Doudkin A. A.
Professor Alexandr Arsentievich Doudkin
Education: Graduated from Vitebsk State University in 1972 (diploma with honor).
Academic Qualification: candidate of Sciences degree (an equivalent of Ph.D.) in CAD (1987), senior researcher (an equivalent of Assistant Professor) in CAD (1989), Assistant Prof. (2010), doctor of Sciences degree (2011), Professor (2016).
Employment record and duties: PhD student at the Institute of Engineering Cybernetics (IEC), National Academy of Sciences of Belarus (NASB), 1976-1981; junior researcher, researcher, senior researcher at the laboratory of system programming and logic synthesis, IEC, NASB, 1982-1989; senior researcher at the laboratory of VLSI CAD problems, Brest branch of IEC, NASB 1990-1993; leading researcher, principal researcher, deputy head of the laboratory of systems identification, United Institute of Informatics Problems (UIIP, former IEC), 1994-2013, head of the branch of Computers dept., Belarusian State University of Informatics and Readioelectronics (BSUIR), 2008-2015, head of the laboratory, 2015-, full Professor (part-time), Department of Computers, BSUIR.
International activities: chairman of organizing committees of the IAPR Int. Conf. on Pattern recognition and Information Processing (PRIP’99, PRIP’2005, PRIP’2011), Int. Conf. of Neural Networks and Artificial Intelligence (ICNNAI’01, ICNNAI,03, ICNNAI’08, ICNNAI’12). Member of BAPR and the Byelorussian branch of the an international society of neural networks.
Research interests: digital signal and image processing, pattern recognition, architectures and models of computer vision systems.
PhD students: A. Voronov, The decomposition algorithm for circuits layout objects in set of rectangular elements (PhD thesis, 2012); V. Ganchenko Algorithms of areal objects recognition on aero images of agricultural fields based on brightness and textural features (PhD thesis, 2013);
Publications: More than 240 scientific publication.
List of more important publications
1. Books
1. Doudkin, A. Image processing in integrated circuit design and Manufacturing / A. Doudkin, R. Sadykhov. – Minsk: UIIP NASB, 2008.- 270 p.
2. Special Areas Detection and Recognition on Agricultural Fields Images / V. Ganchenko, R. Sadykhov, A. Doudkin, Al. Petrovsky, T. Pawlowski // Digital Image and Signal Processing for Measurement Systems; Ed. by Richard Duro, Fernando Pena; River Publishers. – 2012. – Ch. 8. – P. 201-233.
2. Journal papers
3. Ensembles of Neural Networks for Forecasting of Time Series of Spacecraft Telemetry / E. E. Marushko, A. A. Doudkin // Optical Memory and Neural Networks, 2017, Vol. 26, No. 1, pp. 47–54. © Allerton Press, Inc., 2017.
4. Doudkin,, Alexander. Hyperspectral Data Compression Framework for Earth Remote Sensing Objectives / Alexander Doudkin, Leonid Podenok, Dmitry Pertsau // Pattern Recognition and Image processing / Communications in Computer and Information Science // V.V. Krasnoproshin and S.V. Ablameyko (Eds): PRIP 2016, CCIS.-Springer International Publishing, AG 2017, pp.1-10. DOI: 10.1007/978-3-319-54220-1_6. (https://www.springerprofessional.de/hyperspectral-data-compression-framework-for-earth-remote-sensin...)
5. Doudkin,, Alexander. Ensembles of Neural Network for Telemetry Multivariate Time Series Forecasting /Alexander Doudkin, Yauheni Marushko // Pattern Recognition and Image processing / Communications in Computer and Information Science // V.V. Krasnoproshin and S.V. Ablameyko (Eds): PRIP 2016, CCIS.-Springer International Publishing, AG 2017, pp.1-10. DOI: 10.1007/978-3-319-54220-1_6. (https://www.springerprofessional.de/ensembles-of-neural-network-for-telemetry-multivariate-time-seri...)
6. Doudkin, A. Algorithm of input data preparation for single-beam pattern generator in industry-oriented applications / A. Doudkin // Journal of Research and Applications in Agricultural Engineering. – 2015. – Vol. 60(2). – P. 26-30.
7. Development of the hardware and software complex for fertilizer application on agricultural fields / V.Ganchenko, A. Doudkin, A. Petrovsky, T. Pawlowski // Journal of Research and Applications in Agricultural Engineering. - 2014, Vol. 59(1). - P. 34-39.
8. Artificial Intelligence Technologies In Precision Agriculture / A.Doudkin, T.Pawłowski, V.Ganchenko, Al.Petrovsky // Journal of Research and Applications in Agricultural Engineering. – 2013. – Vol. 58 (2). – P. 119-126.
9. New Covering Algorithms Implemented in Software Systems for Input Data Preparation for Single-Beam IC Layout Generator / A.Doudkin, S.Avakaw, A.Voronov, V.Rusetsky // Computational Techniques in Modeling and Simulation / Editors: Victor Krasnoproshin, Anna M. Gil Lafuente, and Constantin Zopounidis - Hauppauge NY : Nova Science Publishers, 2013. − P. 159-174.
