Mikko Pänkäälä
Yliopistonlehtori, TkT, dosentti
mtpank@utu.fi +358 50 574 1290 Joukahaisenkatu 1 Turku |
Biosignals, health technology
I'm a University lecturer at the University of Turku. My background is in automotive engineering and I originally came to study electronics to the UTU at 2001. I started my studies related to electronics an communication technology at the IT-Dept. and finished my M.Sc. studies in 2004 and Lich. tech in 2008. After that I worked in a special unit and graduated as a D.Sc in 2014. From the beginning of 2017 I have worked at the Dept. of Future Technologies.
Currently my focus is on non-invasive cardiac telemonitoring methods based on motion sensors. I have done research on health technology, mainly related to cardiac monitoring since 2011. Previously my research topics were related to the integrated circuits, e.g in my thesis work I investigated a neural network implemented on silicon.
Currently I lecture no courses. Previously lectured courses such as Acquisition and Analysis of Biosignals and Embedde IoT Programming. I have also given single lectures related to health technology with other courses.
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- Machine Learning Based Classification of Myocardial Infarction Conditions Using Smartphone-derived Seismo- and Gyrocardiography (2018)
- Computing in Cardiology
- Mobile Phone Detection of Atrial Fibrillation With Mechanocardiography The MODE-AF Study (Mobile Phone Detection of Atrial Fibrillation) (2018)
- Circulation
- Multiclass Classifier based Cardiovascular Condition Detection Using Smartphone Mechanocardiography (2018)
- Scientific Reports
- A miniaturized low power biomedical sensor node for clinical research and long term monitoring of cardiovascular signals (2017) 2017 IEEE International Symposium on Circuits and Systems (ISCAS) Jarno Tuominen, Eero Lehtonen, Mojtaba Jafari Tadi, Juho Koskinen, Mikko Pänkäälä, Tero Koivisto
- A novel dual gating approach using joint inertial sensors: implications for cardiac PET imaging (2017)
- Physics in Medicine and Biology
- Automated Detection of Atrial Fibrillation Based on Time-Frequency Analysis of Seismocardiograms (2017)
- IEEE Journal of Biomedical and Health Informatics
- Automatic Identification of Signal Quality for Heart Beat Detection in Cardiac MEMS Signals (2017) 2017 IEEE EMBS International Conference on Biomedical & Health Informatics (BHI) Mojtaba Jafari Tadi, Olli Lahdenoja, Tero Humanen, Juho Koskinen, Mikko Pänkäälä, Tero Koivisto
- Biomedical Signal Quality Assessment via Learning to Rank with an Application to Mechanical Heart Signals (2017)
- Computing in Cardiology
- Electromechanical Cardiac Monitoring SoC for Atrial Fibrillation Detection (2017) 2017 IEEE International Symposium on Circuits and Systems (ISCAS) Jonas Eriksson, Mika Kutila, Tapani Nevalainen, Phong Nguyen, Kati Sairanen, Marko Ylitolva, Tero Koivisto, Mikko Pänkäälä
- Gyrocardiography: A New Non-invasive Monitoring Method for the Assessment of Cardiac Mechanics and the Estimation of Hemodynamic Variables (2017)
- Scientific Reports
- Wearable Pressure Sensor Array for Health Monitoring (2017)
- Computing in Cardiology
- A Miniaturized MEMS Motion Processing System for Nuclear Medicine Imaging Applications (2016)
- Computing in Cardiology
- An Adaptive Approach for Heartbeat Detection Based on S-transform in Seismocardiograms (2016) 38th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC) Mojtaba Jafari Tadi, Eero Lehtonen, Olli Lahdejoja, Mikko Pänkäälä, Tero Koivisto
- A real-time approach for heart rate monitoring using a Hilbert transform in seismocardiograms (2016)
- Physiological Measurement
- Beat-by-beat Quantification of Cardiac Cycle Events Detected from Three-Dimensional Precordial Acceleration Signals (2016)
- IEEE Journal of Biomedical and Health Informatics
- Detecting atrial fibrillation via existing smartphones without any add-ons (2016)
- European Heart Journal Supplements
- Detecting indications of acute myocardial infarction using smartphone only solution (2016) Tero Koivisto, Olli Lahdenoja, Tero Hurnanen, Mojtaba Jafari Tadi, Eero Lehtonen, Tuija Vasankari, Antti Saraste, Tuomas Kiviniemi, Juhani Airaksinen, Mikko Pänkäälä
- Detection of atrial fibrillation with seismocardiography (2016) 2016 38th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC) Mikko Pänkäälä, Tero Koivisto, Olli Lahdenoja, Tuomas Kiviniemi, Antti Saraste, Tuija Vasankari, Juhani Airaksinen
- Gyrocardiography: A new non-invasive approach in the study of mechanical motions of the heart. Concept, method and initial observations (2016) 2016 38th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC) Mojtaba Jafari Tadi, Eero Lehtonen, Mikko Pankäälä, Antti Saraste, Tuija Vasankari, Mika Teräs, Tero Koivisto
- Heart rate variability estimation with joint accelerometer and gyroscope sensing (2016)
- Computing in Cardiology
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