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biomedical engineering, artificial intelligence in data mining and machine learning, telemedicine
Poland

Biography

Rafał Doniec, graduated in 1999 with a first degree in Electrical, Electronics, and Communications Engineering from Gliwice University of Technology. His second degree in telecommunications networks came in 2002 from the Cybernetic Department of the Military University of Technology in Warsaw. Mr Doniec earned his PhD diploma in 2010 from his alma mater. While working on a doctorate, he attended the Warsaw School of Economics Postgraduate Business Management Study in 2005-2006.

From the late 1990s to 2014, he cooperated with Polish Telecom to develop telecommunications network platforms as well as to manage virtual private networks for the company, earning experience in Internet and Web infrastructures and applications. Since 2013, Doniec worked as an assistant professor in the Department of Computer Science and Communication at the University of Economics in Katowice. Next, between 2017-2019 he visited Universität Siegen in Medical Data Understanding in Research Group for Pattern Recognition and in 2024 he was employed at Universität zu Lübeck in the Institute of Medical Informatics at "KI-Med-Ökosystem" project as a Science Assistant. Since 2018 he has been employed as an Assistant Professor at the Silesian University of Technology, Faculty of Biomedical Engineering in Zabrze Parallel to classroom duties, he supports innovation in the context of corporate projects in the Polish stock company, a manufacturer of cash registers - Elzab S.A. in Zabrze. His research interests are education standards, industry business management, e-learning, e-health, telecommunication, and telemedicine.

Activities

Employment (5)

Orange (Poland): Warsaw, PL

Employment
Source: Self-asserted source
Rafal Jan Doniec

Politechnika Śląska: Gliwice, Śląskie, PL

2017-10-04 to present | adiunkt (Department of Medical Informatics and Artificial Intelligence)
Employment
Source: Self-asserted source
Rafal Jan Doniec

University of Lübeck: Lübeck, DE

2024-02-01 to 2024-07-31 | Wissenschaftlicher Mitarbeiter (Institut für Medizinische Informatik)
Employment
Source: Self-asserted source
Rafal Jan Doniec

Uniwersytet Ekonomiczny w Katowicach: Katowice, PL

2013-09-15 to 2018-02-28 | adiunkt (Wydział Informatyki i Komunikacji )
Employment
Source: Self-asserted source
Rafal Jan Doniec

ELZAB S.A.: Zabrze, PL

2013 to 2015 | Project Manager (Innovative & Research)
Employment
Source: Self-asserted source
Rafal Jan Doniec

Education and qualifications (4)

Silesian University of Technology: Gliwice, PL

Ph.D Eng. (Automatic Control, Electronics and Computer Science)
Education
Source: Self-asserted source
Rafal Jan Doniec

Universität Siegen: Siegen, Nordrhein-Westfalen, DE

2017 to 2019 | Postdoctoral Researcher Dr.-Ing. Affiliate research (Elektrotechnik und Informatik)
Education
Source: Self-asserted source
Rafal Jan Doniec

Warsaw School of Economics: Warsaw, PL

2006 | Postgraduate Masters of Business Administration
Education
Source: Self-asserted source
Rafal Jan Doniec

Military University of Technology in Warsaw: Warsaw, PL

2000 to 2001 | Management Systems at Telecommunication Networks (Cybernetic Deptment)
Education
Source: Self-asserted source
Rafal Jan Doniec

Professional activities (8)

IEEE: New York, NY, US

Membership
Source: Self-asserted source
Rafal Jan Doniec

IEEE Engineering in Medicine and Biology Society: Piscataway, NJ, US

2018-11-19 to present
Membership
Source: Self-asserted source
Rafal Jan Doniec

Polish Telemedicine Society: Warsaw, PL

2012-09-01 to present | member (HIFA)
Service
Source: Self-asserted source
Rafal Jan Doniec

International Society for Telemedicine & eHealth: Basel, CH

2012-09-01 to present | member ( Polish Telemedicine Society)
Service
Source: Self-asserted source
Rafal Jan Doniec

Polish Society for Biomedical Engineering: Warsaw, PL

2008-06-01 to present | member (IFMBE)
Service
Source: Self-asserted source
Rafal Jan Doniec

