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Institute of Biomedical EngineeringIBT Logo

 

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  • Computational Cardiac Modeling

 

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  • Computational Cardiac Modeling
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Computational Models of the Heart

 

Leverage engineering methods of computational modeling to improve patient care in cardiac medicine

Computational Cardiac ModelingMarkus Breig (KIT)

 

The Computational Cardiac Modeling group (head: Axel Loewe) aims at formulating the heart's function mathematically and realistically representing it with computational models. Our research is focused on the electrophysiology and mechanics of the heart, which we represent with multiscale models. These models include several biological levels of integration from ion channels via cells to tissues and organs and the relevant phenomena span a multitude of temporal and spatial scales (microseconds to minutes; micrometers to centimeters).


The Computational Cardiac Modeling group is committed to method development and the application of computational models to answer questions of clinical relevance. Towards this aim, we pursue two approaches: On the one hand, we investigate fundamental physiological and pathological mechanisms with computational models complementary to classical approaches like cell or animal experiments. The mechanisms and relations regarding disease development, diagnosis, and therapy identified in this way can be applied to the patient's individual situation by physicians. On the other hand, we use personalized models representing an individual patient to support clinical decision making. To personalize models based on measured data of the individual patient, we collaborate closely with the Bioelectric Signals Group.


The research in our group happens at the crossroads of engineering, computer science, natural sciences, and medicine. To develop methods and conduct simulation studies, we employ methods of software engineering, algorithmics, numerics, signal processing, data analysis, and statistics.

 

 

 

Media

 

Videos

  • Synergies between mechanistic and data-driven models in medical research (HIDA Lectures @ HIDSS4Health, English)
  • Mathematische Computermodelle des Herzens in der Medizin (KIT im Rathaus, German)

 

Podcasts

  • Zentimetergenaue Lokalisierung durch Künstliche Intelligenz (Campus-Report, German)
  • Unveiling the Digital Heart Twin (A Coffee with, ZEISS, English)
  • What ECG can tell us about the events on a molecular scale (Frontiers in Kidney Medicine and Biology, English)

 

Print

  • Computermodelle und Maschinelles Lernen verbessern die Herzdiagnostik (lookKIT)

Publications


  All Publications, sorted by year

     2024 2023 2022 2021 2020 2019 2018 2017 2016 2015 2014 2013 2011 2010 [All]



Selected Publications