Portfolio
Contact
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Research
Journal Articles
2025.
Regression-Based Machine Learning Approaches for Estimating Discharge from Water Levels in Microtidal Rivers
Mihel, Anna Maria; Lerga, Jonatan; Krvavica, Nino
Journal of Hydrology - 646 27
https://www.sciencedirect.com/science/article/abs/pii/S002216942401672X
Q1 WOS Exc Q1 Exc
2024.
Enhancing Biophysical Muscle Fatigue Model in the Dynamic Context of Soccer
Skoki, Arian; Ivić, Stefan; Ljubić, Sandi; Lerga, Jonatan; Štajduhar, Ivan
Sensors - 24 17
https://www.mdpi.com/1424-8220/24/24/8128
Q2 WOS
2024.
Estimating Water Levels and Discharges in Tidal Rivers and Estuaries: Review of Machine Learning Approaches
Mihel, Anna Maria; Lerga, Jonatan; Krvavica, Nino
Environmental Modelling and Software - 176
https://www.sciencedirect.com/science/article/abs/pii/S136481522400094X
Q1 WOS
2024.
Building Individual Player Performance Profiles According to Pre-Game Expectations and Goal Difference in Soccer
Skoki, Arian; Gašparović, Boris; Ivić, Stefan; Lerga, Jonatan; Štajduhar, Ivan
Sensors - 24
https://www.mdpi.com/1424-8220/24/5/1700
Q1 WOS
2023.
Estimation of Sea State Parameters from Ship Motion Responses Using Attention-based Neural Networks
Denis Selimović, Franko Hržić, Jasna Prpić-Oršić, Jonatan Lerga
Ocean Engineering - 281 114915
https://www.sciencedirect.com/science/article/abs/pii/S0029801823012994
Q1 WOS Exc
2023.
Revolutionizing Soccer Injury Management: Predicting Muscle Injury Recovery Time Using ML
Arian Skoki, Mateja Napravnik, Marin Polonijo, Ivan Štajduhar, Jonatan Lerga
Applied Sciences - 10 6222
https://www.mdpi.com/2076-3417/13/10/6222
Q3 WOS
2023
Detection of motor imagery based on short-term entropy of time–frequency representations
Batistić, Luka; Lerga, Jonatan; Stanković, Isidora;
BioMedical Engineering OnLine - 22
https://biomedical-engineering-online.biomedcentral.com/articles/10.1186/s12938-023-01102-1
Q3 WOS
2023.
A New Insight into Entropy Based on the Fuzzy Operators, Applied to Useful Information Extraction from Noisy Time-Frequency Distributions
József Dombi, Ana Vranković Lacković, Jonatan Lerga
Mathematics - 11 505
https://www.mdpi.com/2227-7390/11/3/505
Q1 WOS Exc
2022.
Combining Time-Frequency Signal Analysis and Machine Learning with an Example in Gravitational-Wave Detection
Jonatan Lerga, Nikola Lopac, David Bačnar, Franko Hržić
Rad Hrvatske akademije znanosti i umjetnosti - Razred za tehničke znanosti - 22 99-129
2022.
Signal Useful Information Recovery by Overlapping Supports of Time-Frequency Representations
Nicoletta Saulig, Miloš Milovanović, Siniša Miličić, Jonatan Lerga
IEEE Transactions on Signal Processing - 70 5504-5517
https://ieeexplore.ieee.org/document/9956756
Q1 WOS Exc
2022.
Deep Learning Approach for Objects Detection in Underwater Pipeline Images
Boris Gašparović, Jonatan Lerga, Goran Mauša, Marina Ivašić-Kos
Applied Artificial Intelligence - 36
https://www.tandfonline.com/doi/full/10.1080/08839514.2022.2146853
Q2 WOS
2022.
Block-Adaptive Rényi Entropy-Based Denoising for Non-Stationary Signals
Nicoletta Saulig, Jonatan Lerga, Siniša Miličić, Željka Tomasović
Sensors - 22 8251
https://www.mdpi.com/1424-8220/22/21/8251
Q1 WOS
2022.
Entropy-Based Concentration and Instantaneous Frequency of TFDs from Cohen's, Affine and Reassigned Classes
David Bačnar, Nicoletta Saulig, Irena Petrijevčanin Vuksanović, Jonatan Lerga
Sensors - 22 3727
https://www.mdpi.com/1424-8220/22/10/3727
Q1 WOS
2022.
Image Denoising Using RANSAC and Compressive Sensing
Isidora Stanković, Miloš Brajović, Jonatan Lerga, Miloš Daković, Ljubiša Stanković
Multimedia Tools and Applications - 81 44311–44333
https://link.springer.com/article/10.1007/s11042-022-13192-5
Q2 WOS
2022.
The Choice of Time–Frequency Representations of Non-Stationary Signals Affects Machine Learning Model Accuracy: A Case Study on Earthquake Detection from LEN-DB Data
Marko Njirjak, Erik Otović, Dario Jozinović, Jonatan Lerga, Goran Mauša, Alberto Michelini, Ivan Štajduhar
Mathematics - 10 965
https://www.mdpi.com/2227-7390/10/6/965
Q1 WOS Exc
2022.
Improved Parametrized Multiple Window Spectrogram with Application in Ship Navigation Systems
Denis Selimović, Jonatan Lerga, Péter Kovács, Jasna Prpić-Oršić
Digital Signal Processing - 126 103491
https://www.sciencedirect.com/science/article/pii/S1051200422001087
Q2 WOS
2021.
Detection of Non-Stationary GW Signals in High Noise from Cohen’s Class of Time-Frequency Representations Using Deep Learning
Nikola Lopac, Franko Hržić, Irena Petrijevcanin Vuksanović, Jonatan Lerga
IEEE Access - 10 2408-2428
Q2 WOS
2021.
Analysis of Cryptography Algorithms Implemented in Android Mobile Application
Alen Salkanović, Sandi Ljubić, Ljubiša Stanković, Jonatan Lerga
Information Technology And Control - 50 786-807
https://itc.ktu.lt/index.php/ITC/article/view/29464
Q4 WOS
2021.
Modeling Uncertainty In Fracture Age Estimation From Pediatric Wrist Radiographs
Franko Hržić, Michael Janisch, Ivan Štajduhar, Jonatan Lerga, Erich Sorantin, Sebastian Tschauner
Mathematics - 9 3227
https://www.mdpi.com/2227-7390/9/24/3227
Q1 WOS Exc
2021.