International Federation for Medical and Biological Engineering: Stevenage, Hertfordshire, GB

2008-06-01 to present | member
Service
Source: Self-asserted source
Rafal Jan Doniec

Polish Telemedicine and eHealth Society: Warsaw, PL

2020-12-29 | Member of the board
Distinction
Source: Self-asserted source
Rafal Jan Doniec

Silesian University of Technology: Gliwice, Zabrze, PL

2018-10-15 | Phd (Department of Biosensors and Processing of Biomedical Signals)
Distinction
Source: Self-asserted source
Rafal Jan Doniec

Funding (7)

V.I.B.E: Virtual Biomedical and STEM/STEAM Education - ERAZMUS +

2021-11 to 2024-11 | Grant
erasmus-plus (erasmus-plus, HU)
GRANT_NUMBER:

2021-1-HU01-KA220-HED-000032251

Source: Self-asserted source
Rafal Jan Doniec

SENSE

Source: Self-asserted source
Rafal Jan Doniec

KI-MED-Ökosystem

2019-07 to 2024-07 | Award
Schleswig-Holstein (Lübeck, DE)
Source: Self-asserted source
Rafal Jan Doniec

LEICAR: Lernbasierte multimodale Interpretation von Sensordaten zur Ereigniserkennung in Carsharing-Flotten.

2016-04 to 2019-04 | Grant
Bundesministerium für Bildung und Forschung (Siegen, Germany, DE)
Source: Self-asserted source
Rafal Jan Doniec

Cognitive Village

2015 to 2018 | Grant
Bundesministerium für Bildung und Forschung (BMBF) (Siegen, Nordrhein-Westfalen, DE)
Source: Self-asserted source
Rafal Jan Doniec

ZKZEiT - Increased professional competence of students in the field EiT Silesian University of Technology

2014-10 to 2015-09 | Grant
Narodowe Centrum Badań i Rozwoju (Warszawa, Polska, PL)
Source: Self-asserted source
Rafal Jan Doniec

Project Managment

2013 to 2015 | Grant
European Regional Development Fund (Zabrze, Silesia, PL)
GRANT_NUMBER: 1.4/1/2013/POIG
Source: Self-asserted source
Rafal Jan Doniec

Works (50 of 52)

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Page 1 of 2

The Influence of Sleep Quality and Duration on the Feeling of Mental Acuity During the COVID-19 Lockdown – A Pilot Study

2024 | Book chapter
Contributors: Adam Kruczkowski; Dominic Lovell; Sebastian Szymczyk; Marcin Wojtowicz; Natalia Piaseczna; Rafał Doniec; Ewaryst Tkacz; Katarzyna Mocny-Pachońska
Source: check_circle
Crossref

The detection of alcohol intoxication using electrooculography signals from smart glasses and machine learning techniques

Systems and Soft Computing
2024-12 | Journal article
Contributors: Rafał J. Doniec; Natalia Piaseczna; Konrad Duraj; Szymon Sieciński; Muhammad Tausif Irshad; Ilona Karpiel; Mirella Urzeniczok; Xinyu Huang; Artur Piet; Muhammad Adeel Nisar et al.
Source: check_circle
Crossref

An Educational App for the Selection of Blood Glucose Meters: A Cross-Sectional Study

Current Directions in Biomedical Engineering
2024-12-01 | Journal article
Part of ISSN: 2364-5504
Contributors: Rafał Doniec; Tymoteusz Krzepina; Szymon Siecinski; Muhammad Tausif Irshad; Marcin Grzegorzek
Source: Self-asserted source
Rafal Jan Doniec

Linear classification of healthy people and patients with valvular heart diseases based on heart rate variability indices derived from electrocardiograms

Current Directions in Biomedical Engineering
2024-12-01 | Journal article
Part of ISSN: 2364-5504
Contributors: Szymon Siecinski; Rafal Jan Doniec; Marcin Grzegorzek
Source: Self-asserted source
Rafal Jan Doniec

Pattern Recognition in the Processing of Electromyographic Signals for Selected Expressions of Polish Sign Language

