Dr. Robert Dobre
Lecturer and researcher at Politehnica University of Bucharest
Main interests:
- Image processing
- Signal processing
- Visible Light Communications
- Machine learning/Deep learning
- Mobile apps
- Embedded systems
Highlights
- Topic Editor for MDPI Electronics
- Guest Editor of the Special Issue “Advances in Radio, Visible Light Communications, and Fiber Optics”
- Reviewer Board member of Sensors, Entropy, Journal of Imaging
- Regular reviewer for:
- IEEE Access
- Alexandria Engineering Journal
- Journal of Information Security and Applications
- Applied Sciences
- Symmetry
- Future Internet
- University POLITEHNICA of Bucharest Scientific Bulletin
- Technical Committee Member of:
- Awards selection:
- PatriotFest 2019 - Creativity for Security Prize
- Innovation Labs 2019 - Startup of the Year
- Both awards were granted for the Trusty Camera Image Authentication Android Application (please email me to request the .apk file, if interested)
Certifications
- Project Manager, certificate series M, no. 111859, Ministry of Labor and Social Justice, Ministry of National Education
- TensorFlow on Google Cloud
- Google Cloud Big Data and Machine Learning Fundamentals
- Introduction to Generative AI by Google
- Career Essentials in Generative AI by Microsoft and LinkedIn
- Microsoft Certified: Azure AI Fundamentals
- Intermediate Machine Learning (Kaggle)
- Pandas (Kaggle)
- Python (Kaggle)
- Introduction to Python
- Deep Learning with MATLAB
- Machine Learning with MATLAB
- Image Processing with MATLAB
- MATLAB Fundamentals
- MATLAB Programming Techniques
- Simulink Fundamentals
- Certificate of competence in PCB design
Research results
- Research grants (selection) - UEFISCDI Brainmap profile
- Research projects to stimulate young researchers from ARUT universities (GNaC ARUT) - Multimedia system for improving safety in road traffic - Project manager.
- Mobility projects for researchers - UEFISCDI PN-III-P1-1.1-MC-2020-0042 - Project manager.
- Multimodal system based on semantic content for advertising insertion in online video streams - UEFISCDI PN-III-P1-1.1-TE-2021-0393.
- System for localization and navigation inside buildings based on visible light communications (VLC) - UEFISCDI PN-III-P2-2.1-PED-2019-4395.
- Automatic active digital image authentication system for PC and mobile terminals - UEFISCDI PN-III-P2-2.1-PED-2016-1465.
- Journal and conference papers (selection) - Google Scholar profile
- R.-A. Dobre, R.-O. Preda, and R.-A. Badea, ‘Robust OCC System Optimized for Low-Frame-Rate Receivers’, Sensors, vol. 22, no. 16, Art. no. 16, Aug. 2022, DOI: 10.3390/s22165938 - ISI Q1 .