Multivariate Decomposition of Acoustic Signals in Dispersive Channels, Mathematics
Miloš Brajović, Isidora Stanković, Jonatan Lerga, Cornel Ioana, Eftim Zdravevski, Miloš Daković
Mathematics - 9 2796
https://www.mdpi.com/2227-7390/9/21/2796
Q1 WOS Exc
2021.
From Time–Frequency to Vertex–Frequency and Back
Ljubiša Stanković, Jonatan Lerga, Danilo Mandic, Miloš Brajović, Cédric Richard, Miloš Daković.
Mathematics - 9 1407
https://www.mdpi.com/2227-7390/9/12/1407
Q1 WOS Exc
2021.
Particle-Swarm-Optimization-Enhanced Radial-Basis-Function-Kernel-Based Adaptive Filtering Applied to Maritime Data
Lopac, Nikola; Jurdana, Irena; Lerga, Jonatan; Wakabayashi, Nobukazu
Journal of Marine Science and Engineering - 9
https://www.mdpi.com/2077-1312/9/4/439
Q2 WOS Q2
2021.
RANSAC-Based Signal Denoising Using Compressive Sensing, Circuits, Systems, and Signal Processing
Stanković, Ljubiša; Brajović, Miloš; Stanković, Isidora; Lerga, Jonatan; Daković, Miloš
Circuits, Systems, and Signal Processing - 22
https://link.springer.com/article/10.1007/s00034-021-01654-4
Q2 WOS
2021.
Rule-Based EEG Classifier Utilizing Local Entropy of Time-Frequency Distributions
Lerga, Jonatan; Saulig, Nicoletta; Stanković, Ljubiša; Seršić, Damir
Mathematics - 9 27
https://www.mdpi.com/2227-7390/9/4/451
WOS Exc
2020.
Improved Power System State Estimator with Preprocessing Based on the Modified Intersection of Confidence Intervals
Kirinčić, Vedran ; Lerga, Jonatan ; Saulig, Nicoletta ; Franković, Dubravko
Sustainable energy, grids and networks - 21 10
2020.
Adaptive Filtering and Analysis of EEG Signals in the Time-Frequency Domain Based on the Local Entropy
Madhale Jadav, Guruprasad ; Lerga, Jonatan ; Štajduhar, Ivan
EURASIP Journal on Advances in Signal Processing - 2020 1-18
01.02.2020.
Sopele music dataset
Skoki, Arian; Ljubic, Sandi; Lerga, Jonatan; Štajduhar, Ivan
Data in brief - 28
2020.
Gravitational-Wave Burst Signals Denoising Based on the Adaptive Modification of Intersection of Confidence Intervals Rule
Lopac, Nikola; Lerga, Jonatan; Cuoco, Elena
Sensors - 20 28
https://www.mdpi.com/1424-8220/20/23/6920
Q1 WOS
2020.
Deep Learning for Feature Extraction in Remote Sensing: A Case-Study of Aerial Scene Classification
Petrovska, Biserka ; Zdravevski, Eftim ; Lameski, Petre ; Corizzo, Roberto ; Štajduhar, Ivan ; Lerga, Jonatan
Sensors - 20 22
2020.
Comparison of Entropy and Dictionary Based Text Compression in English, German, French, Italian, Czech, Hungarian, Finnish, and Croatian
Ignatoski, Matea; Lerga, Jonatan; Stanković, Ljubisa; Daković, Miloš
Mathematics - 8 14
https://www.mdpi.com/2227-7390/8/7/1059
WOS Exc
2020.
A Novel Approach to Extracting Useful Information From Noisy TFDs Using 2D Local Entropy Measures
Vranković, Ana; Lerga, Jonatan; Saulig, Nicoletta
EURASIP Journal on Advances in Signal Processing - 8 19
https://asp-eurasipjournals.springeropen.com/articles/10.1186/s13634-020-00679-2
Q2 WOS
2020.
Improving the Performance of Dynamic Ship Positioning Systems: A Review of Filtering and Estimation Techniques
Selimović, Denis ; Lerga, Jonatan ; Prpić-Oršić, Jasna ; Kenji, Sasa
Journal of marine science and engineering - 8(4) 28
01.12.2019.
Automatic Music Transcription for Traditional Woodwind Instruments Sopele
Skoki, Arian; Ljubic, Sandi; Lerga, Jonatan; Štajduhar, Ivan
Pattern recognition letters - 128 340-347
WOS Q1
2019.
Extraction of Useful Information Content from Noisy Signals Based on Structural Affinity of Clustered TFDs’ Coefficients
Saulig, Nicoletta ; Lerga, Jonatan ; Milanović, Željka ; Ioana, Cornel
IEEE Transactions on Signal Processing - 67 3154-3167
2019.
Local-Entropy Based Approach for X-Ray Image Segmentation and Fracture Detection
Hržić, Franko ; Štajduhar, Ivan ; Tschauner, Sebastian ; Sorantin, Erich ; Lerga, Jonatan
Entropy (Basel. Online) - 21 18
2018.
Adaptive State Estimator With Intersection of Confidence Intervals Based Preprocessing
Lerga, Jonatan ; Kirinčić, Vedran ; Franković, Dubravko ; Štajduhar, Ivan
International journal of electrical power & energy systems - 102 413-420
2018.
An Adaptive Method Based on the Improved LPA-ICI Algorithm for MRI Enhancement
Lerga, Jonatan ; Mandić, Ivica ; Peić, Hajdi ; Brščić, Dražen
Imaging science journal - 66 372-381
2018.
Adaptive Methods for Video Denoising Based on the ICI, FICI, and RICI Algorithms
Lerga, Jonatan ; Grbac, Edi ; Sucic, Victor ; Saulig, Nicoletta
Tehnički vjesnik : znanstveno-stručni časopis tehničkih fakulteta Sveučilišta u Osijeku - 25 1-6
2018.
Denoising of X-ray Images Using the Adaptive Algorithm Based on the LPA-RICI Algorithm
Mandić, Ivica ; Peić, Hajdi ; Lerga, Jonatan ; Štajduhar, Ivan
Journal of imaging - 4 15
2017
Mirroring quasi-symmetric organ observations for reducing problem complexity
Štajduhar, I; Tomić, M; Lerga, Jonatan;
Expert Systems with Applications - 85 318-334
http://www.sciencedirect.com/science/article/pii/S0957417417303640
30.03.2017.