Sensors
2024-10-18 | Journal article
Contributors: Anna Filipowska; Wojciech Filipowski; Julia Mieszczanin; Katarzyna Bryzik; Maciej Henkel; Emilia Skwarek; Paweł Raif; Szymon Sieciński; Rafał Doniec; Barbara Mika et al.
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Crossref
grade
Preferred source (of 2)‎

Machine Learning-Based Gesture Recognition Glove: Design and Implementation

Sensors
2024-09-23 | Journal article
Contributors: Anna Filipowska; Wojciech Filipowski; Paweł Raif; Marcin Pieniążek; Julia Bodak; Piotr Ferst; Kamil Pilarski; Szymon Sieciński; Rafał Jan Doniec; Julia Mieszczanin et al.
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Crossref
grade
Preferred source (of 2)‎

Driving Reality vs. Simulator: Data Distinctions

Electronics
2024-07-10 | Journal article
Contributors: Natalia Piaseczna; Rafał Doniec; Szymon Sieciński; Klaudia Barańska; Marek Jędrychowski; Marcin Grzegorzek
Source: check_circle
Crossref
grade
Preferred source (of 2)‎

Cardiovascular Disease Preliminary Diagnosis Application Using SQL Queries: Filling Diagnostic Gaps in Resource-Constrained Environments

Applied Sciences
2024-02-05 | Journal article
Contributors: Rafał Doniec; Eva Odima Berepiki; Natalia Piaseczna; Szymon Sieciński; Artur Piet; Muhammad Tausif Irshad; Ewaryst Tkacz; Marcin Grzegorzek; Wojciech Glinkowski
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Crossref
grade
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Evaluation of Intoxication Level with EOG Analysis and Machine Learning: A Study on Driving Simulator

Annual International Conference of the IEEE Engineering in Medicine and Biology
2023 | Conference paper
Contributors: Piaseczna, Natalia; Duraj, Konrad; Doniec, Rafal; Tkacz, Ewaryst
Source: check_circle
Web of Science Researcher Profile Sync

A Systematic Evaluation of Feature Encoding Techniques for Gait Analysis Using Multimodal Sensory Data

Sensors
2023-12-22 | Journal article
Contributors: Rimsha Fatima; Muhammad Hassan Khan; Muhammad Adeel Nisar; Rafał Doniec; Muhammad Shahid Farid; Marcin Grzegorzek
Source: check_circle
Crossref
grade
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Cardiovascular Disease Preliminary Diagnosis Application Using SQL Queries: Filling Diagnostic Gaps in Resource-Constrained Environments

2023-10-26 | Preprint
Contributors: Rafał Doniec; Eva Odima Berepiki; Natalia Piaseczna; Szymon Sieciński; Artur Piet; Muhammad Tausif Irshad; Ewaryst Tkacz; Tomasz Cedro; Abid Ali Fareedi; Stéphane Gagnon et al.
Source: check_circle
Crossref
grade
Preferred source (of 3)‎

Sensor-Based Classification of Primary and Secondary Car Driver Activities Using Convolutional Neural Networks

Sensors
2023-06-13 | Journal article
Contributors: Rafał Doniec; Justyna Konior; Szymon Sieciński; Artur Piet; Muhammad Tausif Irshad; Natalia Piaseczna; Md Abid Hasan; Frédéric Li; Muhammad Adeel Nisar; Marcin Grzegorzek
Source: check_circle
Crossref
grade
Preferred source (of 2)‎

Automatic Assessment of Benton Visual Retention Test Results: A Pilot Study

Intelligent and Fuzzy Techniques for Emerging Conditions and Digital Transformation
2022 | Journal article
Contributors: Gabor, Dominika; Doniec, Rafal; Siecinski, Szymon; Piaseczna, Natalia; Duraj, Konrad; Tkacz, Ewaryst
Source: check_circle
Web of Science Researcher Profile Sync

The Application for Reading Comprehension and Reading Speed Test

Intelligent and Fuzzy Techniques for Emerging Conditions and Digital Transformation
2022 | Journal article
Contributors: Łukasz Grabny; Rafał Doniec; Szymon Sieciński; Natalia Piaseczna; Konrad Duraj
Source: check_circle
Web of Science Researcher Profile Sync

Experiences of the Telemedicine and eHealth Conferences in Poland—A Cross-National Overview of Progress in Telemedicine