- R.-A. Dobre, R.-O. Preda, and M. Vlădescu, ‘Sonic Watermarking Method for Ensuring the Integrity of Audio Recordings’, Applied Sciences, vol. 10, no. 10, Art. no. 10, Jan. 2020, DOI: 10.3390/app10103367 - ISI Q2 *Award of research results - Articles, Competition 2020*
- R.-A. Dobre, R. O. Preda, and A. E. Marcu, ‘TIC-TAC Based Live Acoustic Watermarking With Improved Forgery Detection Performances’, in 2019 IEEE 25th International Symposium for Design and Technology in Electronic Packaging (SIITME), Oct. 2019, pp. 408–412. doi: 10.1109/SIITME47687.2019.8990876. *Excellent poster award for senior scientist*
- R.-A. Dobre, R. O. Preda, and A. E. Marcu, ‘Improved Active Method for Image Forgery Detection and Localization on Mobile Devices’, in 2018 IEEE 24th International Symposium for Design and Technology in Electronic Packaging (SIITME), Oct. 2018, pp. 255–260. doi: 10.1109/SIITME.2018.8599235. *VINMES Award for young scientist*
- R.-A. Dobre, C. Negrescu, and D. Stanomir, ‘Improved low computational method for siren detection’, in 2017 IEEE 23rd International Symposium for Design and Technology in Electronic Packaging (SIITME), Oct. 2017, pp. 318–323. doi: 10.1109/SIITME.2017.8259916. *Excellent poster award for young scientist*
- R.-A. Dobre, R. O. Preda, I. Pirnog, C. Oprea, ‘Active Image Authentication and Forgery Localization for Mobile Devices’, 2017 17th International Multidisciplinary Scientific GeoConference (SGEM), Jul. 2017, Albena (BG). *SGEM 2017 Award*
- R.-A. Dobre, R. M. Udrea, C. Negrescu, D. Stanomir, ‘The Impact of the Acoustic Environment on Recovering Speech Signals Drowned in Loud Music’, ICN 2017, Apr. 2017, Venice (IT), pp. 103. *IARIA Best paper award*
- R.-A. Dobre, V. A. Niţă, A. Ciobanu, C. Negrescu, and D. Stanomir, ‘Low computational method for siren detection’, in 2015 IEEE 21st International Symposium for Design and Technology in Electronic Packaging (SIITME), Oct. 2015, pp. 291–295. doi: 10.1109/SIITME.2015.7342342. *Excellent paper award for young scientist - Poster presentation*
Work experience
Lecturer / Researcher Politehnica University of Bucharest
March 2020 - up to now
- Managing research projects
- Bringing research results to market
- Publishing research results
- Integrating research results in courses
- Developing new class materials
- Managing students
Research Engineer for Communications Beia Consult International
December 2017 - November 2018
Research projects selection:
- Hybrid VLC/IR-RF communication for smart space based on multi-functional thermal image sensor module - UEFISCDI PN-III-P3-3.5-EUK-2017-02-0020
- Virtualized video services (virtuose) - UEFISCDI PN-III-P3-3.5-EUK-2017-02-0023
- Wearable IOT network solution for work safety in hazardous industrial environments - UEFISCDI PN-IIIP3- 3.5-EUK-2017-02-0038
Assistant Professor Politehnica University of Bucharest
November 2014 - November 2019
- Upgraded the Signals and Systems laboratory equipment (3 laboratory platforms)
- Proposed a new laboratory activity for Signals and Systems (FM radio transmission, reception and spectral analysis)
- Upgraded the Signals and Systems laboratory documents
- Created Signals and Systems laboratory documents for English speaking students
- Published two class materials:
- R. A. Dobre, A. E. Marcu, Culegere de probleme. Instrumentație electronică de măsură. Ed. Politehnica Press București, 2019, ISBN 978-606-515-871-9, 159 pg.
- A. Drumea, R. A. Dobre, Programarea in limbajul C a sistemelor embedded cu microcontroler. Îndrumar de laborator. Ed. Cavallioti București, 2014, ISBN: 606-13-1973-1, 100 pg.
Research Assistant UPB CETTI
January 2013 - October 2014
Research projects selection:
- Family of tactical riflescopes with high zoom factor - UEFISCDI PN-II-IN-DPST-2012-1-0063
- Automated interactive system for optimizing inputs of water, nutrients and pesticides to increase technical and economic competitiveness of small and medium sized vegetable farms - UEFISCDI PN-II-PT-PCCA-2011-3.2-0899
Education
Politehnica University of Bucharest
Postdoctoral research - Securing audio signals and digital images using the blockchain technology
2019 - 2021
Doctoral studies - Preprocessing and editing of multimedia signals for forensics - Magna cum laude
2014 - 2019
Master's degree - Multimedia technologies for the production of content for audiovisual and telecommunications
2012 - 2014
Bachelor's degree - Technologies and systems for communications
2008 - 2012