A Fast Signal Denoising Algorithm Based on the LPA-ICI Method for Real-Time Applications
Volaric, Ivan; Lerga, Jonatan.; Sucic, Victor
Circuits, Systems, and Signal Processing - 1-17
WOS Q2
27.03.2017.
A Fast Signal Denoising Algorithm Based on the LPA-ICI Method for Real- Time Applications
Volarić, Ivan; Lerga, Jonatan; Sučić, Viktor
Circuits Systems And Signal Processing - 36 4653-4669
Q2 WOS
2017.
Improved LPA-ICI-Based Estimators Embedded in a Signal Denoising Virtual Instrument
Šegon, Gordan ; Lerga, Jonatan ; Sučić, Viktor
Signal Image and Video Processing - 11 211-218
2017.
Algorithm Based On the Short-Term Rényi Entropy And IF Estimation For Noisy EEG Signals Analysis
Lerga, Jonatan ; Saulig, Nicoletta ; Mozetič, Vladimir
Computers in biology and medicine - 80 1-13
2017.
A Fast Signal Denoising Algorithm Based on the LPA-ICI Method for Real- Time Applications
Volarić, Ivan ; Lerga, Jonatan ; Sučić, Viktor
Circuits, systems, and signal processing - 36 4653-4669
https://link.springer.com/article/10.1007%2Fs00034-017-0538-1
2015.
Inflammatory Gene Expression Upon TGF-ß1- Induced p38 Activation in Primary Dupuytren’s Disease Fibroblasts
Bujak, Maro; Ratkaj, Ivana; Markova-Car, Elitza; Jurišić, Davor; Horvatić, Anita; Vučinić, Srđan; Lerga, Jonatan; Baus-Lončar, Mirela; Pavelić, Krešimir; Kraljević Pavelić, Sandra
Frontiers in Molecular Biosciences - 2 1-9
http://journal.frontiersin.org/article/10.3389/fmolb.2015.00068/full
2014.
Parameters Analysis for the Time-Varying Automatically Adjusted LPA Based Estimators
Lerga, Jonatan ; Franušić, Marino ; Sučić, Viktor
Journal of Automation and Control Engineering - 2 203-208
http://www.joace.org/index.php?m=content&c=index&a=show&catid=39&id=153
2014.
An ICI Based Algorithm for Fast Denoising of Video Signals
Jonatan Lerga ; Edi Grbac ; Viktor Sučić
Automatika : časopis za automatiku, mjerenje, elektroniku, računarstvo i komunikacije - 55 351-358
https://automatika.korema.hr/index.php/automatika/article/view/525
2014.
Multicomponent Noisy Signal Adaptive Instantaneous Frequency Estimation Using Components Time Support Information
Sučić, Viktor ; Lerga, Jonatan ; Boashash, Boualem
IET signal processing - 8 277-284
http://digital-library.theiet.org/content/journals/10.1049/iet-spr.2013.0349
2013
Adaptive filter support selection for signal denoising based on the improved ICI rule
Sucic, Victor; Lerga, Jonatan; Vrankic, Miroslav;
Digital Signal Processing - 23 65-74
http://www.sciencedirect.com/science/article/pii/S1051200412001777
2012.
An adaptive method for video denoising based on the ICI rule
Lerga, Jonatan ; Sučić, Viktor ; Grbac, Edi
Engineering review: znanstveni časopis za nove tehnologije u strojarstvu, brodogradnji i elektrotehnici - 32 33-40
2011
Separable image denoising based on the relative intersection of confidence intervals rule
Lerga, Jonatan; Sucic, Victor; Vrankić, Miroslav;
Informatica - 22 383-394
2011.
An Efficient Algorithm for Instantaneous Frequency Estimation of Nonstationary Multicomponent Signals in Low SNR
Lerga, Jonatan ; Sučić, Viktor ; Boashash, Boualem
EURASIP Journal on Advances in Signal Processing - 2011 1-16
http://asp.eurasipjournals.springeropen.com/articles/10.1155/2011/725189
2009.
Nonlinear IF Estimation Based on the Pseudo WVD Adapted Using the Improved Sliding Pairwise ICI Rule
Lerga, Jonatan ; Sučić, Viktor
IEEE signal processing letters - 16 953-956
2008
A signal denoising method based on the improved ICI rule
Lerga, Jonatan; Vrankic, Miroslav; Sucic, Victor;
IEEE Signal Processing Letters - 15 601-604
Books
2015.
Time-Frequency Signal Analysis and Processing: A Comprehensive Review
Koautor poglavlja
Sucic, Viktor; Lerga, Jonatan; Rankine, Luke; Boashash, Boualem
Time-Frequency Signal Analysis and Processing: A Comprehensive Review (2nd ed.)
Boashash, Boualem
Academic Press Waltham
Invited Lectures
24.04.2024.
Umjetna inteligencija u obradi digitalnih signala
Jonatan Lerga
Alumni klub Tehničkog fakulteta Sveučilišta u Rijeci, Rijeka, Croatia
03.04.2024.
From Traditional Signal Processing to Machine-Learning-Based Signal Processing
Jonatan Lerga
John von Neumann University, GAMF Faculty of Engineering and Computer Science, Kecskemét, Hungary
15.11.2023.
What’s the Next Move?
Jonatan Lerga
CroAI Meetup, Rijeka, Croatia
14.11.2023.
Examples of Applications of Artificial Intelligence and Digital Signal Processing in Engineering
Jonatan Lerga
PAR Business Camp, Rijeka, Croatia
10.11.2023.
Applications of Digital Signal Processing with Machine Learning
Jonatan Lerga
Eötvös Loránd University, Faculty of Informatics, Budapest, Hungary
06.11.2023.
Digital Signal Processing Empowered by Machine Learning - Recent Research Overview
Jonatan Lerga
Eötvös Loránd University, Faculty of Informatics, Department of Numerical Analysis, Budapest, Hungary
11.10.2023.
Our Recent Research with AI applications
Jonatan Lerga
Constantine the Philosopher University, Nitra, Slovakia
18.05.2023.
Artificial Intelligence: Threat or Progress (Artificial Intelligence in Digital Signal Processing)
Jonatan Lerga
University Club for the Third Age, Rijeka, Croatia
24.10.2022.
