Stanislav Kepak

Dr. Stanislav Kepak

orcid

Research Focus & Metrics

Academic Career Length

15Years (2012-Present)

(Calculated once Scilit publication data is synced: current year − year of first publication + 1)

Representative Publications

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18 April 2017 in Sensors
Verified
Journal Article
Open access
PDF file
Radek MartinekRadek Martinek
Radek Martinek
JNJan Nedoma
Jan Nedoma
MFMarcel Fajkus
Marcel Fajkus
RKRadana Kahankova
Radana Kahankova
Jaromir KonecnyJaromir Konecny
Jaromir Konecny
HNHomer Nazeran
Homer Nazeran
This paper focuses on the design, realization, and verification of a novel phonocardiographic- based fiber-optic sensor and adaptive signal processing system for noninvasive continuous fetal heart rate (fHR) monitoring. Our proposed system utilizes two Mach-Zehnder interferometeric sensors. Based on the analysis of real measurement data, we developed a simplified dynamic model for the generation and distribution of heart sounds throughout the human body. Building on this signal model, we then designed, implemented, and verified our adaptive signal processing system by implementing two stochastic gradient-based algorithms: the Least Mean Square Algorithm (LMS), and the Normalized Least Mean Square (NLMS) Algorithm. With this system we were able to extract the fHR information from high quality fetal phonocardiograms (fPCGs), filtered from abdominal maternal phonocardiograms (mPCGs) by performing fPCG signal peak detection. Common signal processing methods such as linear filtering, signal subtraction, and others could not be used for this purpose as fPCG and mPCG signals share overlapping frequency spectra. The performance of the adaptive system was evaluated by using both qualitative (gynecological studies) and quantitative measures such as: Signal-to-Noise Ratio—SNR, Root Mean Square Error—RMSE, Sensitivity—S+, and Positive Predictive Value—PPV.

31 October 2018 in Sensors
Verified
Journal Article
Open access
PDF file
JNJan Nedoma
Jan Nedoma
SKStanislav Kepak
Stanislav Kepak
MFMarcel Fajkus
Marcel Fajkus
JCJakub Cubik
Jakub Cubik
PSPetr Siska
Petr Siska
PKPetr Krupa
Petr Krupa
The publication presents a comparative study of two fibre-optic sensors in the application of heart rate (HR) and respiratory rate (RR) monitoring of the human body. After consultation with clinical practitioners, two types of non-invasive measuring and analysis systems based on fibre Bragg grating (FBG) and fibre-optic interferometer (FOI) have been designed and assembled. These systems use probes (both patent pending) that have been encapsulated in the bio-compatible polydimethylsiloxane (PMDS). The main advantage of PDMS is that it is electrically non-conductive and, as well as optical fibres, has low permeability. The initial verification measurement of the system designed was performed on four subjects in a harsh magnetic resonance (MR) environment under the supervision of a senior radiology assistant. A follow-up comparative study was conducted, upon a consent of twenty volunteers, in a laboratory environment with a minimum motion load and discussed with a head doctor of the Radiodiagnostic Institute. The goal of the laboratory study was to perform measurements that would simulate as closely as possible the environment of harsh MR or the environment of long-term health care facilities, hospitals and clinics. Conventional HR and RR measurement systems based on ECG measurements and changes in the thoracic circumference were used as references. The data acquired was compared by the objective Bland–Altman (B–A) method and discussed with practitioners. The results obtained confirmed the functionality of the designed probes, both in the case of RR and HR measurements (for both types of B–A, more than 95% of the values lie within the ±1.96 SD range), while demonstrating higher accuracy of the interferometric probe (in case of the RR determination, 95.66% for the FOI probe and 95.53% for the FBG probe, in case of the HR determination, 96.22% for the FOI probe and 95.23% for the FBG probe).

15 April 2024 in IEEE Access
Verified
Journal Article
Open access
MFMarcel Fajkus
Marcel Fajkus
MKM. Kostelansky
M. Kostelansky
MFMichael Fridrich
Michael Fridrich
JCJakub Cubik
Jakub Cubik
SKStanislav Kepak
Stanislav Kepak
JNJan Nedoma
Jan Nedoma
Currently, the use of fiber-optic Bragg gratings in biomedical applications, especially in the field of magnetic resonance imaging (MRI), is becoming popular. In these applications, the fiber Bragg grating (FBG) encapsulation plays a crucial role in terms of the accuracy and reproducibility of the measurements. This paper describes in detail the fabrication method of a prototype FBG sensor, which is realized by encapsulating a Bragg grating between two layers of the MR-compatible material Acrylonitrile Butadiene Styrene (ABS) by 3D printing. The sensor thus created, implemented, for example, on the chest of a human body, enables monitoring of the vital functions of the human body. The paper describes the complete procedure for the creation of the prototype sensor, including strain and temperature dependence, as well as results of long-term experimental measurements against the conventional electrocardiography (ECG) standard. Results based on the objective Bland-Altman (B-A) method confirm that the implemented sensor can be used for reliable monitoring of cardiac activity (>95% based on B-A). Taking into account the single fiber optic cable, its simple implementation, its small size and weight < 5g, the presented sensor represents an interesting alternative to conventional ECG.

15 June 2016 in Optical and Quantum Electronics
Verified
Journal Article
Closed access
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SKStanislav Kepak
Stanislav Kepak
JCJakub Cubik
Jakub Cubik
PZPetr Zavodny
Petr Zavodny
PSPetr Siska
Petr Siska
ADAlan Davidson
Alan Davidson
VVVladimir Vasinek
Vladimir Vasinek

23 December 2015 in Advances in Electrical and Electronic Engineering
Verified
Journal Article
Open access
PDF file
MFMarcel Fajkus
Marcel Fajkus
INIsa Navruz
Isa Navruz
SKStanislav Kepak
Stanislav Kepak
ADAlan Davidson
Alan Davidson
PSPetr Siska
Petr Siska
VVVladimir Vasinek
Vladimir Vasinek
Capacity of Wavelength and Time Division Multiplexing for Quasi-Distributed Measurement Using Fiber Bragg Gratings

23 April 2024 in Optics & Laser Technology
Verified
Journal Article
Closed access
SKStanislav Kepak
Stanislav Kepak
MSMartin Stolarik
Martin Stolarik
JCJakub Cubik
Jakub Cubik
JNJan Nedoma
Jan Nedoma
PBPetr Beneš
Petr Beneš