Vasileios Skarmintzos's research while affiliated with University of Peloponnese and other places

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Publications (3)

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Figure 5. The feature extraction process [34].
Movements and required range of motion.
Parameters and their values for the training process.
Accuracy results of all cases.
+1 Confusion matrix of the knee brace live classification.
Leveraging Edge Computing ML Model Implementation and IoT Paradigm towards Reliable Postoperative Rehabilitation Monitoring
Article
Full-text available
  • Aug 2023
In this work, an IoT system with edge computing capability is proposed, facilitating the postoperative surveillance of patients who have undergone knee surgery. The main objective is to reliably identify whether a set of orthopedic rehabilitation exercises is executed correctly, which is critical since it is often necessary to supervise patients du...
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Figure 1. The Knee Joint. Flexion and extension are the main movements....
Figure 2. System's Architecture and main workflow.
Figure 7. Knee Brace Live Classification results.
Figure 8. Classification accuracy in three first attempts.
+1 Parameters and their values for the training process
Leveraging Edge Computing ML Model Implementation and IoT Paradigm Towards Reliable Postoperative Rehabilitation Monitoring
Preprint
Full-text available
  • Jun 2023
In this work, an IoT system with edge computing capability is proposed facilitating postoperative surveillance of patients who have undergone knee surgery. The main objective is to reliably identify whether a set of orthopedic rehabilitation exercises are executed correctly, which is critical since, it is often necessary to supervise patients durin...
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Citations

... Resistance, affordability, energy efficiency, simplicity of usage, and minimal complexity are the main and advantageous aspects [28]. Microchips operating at 2.4 GHz are required for usable devices, as well as the ability to receive and transmit data across numerous bandwidth regions [29]- [31]. Furthermore, data can be exchanged between three audio channels at a rate of one megabit per second (or two megabits in the second generation) [32]- [34]. ...
Reference: Traditional Bulletin Board: Benefits and Drawbacks
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