New Research Developments in Artificial Intelligence
Jonatan Lerga
Nemzeti Közszolgálati Egyetem, Budapest, Hungary
23.06.2022.
Combining Machine Learning and Time-Frequency Signal Analysis
Jonatan Lerga
1st Workshop on MAThematical CHallenges to and from new technologiES (MATCHES 2022), Rome, Italy
02.06.2022.
Digitalna transformacija privatnog sektora
Jonatan Lerga
Kastav Smart City - KASPI meet-up, Kastav, Croatia
09.12.2021.
How is AI Changing Financial Services?
Jonatan Lerga
Digital Innovation and Technology for People, Opatija, Croatia
15.11.2021.
Pregled rada i znanstvenog istraživanja na Centru za umjetnu inteligenciju i kibernetičku sigurnost Sveučilišta u Rijeci
Jonatan Lerga
IEEE Rijeka: Computer Society Congress 2021, Rijeka, Croatia
11.12.2020.
Labor Market Trends Leading to Establishing the Center for AI and Cybersecurity in Rijeka
Jonatan Lerga
Exploring Digital Legal Landscapes, Rijeka, Croatia
03.12.2020.
Time-Frequency Signal Analysis with Matlab
Jonatan Lerga
Faculty of Informatics, Department of Programming Languages and Compilers, Eötvös Loránd University, Budapest, Hungary
11.12.2019.
Computer-Aided Nonstationary Signal Processing
Jonatan Lerga
Faculty of Informatics, Department of Programming Languages and Compilers, Eötvös Loránd University, Budapest, Hungary
17.10.2019.
Applications of Computer-Aided Signal Processing
Jonatan Lerga
Department of Mathematics and Informatics, Faculty of Economics, J. Selye University, Komarno, Slovakia
15.10.2019.
Local Entropy Measures with Applications in Biomedicine
Jonatan Lerga
The 7th Conference on Information Theory and Complex Systems (TINKOS 2019), Belgrade, Serbia
22.05.2019.
Introduction to Time-Frequency Distributions with Applications in Signal Processing
Jonatan Lerga
University of Maribor, Faculty of Electrical Engineering and Computer Science, Maribor, Slovenia
09.05.2019.
Computer-Aided Decision Support Systems in Medicine
Jonatan Lerga
University of Maribor, Faculty of Electrical Engineering and Computer Science, Maribor, Slovenia
07.05.2019.
Computer-Aided Biomedical Signal Analysis
Jonatan Lerga
Vasile Goldis Western University of Arad, Faculty of Medicine, Arad, Romania
20.03.2019.
Data-Driven Adaptive Filtering with Applications
Jonatan Lerga
University of Szeged, Institute of Informatics, Szeged, Hungary
28.02.2019.
Computer-Aided Signal Analysis: Methods and Applications
Jonatan Lerga
Johannes Kepler University Linz, Institute of Signal Processing, Linz, Austria
19.04.2018.
Nonstationary Signal Processing - Methods And Applications
Jonatan Lerga
University of Szeged, Institute of Informatics, Szeged, Hungary
Conference Presentations
13.11.2024.
Federated Virtual Sensors for IoT: Applying Machine Learning Algorithms Through Federated Averaging and Distributed Intelligence
Elmazi, Klea; Elmazi, Donald; Lerga, Jonatan
prezentacija
19th International Conference on Broadband and Wireless Computing, Communication and Applications (BWCCA-2024) San Benedetto del Tronto, Italy
26.9.2024.
Employing Feature Engineering for River Stage Forecasting to Improve Hybrid Model Performance
Mihel, Anna Maria; Pečnik, Špela; Vrbančič, Grega; Lerga, Jonatan; Krvavica, Nino
prezentacija
SoftCOM 2024 Bol, Brač, Croatia
19.9.2024.
Optimizing Battery Usage in PV-BESS Systems
Dumenčić, Stella; Družeta, Siniša; Lerga, Jonatan; Višković, Alfredo; Franki, Vladimir
prezentacija
8th Annual PhD Conference on Engineering and Technology "My First Conference 2024" Rijeka, Croatia
19.9.2024.
Comprehensive Annotation of Underwater Data for Image Segmentation
Klen, Deni; Lerga, Jonatan
prezentacija
8th Annual PhD Conference on Engineering and Technology "My First Conference 2024" Rijeka, Croatia
19.9.2024.
AI-Based Prediction of Trajectories for Personal Watercrafts
Žužić, Lucija; Hržić, Franko; Lerga, Jonatan
prezentacija
8th Annual PhD Conference on Engineering and Technology "My First Conference 2024" Rijeka, Croatia
16.6.2024.
Traffic Analysis Using the YOLOv8 Model for Object Detection
Tus, Ivana; Klen, Deni; Lerga, Jonatan
prezentacija
SIF Forum 2024 Baška, Croatia
16.6.2024.
Image Compression Using Base64, BWT, RLE and LZW Coding
Livojević, Alen; Žužić, Lucija; Lerga, Jonatan
prezentacija
SIF Forum 2024 Baška, Croatia
20.5.2024.
Detecting Water Surface Borders on Satellite Images
Dumenčić, Stella; Lučin, Ivana; Alvir, Marta; Lerga, Jonatan, Kranjčević, Lado
prezentacija
MIPRO 2024 - 47th ICT and Electronics Convention Opatija, Croatia
23.11.2023.
Primjena umjetne inteligencije u procjeni hidroloških parametara priobalnih rijeka
Mihel, Anna Maria; Krvavica, Nino; Lerga, Jonatan; Oskoruš, Dijana
prezentacija
8. hrvatska konferencija o vodama „Hrvatske vode u proizvodnji hrane i energije“ Poreč, Croatia
16.11.2023.
TXT and TIF File Compression Using LZW, Huffman, and Arithmetic Coding
Klen, Deni; Lerga, Jonatan; Petrijevčanin, Irena
prezentacija
10th International Conference on Marine Technology Rijeka, Croatia
23.9.2023.
Data Collection and Hiding Capabilities of Android Stalkerware
Graf, Kraf; Lerga, Jonatan; Dobraš, Branka
prezentacija
IEEE 21st Jubilee International Symposium on Intelligent Systems and Informatics (SISY) Pula, Croatia
12.9.2023.
Cloudization of Smart Metering and Advanced Metering Infrastructure
David Bačnar, Irena Petrijevčanin, Jonatan Lerga
prezentacija
ELMAR 2023 Zadar, Croatia
12.9.2023.
