mgr inż. Mateusz Troka
Employment
- PhD Student at Szkoła Doktorska
- 2019 - present PhD Student at Mechanical Engineering Department of Structural Mechanics
Social media
Contact
- mateusz.troka@pg.edu.pl
Publication showcase
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Towards classification of patients based on surface EMG data of temporomandibular joint muscles using self-organising maps
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Towards classification of patients based on surface EMG data of temporomandibular joint muscles using self-organising maps
The study considers the need for an effective method of classification of patients with a temporomandibular joint disorder (TMD). The self-organising map method (SOM) was applied to group patients and used together with the cross-correlation approach to interpret the processed (rectified and smoothed by using root mean square (RMS) algorithm) surface electromyography signal (sEMG) obtained from testing the muscles (two temporal...
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Unsupervised Learning for Biomechanical Data Using Self-organising Maps, an Approach for Temporomandibular Joint Analysis
We proposed to apply a specific machine learning technique called Self-Organising Maps (SOM) to identify similarities in the performance of muscles around human temporomandibular joint (TMJ). The performance was assessed by measuring muscle activation with the use of surface electromyography (sEMG). SOM algorithm used in the study was able to find clusters of data in sEMG test results. The SOM analysis was based on processed sEMG...
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