10. MULTI-AGENT PARALLEL IMPLEMENTATION OF VLSI CAD PROCEDURES / A.Doudkin, A.I.Petrovsky, A.V.Otwagin, R.Kh.Sadyhov, T.Pawlowsky // Journal of Research and Applications in Agricultural Engineering. – 2013. – Vol. 58 (1). – P. 35-38.
11. New covering algorithms implemented in software system for input data preparation for single-beam IC layout generator / A.Doudkin S.Avakaw, A.Voronov, V.Rusetsky // Journal of Computational Optimization in Economics and Finance - Technical University of Crete, Greece. − 2012. − Vol. 4, Issue 2. − P. 161-176.
12. The prototype of software system of telemetry data analysis / A.Doudkin, Ya.Marushko, V.Ganchenko, А.Inyutin, L.Podenok, R.Sadykhov // Lectures on Modelling and Simulation. A selection from A.M.S.E., Leon, France. − Volume 14, Issue 1, 2012. − P. 75-86.
13. Doudkin, A. Disease areas detection on agricultural plants using fractal and textural features of high resolution color aerial photographs / A. Doudkin, V. Ganehenko, A. Petrovsky, B. Sobkowiak // Journal of Research and Applications in Agricultural Engineering. – Poznan, 2009. – Vol. 54 (3). – P. 55-59.
14. Otwagin A.W., Doudkin A.A., An MPI-Based Framework for Parallel Processing of Integrated Circuits Layout Images, Computing, Vol. 5, iss. 2. – P. 55-61. 2(2006)
15. Doudkin, A. The Defect and Project Rules Inspection on PCB Layout Image / A. Doudkin, A. Inyutin // Computing. – 2006. – Vol. 5, iss. 3. – P. 107-111.
16. An optimization algorithm for the clearing of inter bank payments / A.Doudkin, Y.Shafransky // European Journal of Operational Research : Elsevier B.V., 2006. − Vol. 171. − P. 743-749.
17. Application of Neural Network Techniques to Chaotic Signal Processing / V.Golovko, N.Manyakov, A.Doudkin // Optical Memory and Neural Networks (Information Optics) : Allerton Press, Inc., 2005. − Vol. 13, № 4. − P. 195-215.
18. Sadykhov R., Reznik I., Doudkin A. Technique for the hidden transfer of the color images// Special Issue of International Association AMSE, Leon, France. 2005. - P. 89-99..
3. Referred Conference Papers
19. Decision support for precision farming complex / A.Doudkin, V.Ganchenko, A.A.Petrovsky // Pattern Recognition and Information Processing (PRIP’2014): Proc. of the 12th International Conf. (28-30 May 2014, Minsk, Republic of Belarus). − Minsk : UIIP of NASB, 2014. − P.65-69.
20. Neural Network Software Diagnosis System of Telemetry Data / A.Doudkin, Ya.Marushko, V.Ganchenko, А.Inyutin, L.Podenok, R.Sadykhov //Proc. of the 7th IEEE International Conf. on Intelligent Data Acquisition and Advanced Computing Systems: Technology and Applications (IDAACS-2013), 12-14 September 2013. − Berlin : Technical University, 2013. − P. 376-380.
21. Based on Perceptron Object Classification Algorithms for Processing of Agricultural Field Images / V.Ganchenko, A.Doudkin, T.Pawlowski, Al.Petrovsky, R.Sadykhov // Proc. of the Int. Conf. on Modeling and Simulation (MS-2012), 2-4 May 2012, Minsk, Belarus. − Minsk : Publ. Center of BSU, 2012. – P. 86-92.
22. Based on Analysis of Color and Textural Features Technology of Vegetation State Recognition / V.Ganchenko, A.Doudkin, A.Petrovsky // Proc. of the 7th International Conf. on Neural Networks and Artificial Intelligence, Oct. 10-12, Minsk, 2012. − Misnk : BSUIR, 2012. – P. 245-250.
23. Sadykhov, R. Special areas detection on agricultural fields images using evaluations of local brightness variability / R. Sadykhov, A. Doudkin. V. Ganchenko, A. Petrovsky. T. Pawlowski // Proceedings of the 6th IEEE Conference on Intelligent Data Acquisition and Advanced Computing Systems: Technology and Applications (IDAACS'2011). – Prague: Technical University. 2011. – P. 421-425.
24. Doudkin A. at al. Special Areas Detection Using Fractal and Textural Characteristics of High Resolution Images, Pattern Recognition and Information Processing (PRIP)’2009: proc. of the 10th Int. Conf. (22-24 May, Minsk, Belarus). – Minsk: Publ. center of BSU, 2009. – P. 137-139.
25. Doudkin A., Vatkin M. Neocognitron-Like Multilayer Neural Network for Halftone Images Recognition, Proc. of the 5th Int Conf on Neural Networks and Artificial Intelligence (ICNNAI 2008), May 27-30, 2008, Minsk, Belarus. - Minsk: BSUIR, 2008. - P. 315-319.
26. Maxnist L., Doudkin A., Golovko V. Convergence analysis of neural networks training based on steepest descent method, Proc. of the 9th Int. Conf. on Pattern Recognition and Information Processing (PRIP’2007), May, 22-24, Minsk, Belarus. – Minsk: UIIP of NASB, 2007. – Vol. 1. – P. 285-289.