Discharge Forecasting in Coastal Rivers Using CNN-LSTM Hybrid Approach
Anna Maria Mihel, Kristian Lenac, Nino Krvavica, Jonatan Lerga
prezentacija
ELMAR 2023 Zadar, Croatiael
22.6.2023.
Long Short-Term Memory for Discharge Estimation in Coastal Neretva River
Anna Maria Mihel, Nino Krvavica, Jonatan Lerga
prezentacija
SpliTech2023 - 8th International International Conference on Smart and Sustainable Technologies Split - Bol, Croatia
22.6.2023.
Evaluating YOLOV5, YOLOV6, YOLOV7, and YOLOV8 in Underwater Environment: Is There Real Improvement?
Boris Gašparović, Goran Mauša, Josip Rukavina, Jonatan Lerga
prezentacija
SpliTech2023 - 8th International International Conference on Smart and Sustainable Technologies Split - Bol, Croatia
25.5.2023.
Neuroevolution for the Sustainable Evolution of Neural Networks
Erik Otović, Jonatan Lerga, Daniela Kalafatović, Goran Mauša
prezentacija
MIPRO 2023 - 46th ICT and Electronics Convention Opatija, Croatia
17.11.2022.
Local Shannon, Rényi, and Tsallis Entropy for Useful Content Extraction from Choi-Williams and Zhao-Atlas-Marks Time-Frequency Distributions
Ana Vranković Lacković, Jonatan Lerga, Marijana Tomić
prezentacija
2022 International Conference on Electrical, Computer, Communications and Mechatronics Engineering (ICECCME) Maldives, Maldives
6.7.2022.
On Security And Privacy In Smart Metering Systems
David Bačnar, Lolita Leytner, Rene Prenc, Vejlko Jardas, Jonatan Lerga
prezentacija
2022 7th International Conference on Smart and Sustainable Technologies (SpliTech) Split - Bol, Croatia
26.5.2022.
An Insight into Communication Technologies Utilized in Smart Metering Systems
David Bačnar, Lolita Leytner, Nino Stojković, Jonatan Lerga
prezentacija
MIPRO 2022 - 45th Jubilee International Convention Opatija, Croatia
27.9.2021.
ML-Based Approach for NFL Defensive Pass Interference Prediction Using GPS Tracking Data
Arian Skoki, Jonatan Lerga, Ivan Štajduhar
prezentacija
2021 44th International Convention on Information, Communication and Electronic Technology (MIPRO) Opatija, Croatia
23.9.2021.
On Evolutionary Metaheuristic Optimization Approaches in Data-Driven Signal Processing Techniques
Lopac, Nikola; Lerga, Jonatan, Jurdana, Irena
prezentacija
5th My First Conference Rijeka, Croatia
13.9.2021.
Entropy-Based Extraction of Useful Content from Spectrograms of Noisy Speech Signals
Ana Vranković Lacković, Ivo Ipšić, Jonatan Lerga
prezentacija
ELMAR 2021 Zadar, Croatia
9.9.2021.
Optimal Parameters for ICI-Based Adaptive Filtering Applied to the GWs in High Noise
Nikola Lopac, Jonatan Lerga, Nicoletta Saulig, Stanković Ljubiša
prezentacija
2021 6th International Conference on Smart and Sustainable Technologies (SpliTech) Split - Bol, Croatia
19.4.2021.
Machine Learning Classification of Cohen's Class Time-Frequency Representations of Non-Stationary Signals: Effects on Earthquake Detection
Marko Njirjak,Erik Otović, Dario Jozinović, Jonatan Lerga, Goran Mauša, Alberto Michelini, Ivan Štajduhar
prezentacija
EGU General Assembly 2021 Online
17.5.2020.
Improved Resolution of Time-Frequency Distributions in Decision Support Systems for Green and Safe Ship Routing
Denis Selimović, Jasna Prpić Oršić, Jonatan Lerga
prezentacija
14th Baška GNSS Conference: Technologies, Techniques and Applications Across PNT and The 1st Workshop on Smart Blue and Green Maritime Technologies Baška, Croatia
24.11.2019.
Time- Frequency Analysis of Ionospheric Whistler Signals
Daković, Miloš; Ponjavić, Milan; Stanković, Isidora; Lerga, Jonatan; Ioana, Cornel
prezentacija
27th Telecommunic?tions Forum - TELFOR 2019 Beograd, Serbia
25.09.2019.
Adaptive Thresholding in Extracting Useful Information from Noisy Time-Frequency Distributions
Saulig, Nicoletta; Lerga, Jonatan; Baracskai, Zlatko; Daković, Miloš
prezentacija
11th International Symposium on Image and Signal Processing and Analysis - ISPA 2019 Dubrovnik, Croatia
04.07.2019.
Introduction to Time-Frequency Analysis of Signals in Ship Guidance, Navigation and Control
Lerga, Jonatan; Prpić-Oršić, Jasna
poster
13th International Conference on Advanced Computational Engineering and Experimenting - ACEX2019 Athens, Greece
19.06.2019.
Denoising Accuracy of Adaptive ICI-Based Estimators With Regards to Sampling Rate
Lerga Jonatan; Saulig, Nicoletta; Žuškin, Martina; Panjkota, Ante
prezentacija
4th International Conference on Smart and Sustainable Technologies - SpliTech 2019 Split, Croatia
28.06.2018.
On the Selection of the Proper Number of Classes in TFD Segmentation for Extraction of Useful Information Content from Noisy Signal
Saulig, Nicoletta; Milanović, Željka; Lerga, Jonatan; Griparić, Karlo
prezentacija
3rd International Conference on Smart and Sustainable Technologies - Splitech 2018 Split, Croatia
22.05.2018.
Community Structure of a Complex Software-System in Evolution
Babić Grbac, Sanja; Galinac Grbac, Tihana; Lerga, Jonatan
prezentacija
41st International Convention on Information and Communication Technology, Electronics and Microelectronics - MIPRO 2018 Opatija, Croatia
13.07.2017.
Effects of TFD Thresholding On EEG Signal Analysis Based On The Local Rényi Entropy
Lerga, Jonatan; Saulig, Nicoletta; Lerga, Rebeka; Milanović, Željka
prezentacija
2nd International Multidisciplinary Conference on Computer and Energy Science - SpliTech 2017 Split, Croatia
14.07.2016.