Applied Sciences
2022-12-31 | Journal article | Author
Part of ISSN: 2076-3417
Contributors: Rafal Jan Doniec; Natalia Piaseczna; Karen A. Szymczyk; Barbara Jacennik; Szymon Sieciński; Katarzyna Mocny-Pachonska; Konrad Duraj; Tomasz CEDRO; Ewaryst Tkacz; Wojciech Glinkowski
Source: Self-asserted source
Rafal Jan Doniec
grade
Preferred source (of 3)‎

Classification of Roads and Types of Public Roads Using EOG Smart Glasses and an Algorithm Based on Machine Learning While Driving a Car

Electronics
2022-09-18 | Journal article
Part of ISSN: 2079-9292
Contributors: Rafal Jan Doniec
Source: Self-asserted source
Rafal Jan Doniec
grade
Preferred source (of 3)‎

A Machine Learning Framework for Automated Accident Detection Based on Multimodal Sensors in Cars

Sensors
2022-05-10 | Journal article
Contributors: Hawzhin Hozhabr Pour; Frédéric Li; Lukas Wegmeth; Christian Trense; Rafał Doniec; Marcin Grzegorzek; Roland Wismüller
Source: check_circle
Crossref
grade
Preferred source (of 2)‎

Smartphone-Based Color Measurement of Tooth Shade Guide in Clinical Lighting Conditions

Federated Conference on Computer Science and Information Systems
2021 | Conference paper
Contributors: Radziun, Agnieszka; Doniec, Rafal; Siecinski, Szymon; Piaseczna, Natalia; Duraj, Konrad; Tkacz, Ewaryst; Mocny-Pachonska, Katarzyna; Tanasiewicz, Marta; Cieslik-Wegemund, Marta
Source: check_circle
Web of Science Researcher Profile Sync

The Relationship between Stress Levels Measured by a Questionnaire and the Data Obtained by Smart Glasses and Finger Pulse Oximeters among Polish Dental Students

Applied Sciences
2021 | Journal article
Part of ISSN: 2076-3417
Source: Self-asserted source
Rafal Jan Doniec
grade
Preferred source (of 3)‎

Extreme Situation Experienced by Dental Students of the Medical University of Silesia Due to the SARS-CoV-2 Epidemic during the First Lockdown

Healthcare
2021-11-05 | Journal article
Contributors: Rafał Doniec; Sylwia Wójcik; Raul Valverde; Natalia Piaseczna; Szymon Sieciński; Konrad Duraj; Ewaryst Tkacz
Source: check_circle
Crossref
grade
Preferred source (of 2)‎

The Assessment of the Condition of Knee Joint Surfaces with Acoustic Emission Analysis

Sensors
2021-09-29 | Journal article
Contributors: Bartłomiej Sawaryn; Natalia Piaseczna; Szymon Sieciński; Rafał Doniec; Konrad Duraj; Dariusz Komorowski; Ewaryst J. Tkacz
Source: check_circle
Crossref

Evaluation of the Most Stressful Dental Treatment Procedures of Conservative Dentistry among Polish Dental Students

International Journal of Environmental Research and Public Health
2021-04-22 | Journal article
Contributors: Katarzyna Mocny-Pachońska; Rafał J. Doniec; Sylwia Wójcik; Szymon Sieciński; Natalia J. Piaseczna; Konrad M. Duraj; Ewaryst J. Tkacz
Source: check_circle
Crossref
grade
Preferred source (of 4)‎

Recognition of Drivers’ Activity Based on 1D Convolutional Neural Network

Electronics
2020-11-25 | Journal article
Contributors: Rafał J. Doniec; Szymon Sieciński; Konrad M. Duraj; Natalia J. Piaseczna; Katarzyna Mocny-Pachońska; Ewaryst J. Tkacz
Source: check_circle
Crossref
grade
Preferred source (of 4)‎

The Influence of Gender and Year of Study on Stress Levels and Coping Strategies among Polish Dental

Medicina
2020-10-12 | Journal article
Contributors: Katarzyna Mocny-Pachońska; Agata Trzcionka; Rafał J. Doniec; Szymon Sieciński; Marta Tanasiewicz
Source: check_circle
Crossref
grade
Preferred source (of 4)‎

