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Michał Kania, PhD

 
a biomedical engineer
a scientist
a programmer
a specialist in medical diagnostics
a Matlab developer

Get to know me

Michal profile photo 1

Hi

Welcome to my website. My name is Michał Kania. I am a biomedical engineer with over 14 years of experience in designing innovative diagnostic techniques and verifying their effectiveness in clinical settings. I am a programmer specializing in creating software for precise analysis of ECG data from over 60 leads (BSPM). As a scientist, I develop new methods for diagnosing heart diseases using my knowledge of biomedical engineering, statistics, data analysis, and mathematical modeling. My goal is to create innovative solutions that will improve the quality of patient care.

Michał Kania photo

I specialize in extracting information from medical data. I have created many algorithms, pipelines, and software for analyzing biomedical signals, including noise reduction, ECG signal segmentation, segmentation of anatomical structures from image data, determination of diagnostic parameters, and tools for visualization of comprehensive medical data. My passion, which I want to continue, is digital signal processing, analysis, and modeling. I am particularly interested in using artificial intelligence to create new diagnostic tools.

Body surface potential mapping (BSPM)
Reduction of power line interference
Reduction of power line interference in ECG
ECG segmentation
ECG signal segmentation
BSPM acquisition
BSPM acquisition
Changes in BSPM
Changes in ECG maps are sometimes invisible in classical 12-lead ECG
Internal organ segmentation result from CT data
ECG variability
Variability of ECG cycles over time
Heart segmentation
3D heart model from CT data
Noise reduction
Noise reduction in ECG signal using wavelet transform

I specialize in extracting information from medical data. I have created many algorithms, pipelines, and software for analyzing biomedical signals, including noise reduction, ECG signal segmentation, segmentation of anatomical structures from image data, determination of diagnostic parameters, and tools for visualization of comprehensive medical data. My passion, which I want to continue, is digital signal processing, analysis, and modeling. I am particularly interested in using artificial intelligence to create new diagnostic tools.

During my professional career, I have carried out 7 innovative research projects funded by the Ministry of Science and Higher Education, the National Science Center, and the European Union. In two of them, I was the team leader. My involvement resulted in 18 publications in peer-reviewed scientific journals and 35 articles in conference proceedings.

  • 1 projects
  • 1 articles
  • 1 citations

I designed and tested in clinical conditions innovative algorithms dedicated to non-invasive assessment of the risk of sudden cardiac death, localization of the source of cardiac arrhythmia and detection of myocardial ischemia. The proposed diagnostic methods showed higher sensitivity and specificity compared to clinically used methods based on the analysis of 12-lead ECG.

In my work, I use mathematical modeling to discover the mechanisms of development of heart diseases and improve methods of diagnosing them. In the validation phase of diagnostic methods, I used various cardiac imaging techniques and conducted highly advanced, personalized simulations of the heart's electrical activity using modern supercomputers with high computing capabilities.

Propag model
Simulation of heart electrical potential distribution on the epicardial surface and body surface (Propag model)

In my work, I use mathematical modeling to discover the mechanisms of development of heart diseases and improve methods of diagnosing them. In the validation phase of diagnostic methods, I used various cardiac imaging techniques and conducted highly advanced, personalized simulations of the heart's electrical activity using modern supercomputers with high computing capabilities.

I value the interdisciplinary approach to problem solving. The experience of working with many renowned clinical partners and respected research centers in Europe has allowed me to develop the ability to effectively cooperate with experts with various specializations, including: doctors, mathematicians, physicists, programmers and medical equipment designers. Thanks to this, I look at problems from different perspectives, which allows me to find innovative and optimal solutions. My positive attitude, independence, reliability, clear communication, commitment and openness to new ideas have become essential features in implementing projects and goals on my professional path.

Institute of Biocybernetics and Biomedical Engineering,
Polish Academy of Sciences
Warsaw, Poland

LIRYC: Electrophysiology
and Heart Modeling Institute
Bordeaux, France

Institute of Measurement Science,
Slovak Academy of Sciences
Bratislava, Slovakia

I3S: Laboratory of Computer Science, Signals and Systems of Sophia Antipolis
France

Institute for Technical Physics and Materials Science,
Hungarian Academy of Sciences
Budapest, Hungary

ITAM: Institute of Medical Technology and Equipment,
Zabrze, Poland

Central Clinical Hospital,
Warsaw, Poland

Medical University of Warsaw,
Poland

Cardinal Stefan Wyszynski Institute of Cardiology
Warsaw, Poland

My professional passion is searching for innovative solutions in the field of medical diagnostics. I am particularly interested in implementing new diagnostic methods into clinical practice.

I am currently looking for opportunities for further professional development and continuation of my passion as a medical programmer and data analyst.

Creating modern websites has become my new passion, and the page you're currently on is one of the results of my work. If you're looking for a unique and creative website, I can design it for you.

I invite you to cooperate. You can contact me by message on my LinkedIn profile or directly by email:

Visit my LinkedIn profile