Number of EEG Signal Components Estimated Using the Short-Term Renyi Entropy
Lerga, Jonatan; Saulig, Nicoletta; Mozetič, Vladimir; Lerga, Rebeka
prezentacija
1st International Multidisciplinary Conference on Computer and Energy Science - SpliTech 2016 Split, Croatia
06. 07. 2014. - 12. 07. 2014.
Direct MALDI-TOF Wine Fingerprinting Protocol For Assesment of White Wine Authenticity
Rešetar, Dina; Marchetti-Deschmann, Martina; Allmaier, Günter; Lerga, Jonatan; Peter Katalinić, Jasna; Kraljević Pavelić, Sandra
poster
8th Summer Course for Mass Spectrometry in Biotechnology and Medicine Dubrovnik, Croatia
21. 10. 2014. - 24. 10. 2014.
Direct MALDI-TOF Wine Fingerprinting Protocol For Assesment of White Wine Authenticity
Rešetar, Dina; Marchetti-Deschmann, Martina; Allmaier, Günter; Lerga, Jonatan; Peter Katalinić, Jasna; Kraljević Pavelić, Sandra
poster
8th International Congress of Food Technologists, biotechnologists and nutritionists Opatija, Croatia
28. 09. 2009. - 30. 09. 2009.
Image Denoising Based on the One-Dimensional LPA-RICI Method
Lerga, Jonatan; Sucic, Victor; Seršić, Damir
prezentacija
International Symposium ELMAR-2009 Zadar, Croatia
14. 09. 2010. - 16. 09. 2010.
The Wigner-Ville Distribution Masking Method For an Interference Free Signal Time-Frequency Representation
Saulig, Nicoletta; Sucic, Viktor; Lerga, Jonatan
prezentacija
International Conference on innovative Technologies IN-TECH 2010 Prague, Czech Republic
01. 09. 2011. - 03. 09. 2011.
Video Denoising Using the ICI Method
Grbac, Edi; Lerga, Jonatan; Sucic, Victor
prezentacija
Innovative Technologies IN-TECH 2011 Bratislava, Slovakia
10. 05. 2010. - 13. 05. 2010.
An Instantaneous Frequency Estimation Method Based on the Improved Sliding Pair-Wise ICI Rule
Lerga, Jonatan; Sucic, Victor
prezentacija
10th International Conference on Information Sciences Signal Processing and their Applications (ISSPA) Kuala Lumpur, Malaysia
13. 10. 2010. - 16. 10. 2010.
Gray Matter Changes In Patients With Schizophrenia: A Voxel-Based Morphometry Study
Ružić Baršić, Antonija; Antulov, Ronald; Lerga, Jonatan; Rubeša, Gordana; Miletić, Damir
prezentacija
V Congress of Croatian Society of Radiology Opatija, Croatia
12. 03. 2011. - 15. 03. 2011.
The Relationship Between Gray Matter Changes In Schizophrenia Patients And the Number of Psychotic Episodes
Rubeša, Gordana; Antulov, Ronald; Ružić Baršic, Antonija; Lerga, Jonatan; Miletić, Damir
poster
19th European Congress of Psychiatry Vienna, Austria
09. 05. 2011. - 11. 05. 201..
An Improved Method for Nonstationary Signals Components Extraction Based on the ICI Rule
Lerga, Jonatan; Sucic, Victor; Boashash, Boualem
prezentacija
7th International Workshop on Systems, Signal Processing and their Applications (WOSSPA) Tipaza, Algeria
26. 09. 2012. - 29. 09. 2012.
Modification of the ICI Rule Applied to Signal Denoising
Volarić, Ivan; Lerga, Jonatan; Sucic, Victor; Orović, Irena; Stanković, Srdjan
prezentacija
International Conference on Innovative Technologies IN-TECH 2012 Rijeka, Croatia
16. 09. 2009. - 18. 09. 2009.
Performance Analysis of the LPA-RICI Denoising Method
Lerga, Jonatan; Sucic, Victor; Seršić, Damir
prezetancija
6th International Symposium on Image and Signal Processing and Analysis Salzburg, Austria
Mentoring doctoral students
2024. - 2030.
-
Luka Škrlj Doctorate
Doktorski studij iz područja Tehničkih znanosti, polja Računarstva
Tehnički fakultet Sveučilišta u Rijeci
2024. -
-
Karlo Severinski Doctorate
Doktorski studij iz područja Tehničkih znanosti, polja Računarstva
Tehnički fakultet Sveučilišta u Rijeci
2024. -
-
Mohamed Eltahan Doctorate
Doktorski studij iz područja Tehničkih znanosti, polja Računarstva
Tehnički fakultet Sveučilišta u Rijeci
2024. -
-
Seyed Matin Malakouti Doctorate
Doktorski studij iz područja Tehničkih znanosti, polja Računarstva
Tehnički fakultet Sveučilišta u Rijeci
2023. - 2028.
-
Deni Klen Doctorate
Doktorski studij iz područja Tehničkih znanosti, polja Računarstva
Tehnički fakultet Sveučilišta u Rijeci
2023. - 2028.
-
Lucija Žužić Doctorate
Doktorski studij iz područja Tehničkih znanosti, polja Računarstva
Tehnički fakultet Sveučilišta u Rijeci
2022. -
-
Klea Elmazi Doctorate
Doktorski studij iz područja Tehničkih znanosti, polja Računarstva
Tehnički fakultet Sveučilišta u Rijeci
2021. - 2027.
-
Boris Gašparović Doctorate
Doktorski studij iz područja Tehničkih znanosti, polja Računarstva
Tehnički fakultet Sveučilišta u Rijeci
2021. - 2022.
Detection of Gravitational-Wave Signals from Time- Frequency Distributions Using Deep Learning
Nikola Lopac Doctorate
Poslijediplomski doktorski studij iz područja Tehničkih znanosti, polja Računarstva
Tehnički fakultet Sveučilišta u Rijeci
Date of degree: 11.03.2022.
11.2020.
-
David Bačnar Doctorate
Tehnički fakultet Svečilišta u Rijeci
2020. - 2026.
-
Arian Skoki Doctorate
Doktorski studij iz područja Tehničkih znanosti, polja Računarstva
Tehnički fakultet Sveučilišta u Rijeci
29.03.2019. -
-
Denis Selimović Doctorate
računarstvo
Tehnički fakultet Sveučilišta u Rijeci
22.02.2019. -
Digital Signal Classification Utilizing Adaptive Information Entropy Measures and Machine Learning
Ana Vranković¸Lacković Doctorate
računarstvo
Tehnički fakultet Sveučilišta u Rijeci
Date of degree: 16.5.2024.
