art-472ac33ceaf14beaa56500c5d9c70f7a |
| institution | Kabale University |
| issn | 1891-5469 |
| language | English |
| publishDate | 2025-07-01 |
| publisher | Sciendo |
| record_format | Article |
| series | Journal of Electrical Bioimpedance |
| spelling | doaj-art-472ac33ceaf14beaa56500c5d9c70f7a2025-08-20T03:43:56ZengSciendoJournal of Electrical Bioimpedance1891-54692025-07-01161808810.2478/joeb-2025-0011Early thrombus detection in ECMO with optimized impedance measurements: A simulative studySlapal Filip0Silva Diogo F.1Leonhardt Steffen2Walter Marian3Medical Information Technology, RWTH Aachen University, GermanyMedical Information Technology, RWTH Aachen University, Germany Department of Circuit Theory, CTU Prague, Czechia Department of Circuit Theory, CTU Prague, CzechiaExtracorporeal oxygenation supports patients with severe cardiac or respiratory failure, with the oxygenator providing critical gas exchange. Thrombus formation in the oxygenator can impair efficiency and increase risks such as hemolysis and embolism, but existing detection methods are limited in accuracy and timeliness. This study introduces a computational bioimpedance approach for early thrombus detection that integrates advanced modeling and machine learning techniques while preserving the oxygenator’s functionality.https://doi.org/10.2478/joeb-2025-0011thrombus detectionfinite element methodmachine learningsensitivity analysis |
| spellingShingle | Slapal Filip Silva Diogo F. Leonhardt Steffen Walter Marian Early thrombus detection in ECMO with optimized impedance measurements: A simulative study Journal of Electrical Bioimpedance thrombus detection finite element method machine learning sensitivity analysis |
| title | Early thrombus detection in ECMO with optimized impedance measurements: A simulative study |
| title_full | Early thrombus detection in ECMO with optimized impedance measurements: A simulative study |
| title_fullStr | Early thrombus detection in ECMO with optimized impedance measurements: A simulative study |
| title_full_unstemmed | Early thrombus detection in ECMO with optimized impedance measurements: A simulative study |
| title_short | Early thrombus detection in ECMO with optimized impedance measurements: A simulative study |
| title_sort | early thrombus detection in ecmo with optimized impedance measurements a simulative study |
| topic | thrombus detection finite element method machine learning sensitivity analysis |
| url | https://doi.org/10.2478/joeb-2025-0011 |
| work_keys_str_mv | AT slapalfilip earlythrombusdetectioninecmowithoptimizedimpedancemeasurementsasimulativestudy AT silvadiogof earlythrombusdetectioninecmowithoptimizedimpedancemeasurementsasimulativestudy AT leonhardtsteffen earlythrombusdetectioninecmowithoptimizedimpedancemeasurementsasimulativestudy AT waltermarian earlythrombusdetectioninecmowithoptimizedimpedancemeasurementsasimulativestudy |