Evaluating the stress-response of dental students to the dental school environment

PeerJ
2020-05-06 | Journal article
Source: Self-asserted source
Rafal Jan Doniec
grade
Preferred source (of 3)‎

DRIVERS' ACTIVITY TRACKING WITH JINS MEME SMART GLASSES

2019 41st Annual International Conference of the IEEE Engineering in Medicine & Biology Society (EMBC)
2019 | Conference paper
Source: Self-asserted source
Rafal Jan Doniec

The Stress Level Assessment Based on Socio-demographic and Gender Factors Among Polish and Taiwanese Female and Male Junior Dental Students

Communications in Computer and Information Science
2019-09-03 | Book chapter
Source: Self-asserted source
Rafal Jan Doniec
grade
Preferred source (of 3)‎

Comparison of cognitive drivers' patterns with driving school students.

Telemedycyna i eZdrowie 2018
2018 | Conference paper
Source: Self-asserted source
Rafal Jan Doniec

Manufacturing projects and risk.

Projekty lokalne i regionalne - interesariusze projektu.ISBN: 978-83-7875-365-0
2017 | Book chapter
Source: Self-asserted source
Rafal Jan Doniec

Projekty wytwórcze a ryzyko

Projekty lokalne i regionalne - interesariusze projektu / red. nauk. Henryk Brandenburg, Gabriel Tobor
2017 | Book chapter
Source: Self-asserted source
Rafal Jan Doniec

Rule-based expert systems in medical decision support

Telemedycyna i eZdrowie 2017
2017 | Conference paper
Source: Self-asserted source
Rafal Jan Doniec

The functionality of IT systems monitoring patients with diagnosed metabolic disorders in Poland

KM Conference 2016 - Lisbon, Portugal : Refereed Proceedings - Abstracts, 2016, [B.m.], International Institute for Applied Knowledge Management, pp.(plik pdf) 40
2016-06-22 | Conference paper | Conceptualization, Formal analysis, Investigation, Methodology, Project administration, Data curation, Supervision, Resources
Contributors: Rafal Jan Doniec
Source: Self-asserted source
Rafal Jan Doniec

Establishing best practices in innovation on the basis of elements of cooperation between the government, educational institutions, and a private sector.

Online Journal of Applied Knowledge Management
2015 | Journal article
Source: Self-asserted source
Rafal Jan Doniec

Limiting the functionality of IT systems monitoring patients with diagnosed metabolic

Biomedical Engineering 2015
2015 | Journal article
URI:

http://biomed.ktu.lt/index.php/BME/article/view/2434/89

Source: Self-asserted source
Rafal Jan Doniec

Telemedicine in diabetes monitoring

The Advances in mHealth, eHealth, Telemedicine and Medical Informatics 2015
2015 | Journal article
Source: Self-asserted source
Rafal Jan Doniec

Development of the educational-research standards based on the cooperation of academic centers with employees of the international corporation on the basis of own research.

Knowledge Management 2014
2014 | Conference paper
Source: Self-asserted source
Rafal Jan Doniec

Online daily record of changes DiabLab and other methods of monitoring of diabetic blood glucose concentration

Advances in mHealth, eHealth, Telemedicine and Medical Informatics 2014
2014 | Journal article
Source: Self-asserted source
Rafal Jan Doniec

The Development of Good Practices in Cooperation With the Use of Educational Offer of Academic Centers for Employees of an International Corporation

Journal of US-China Public Administration
2014 | Journal article
Source: Self-asserted source
Rafal Jan Doniec

Internetowy dziennik zmian dobowych stężenia glukozy we krwi diabetyka - DiabLab

Biocybernetyka i inżynieria biomedyczna : XVII Krajowa konferencja, Gliwice/Tarnowskie Góry, 11-14 października 2011, 2011, [B.m.], [b.w.], pp.31
2011-10-11 | Conference paper
Contributors: Rafal Jan Doniec
Source: Self-asserted source
Rafal Jan Doniec