25.11.2016. -
Veljko Jardas Doctorate
elektrotehnike
Organisation of Conferences and Symposia
26.2.2025. - 28.2.2025.
20th International Conference on Computer Vision Theory and Applications (VISAPP 2025)
Porto, Portugal Član programskog odbora
8.11.2024. - 11.11.2024.
FedCSIS 2024 (19th Conference on Computer Science and Intelligence Systems)
Belgrade, Serbia Član programskog odbora
19.10.2024. - 24.10.2024.
27th European Conference on Artificial Intelligence (ECAI-2024)
Santiago de Compostela, Španjolska Član programskog odbora
5.8.2024. - 7.8.2024.
Mobile4Medicine (3rd Workshop on Mobile Systems and Pervasive Computing for Personalized Medicine)
Marshall University, Huntington, WV, SAD Član programskog odbora
16.6.2024. - 18.6.2024.
SIF Forum 2024
Baška, Croatia Član međunarodnog programskog i organizacijskog odbora
27.2.2024. - 29.2.2024.
19th International Conference on Computer Vision Theory and Applications
Rome, Italy Član programskog odbora
24.7.2023. - 26.7.2023.
2nd Workshop on Mobile Systems and Pervasive Computing for Personalized Medicine - Mobile4Medicine
Halifax, Canada Član programskog odbora
19.2.2023. - 21.2.2023.
18th International Conference on Computer Vision Theory and Applications
Lisabon, Portugal, Član programskog odbora
30.11.2022. - 2.12.2022.
EAI MobiHealth 2022 - 11th EAI International Conference on Wireless Mobile Communication and Healthcare
Vila Real, Portugal Član programskog odbora
4.9.2022. - 7.9.2022.
17th Conference on Computer Science and Intelligence Systems FedCSIS 2022 - Track 1: 17th International Symposium on Advanced Artificial Intelligence in Applications (AAIA'22)
Sofia, Bulgaria Član programskog odbora
25.11.2021. - 27.11.2021.
2021 International Scientific Conference on Communications, Information, Electronic and Energy Systems - CIEES2021
Ruse, Bulgaria Član međunarodnog znanstvenog odobra
15.09.2021. - 17.09.2021.
EAI GOODTECHS 2021 - 7th EAI International Conference on Smart Objects and Technologies for Social Good
Aveiro, Portugal Član tehničkog programskog odbora
13.9.2021. - 15.9.2021.
12th International Symposium on Image and Signal Processing and Analysis – ISPA 2021
Zagreb, Croatia Član tehničkog programskog odbora
8.7.2021. - 17.7.2021.
Summer School on Image Processing 2021 – SSIP 2021
Rijeka, Croatia Član organizacijskog odobra
08.07.2021. - 17.07.2021.
Summer School on Image Processing (SSIP2021)
Rijeka, Hrvatska Član organizacijskog i znanstvenog odobra
21.06.2021. - 23.06.2021.
Workshop on Security & Protection of Information (SPI21)
Brest, Francuska Član međunarodnog tehničkog odbora
26.11.2020. - 29.11.2020.
International Scientific Conference of Communications, Information, Electronic and Energy Systems
Borovets, Bugarska Član međunarodnog znanstvenog odbora
22.10.2020.
5. Covid-19 Messages III – STEM for Human Species Survival
Rijaka, Croatia Član znanstvenog odbora
09.03.2020. - 13.03.2020.
2nd Training School (COST CA17137)
Valetta, Malta Član znanstvenog organizacijskog odbora
07.11.2019. - 07.11.2019.
DaNTe 2019 (A Day of New Technologies)
Rijeka, Croatia Coordinator
23.09.2019. - 25.09.2019.
11th International Symposium on Image and Signal Processing and Analysis
Dubrovnik, Croatia Member of Program Committee
09.09.2019. - 12.09.2019.
2nd Conference on Machine Learning for Gravitational Waves, Geophysics and Control Systems
Rijeka, Croatia Member of Scientific Organizing Committee and Local Organizing Committee
Journal Editor
2020. - 2021.
Mathematics
10.02.2019. -
EURASIP Journal on Advances in Signal Processing
https://asp-eurasipjournals.springeropen.com/time-frequency-signal-analysis
2014. - 17.02.2020.
World Journal of Computer Application and Technology
2014. - 2016.
International Journal of Innovative Research in Computer and Communication Engineering
2014. - 2016.
Open Science Journal of Electrical and Electronic Engineering
http://www.openscienceonline.com/journal/editorialboard?journalId=742
2014. - 2016.
American Journal of Energy Science (American Journal of Renewable and Sustainable Energy)
http://www.openscienceonline.com/journal/editorialboard?journalId=745
2014. - 2016.
American Journal of Computer Science and Engineering
http://www.openscienceonline.com/journal/editorialboard?journalId=742
2014. - 2016.
International Journal of Computer Science and Control Engineering
http://www.openscienceonline.com/journal/editorialboard?journalId=743
2014. -
SOP Transactions on Power Transmission and Smart Grid
2014. -
International Journal of Advanced Research in Electrical, Electronics and Instrumentation Engineering
2014. -
International Journal of Automation and Control Engineering
Peer Reviews
24.11.2020.
Information
18.05.2020.
Measurement
12.02.2020.
Signals
5.2.2020.
BMC Medical Research Methodology
9.12.2019.
Journal of Computational Methods in Sciences and Engineering
14.8.2019. -
Symmetry
9.7.2019. -
EURASIP Journal on Advances in Signal Processing
3.7.2019.
11th International Symposium on Image and Signal Processing and Analysis (ISPA 2019)
28.6.2019. -
Complexity
27.6.2019. -
Electronics
11.6.2019.-
Applied Sciences
20.3.2019.
42nd International ICT Convention MIPRO 2019
4.7.2018. -
Transactions on Neural Systems & Rehabilitation Engineering
3.6.2018. -
41st International Convention on Information and Communication Technology, Electronics and Microelectronics (MIPRO 2018)
3.6.2018.