Internetowy dziennik zmian dobowych stężenia glukozy we krwi diabetyka - DiabLab

Biocybernetyka i inżynieria biomedyczna : XVII Krajowa konferencja, Gliwice/Tarnowskie Góry, 11-14 października 2011, 2011, [B.m.], [b.w.]
2011-10-11 | Conference abstract | Conceptualization, Data curation, Formal analysis, Writing - review & editing
Contributors: Rafal Jan Doniec
Source: Self-asserted source
Rafal Jan Doniec

Scenariusz rozwoju systemu zdalnej regulacji poziomu insuliny w organizmie człowieka z wykorzystaniem teorii zbiorów rozmytych

Biocybernetyka i inżynieria biomedyczna : XVII Krajowa konferencja, Gliwice/Tarnowskie Góry, 11-14 października 2011, 2011, [B.m.], [b.w.], pp.48
2011-10-11 | Conference paper
Contributors: Rafal Jan Doniec
Source: Self-asserted source
Rafal Jan Doniec

The use of artificial intelligence methods to regulate insulin levels in the human body.

2010 | Dissertation or Thesis
Source: Self-asserted source
Rafal Jan Doniec

Projekt struktury falkowo-neuronowej odwzorowującej krzywą cukrową, otrzymaną w wyniku pomiaru cukru we krwi pacjentów zarejestrowanych w dedykowanej do tego projektu bazie danych

Biocybernetyka i inżynieria biomedyczna : XVI Krajowa konferencja, Warszawa, 26-29 kwietnia 2010, 2010, Warszawa, IBIB PAN, pp.211
2010-04-26 | Conference paper
Contributors: Rafal Jan Doniec
Source: Self-asserted source
Rafal Jan Doniec

Remote Control System Of The Human Body Insulin Level

ANALYSIS OF BIOMEDICAL SIGNALS AND IMAGES
2008 | Journal article
Source: Self-asserted source
Rafal Jan Doniec
grade
Preferred source (of 2)‎

Website control system of the human body insulin level

Journal of Medical Informatics & Technologies
2008 | Journal article
Source: Self-asserted source
Rafal Jan Doniec

The optimization of closed-loop insulin-blood glucose model with the use of bar dry tests

The Seventh International PhD Students' Workshop Control and Information Technology : IWCIT'08, Gliwice, 18-19 September 2008, 2008, [Gliwice], [Politechnika Śląska. Wydział Automatyki, Elektroniki i Informatyki], pp.136-139
2008-09-18 | Conference paper
Contributors: Rafal Jan Doniec
Source: Self-asserted source
Rafal Jan Doniec

System zdalnej regulacji poziomu insuliny w organizmie człowieka

Biocybernetyka i inżynieria biomedyczna : XV Krajowa konferencja naukowa, Wrocław, wrzesień 2007. Streszczenia prac konferencyjnych, 2007, [Warszawa], [Stowarzyszenie Inżynierów i Techników Mechaników Polskich. Zarząd Główny]
2007-09-01 | Conference paper
Contributors: Rafal Jan Doniec
Source: Self-asserted source
Rafal Jan Doniec

The optimization of measuring method of blood glucose from dry bar code tests

The Fifth International Workshop Control and Information Technology : IWCIT'06, Gliwice, 21-22 September 2006, [B.m.], [b.w.], pp.115-118
2006-09-21 | Conference paper
Contributors: Rafal Jan Doniec
Source: Self-asserted source
Rafal Jan Doniec

An optimization measurement of glucose concentration and comparison polynominal with wavelet regression method

International Workshop Control and Information Technology : IWCIT 2005, Ostrava, Czech Republic, September, 15th-16th, 2005, 2005, Ostrava, Vysoka Skola Banska - Technicka Univerzita
2005-09-15 | Conference paper | Investigation, Data curation, Conceptualization, Writing - review & editing
Contributors: Rafal Jan Doniec
Source: Self-asserted source
Rafal Jan Doniec

Optimization of the method of measuring blood glucose using Accutrend Glucose dry strip tests

1999 | Dissertation or Thesis
Source: Self-asserted source
Rafal Jan Doniec
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Peer review (18 reviews for 4 publications/grants)

Review activity for Applied sciences. (4)
Review activity for IEEE access : (4)
Review activity for International journal of environmental research and public health (4)
Review activity for Sensors. (6)