41st International ICT Convention MIPRO 2018
28.5.2018. -
Sensors
17.4.2018. -
IEEE Letters on Signal Processing
4.4.2018. -
Materials
2.3.2018. -
Remote Sensing
26.2.2018. -
Scientific Reports
21.11.2017. -
Entropy
24.5.2017. -
IEEE Access
24.2.2017. -
40th International Convention on Information and Communication Technology, Electronics and Microelectronics (MIPRO 2017)
24.2.2017.
40th International ICT Convention MIPRO 2017
10.2.2017.
Intelligent Control and Automation
14.12.2016. -
Journal of Natural Science, Biology and Medicine
24.11.2016. -
Signal, Image and Video Processing
24.10.2016. -
Imaging Science Journal
19.7.2016. -
The 24th International Conference on Software, Telecommunications and Computer Networks (SoftCOM 2016)
29.6.2016. -
Signal Processing
21.4.2016. -
Journal of Vibration and Acoustics - Transactions of the ASME
13.11.2015. -
2016 International Conference on Computational Techniques in Information and Communication Technologies (ICCTICT 2016)
20.10.2015 -
The Imaging Science Journal
8.7.2015. -
IEEE Transactions on Instrumentation and Measurement
10.6.2015. -
American Journal of Computer Science and Engineering
13.4.2015. -
38th International ICT Convention MIPRO 2015
23.3.2015. -
American Journal of Energy Science
16.10.2014. -
International Journal of Computer Science and Control Engineering
26.9.2014. -
SOP Transactions on Power Transmission and Smart Grid
19.9.2014. -
American Journal of Circuits, Systems and Signal Processing
4.7.2014. -
World Journal of Computer Application and Technology
3.7.2014. -
American Journal Renewable and Sustainable Energy
16.6.2014. -
IEEE Transactions on Signal Processing
12.3.2014. -
37th International ICT Convention MIPRO 2014
14.2.2014. -
International Journal of Automation and Control Engineering
13.2.2014. -
Intelligent Control and Automation
26.1.2014. -
Journal of Automation and Control Engineering
20.9.2013. -
Engineering Review
13.9.2013. -
IET Signal Processing
9.7.2013. -
Automatika
19.6.2013. -
Informatica
26.2.2013. -
8th International Workshop on Systems, Signal Processing and their Applications (WoSSPA 2013)
20.2.2013. -
IET Image Processing
11.2.2013. -
Zbornik Veleučilišta u Rijeci
29.5.2012. -
Digital Signal Processing
28.3.2012. -
20th European Signal Processing Conference (EUSIPCO 2012)
28.2.2012. -
11th International Conference on Information Sciences, Signal Processing and their Applications
Projects
Research Projects
2024. - 2027.
Data Processing on Graphs
Suradnik
Ministarstvo prosvjete, nauke i inovacija Crne Gore
2024. - 2026.
Advanced Data Analysis Using Digital Signal Processing and Machine Learning Techniques
Voditelj
Sveučilište u Rijeci
2024. - 2026.
Compound Flooding in Coastal Rivers in Present and Future Climate
Suradnik
Sveučilište u Rijeci
2023. - 2029.
North Adriatic Hydrogen Valley
Suradnik
EU Horizon
2023. - 2026.
European Digital Innovation Hub „EDIH Adria“
Suradnik
EU
2023. - 2026.
INNO2MARE: Strengthening the Capacity for Excellence of Slovenian and Croatian Innovation Ecosystems to Support the Digital and Green Transitions of Maritime Regions
Suradnik
EU Horizon
2023.
Development of Computational Algorithms Based on Digital Signal Processing and Artificial Intelligence Methods with Application in Modern Transport Systems
Suradnik
Sveučilište u Rijeci
2021. - 2025.
Young Researchers' Career Development Project - Training New Doctoral Students
Voditelj
Hrvatska zaklada za znaost
2021. - 2023.
STEM(AJMO!)
Suradnik
European Social Fund, The Operational Programme Efficient Human Resources, call „Strengthening the Capacities of CSOs for popularisation of STEM”
2021. - 2022.
Estimating river discharges in highly stratified estuaries
Suradnik
Sveučilište u Rijeci
2020. - 2023.
ABsistemDCiCloud
Voditelj
IRI2 - Increasing the development of new products and services arising from research and development activities – phase II
2020. - 2022.
National Competence Centres in the Framework of EuroHPC (EUROCC)
Suradnik
EU Horizon 2020
2020. - 31.12.2021.
Hyperspectral Image Analysis Using Machine Learning and Adaptive Data-Driven Filtering
Voditelj
Bilateralni hrvatsko-slovenski znanstveni projekt 15.000 kn
2019. - 2023.
Young Researchers’ Career Development Project – Training New Doctoral Students
Voditelj
Hrvatska zaklada za znanost
2019. - 2022.
Computer-aided digital analysis and classification of signals
Voditelj
Sveučilište u Rijeci
2019. - 2022.
Development of machine-learning-based techniques for illness and injury detection in medical images
Suradnik
Sveučilište u Rijeci
01.11.2018. - 01.11.2022.
DEcision Support System for green and safE ship RouTing
Suradnik
Hrvatska zaklada za znanost (br. IP-2018-01-3739)
01.11.2018. -
CEEPUS network "International Cooperation in Computer Science
Lokalni koordinator
CEEPUS
18.10.2018. - 17.10.2022.
A Network for Gravitational Waves, Geophysics and Machine Learning
Suradnik
EU - CA COST Action CA17137
2018. - 2019.
Thorax motion supervision in radiotherapy using machine learning techniques
Suradnik
Sveučilište u Rijeci
2017. - 31.12.2017.
Implementation of Time-Frequency and Other Advanced Algorithms for Biomedical Signal Analysis
Voditelj
Sveučilište u Rijeci 21.000 kn
2017. - 31.12.2017.
RadiologyNet: Machine learning for knowledge transfer
Istraživač
Sveučilište u Rijeci 18.000 kn
2013. - 2016.
Development of cloud manufacturing intelligent systems for supervision, control and automation of manufacturing proce
Istraživač
Sveučilište u Rijeci 240.000 kn
2011. - 2013.
Time-frequency signal analysis and applications
Istraživač
Bilateralni hrvatsko-crnogorski znanstveni projekt 37.000 kn
2006. - 2013.
Optimization and design of time-frequency distributions
Znanstveni novak
Ministarstvo znanosti, obrazovanja i športa Republike Hrvatske 310.000 kn
http://zprojekti.mzos.hr/public/c-prikaz_det.asp?psid=0&ID=721