Aliaksandr A. Dudkin

Alexander Doudkin

13.10.1950 - 16.10.2022

Academic degree: Doctor of technical sciences

Academic title: Professor

Membership in scientific societies: Member of Belarusian Society for Operations Research, Belarusian branches of the international society of neural networks and Belarusian Association for Image Analysis and Recognition (BAIAR)

Research interests:

• digital processing of signals and images;

• pattern recognition;

• architectures and models of computer vision systems and high-performance information processing.

• computer-aided design systems for large-scale integrated circuits.

Doctor of technical sciences (2010, dissertation theme: "Methods of processing and analysis of digital images of integrated circuits topological layers"), candidate of technical sciences (1987, dissertation theme: "Synthesis of high-speed discrete devices in the PLM basis via algorithms for solving matrix grouping problems"). Senior researcher (1991, speciality: "Design Automation Systems"), associate professor (2010, speciality: "Computer Science and Computer Engineering"), professor (2016, speciality: "Computer Science and Computer Engineering").

Graduated from secondary school No. 1 of Haradok (1968); graduated with honors from the physical and mathematical faculty of the Viciebsk state pedagogical university named after S. Kirov (currently Viciebsk state university named after P. Mašeraŭ) in 1972, specialty "Mathematics", studied at postgraduate courses of ITC ASB (1981). From 1972 Alexander Doudkin worked as a teacher in the Čašniki region. From 1976 he served in the Soviet Army. Since 1978 worked in ITC in the laboratory of system programming and logical design, since 1981 – junior researcher, since 1987 – researcher, since 1988 – senior researcher, since 1989 – senior researcher in the laboratory of problems of building CAD VLSI of the Brest branch of the Institute, since 1994 – senior researcher of the laboratory of systems identification. Simultaneously worked in BNTU and BSUIR from 1989, from 2008 to 2014 worked as the head of the branch of the BSUIR computer department at the UIIP NAS of Belarus, since 2010 – chief scientist, since 2015 – head of the laboratory.

A. Doudkin performed scientific works on design automation of discrete devices and digital VLSI, processing of visual information in computer vision systems. He developed methods for constructing high-speed circuits based on matrix VLSI, a number of RPCB and VLSI control devices design systems were created with its use and implemented at enterprises of the electronic industry of Belarus and Russia (CDB "Almaz" and Central research Institute "Agat", PCB "Alpha", Minsk watch factory "Luch" and etc.; developed information technology of processing, analysis and identification of video images of electronic products elements for design and production control tasks of integrated circuits, which is implemented in an automated system for recovering the metallization topology from a digitized image of the metallization layers of an integrated circuit crystal and implemented in the concern "Planar" and SPA "Integral".

A. Doudkin is the scientific supervisor of assignments for a number of state scientific and scientific-technical programs: "To develop software for the classification of topology defects detected as a result of automatic control of the semiconductor wafers topology", SSTP "Information Technologies", task 2-05; "To develop the experimental model of a neural network system for monitoring the state and behavior of spacecraft subsystems based on telemetric data for a ground command-measuring complex", STP of US "Monitoring-SG", task No. 6MSG/13-222; "Development of theoretical foundations and technologies for building computer systems for data mining based on pattern recognition and image analysis", task 1.7.04 GPNI "Informatics, space and security", subprogram (1); the task of the SSTP "Physical materials science, new materials and technologies" and republican and international projects financed by the Belarusian Republican Foundation for Fundamental Research.

Secretary of the Coordination Council of the State Committee for Science and Technology "Information and Space Technologies" (2011 – May 2016). Member of two councils for the defense of dissertations: D02.15.01 at BSUIR and D01.04.01 at UIIP NAS of Belarus, member of the State Expert Council No. 12, member of the Academic Council of UIIP NAS of Belarus, member of the Scientific Council "Information Technologies and Systems" of UIIP NAS of Belarus.

Member of the editorial boards of the journals "Journal of Research and Applications in Agricultural Engineering" (Poland) and "Journal of the Belarusian State University. Mathematics. Informatics".

Chairman of the organizing committees of international conferences "Pattern recognition and Information Processing" (PRIP'1999, PRIP'2005, PRIP'2011) and "Neural Networks and Artificial Intelligence" (ICNNAI'01, ICNNAI, 03, ICNNAI'08, ICNNAI'12), member of program committees of international conferences PRIP ICNNAI, "IEEE International Conference on Intelligent Data Acquisition and Advanced Computing Systems: Technology and Applications" (IDAACS 2013-2019), Neuroinformatics.

A. Doudkin simultaneously works as professor at BSUIR. Chairman of the SEC of BSU, BrSTU and BNTU, Chairman of the SGC for the final certification of graduate students (doctoral students, applicants) (see Staff training).

A. Doudkin has published over 240 publications, including two monographs, three collections of materials on the mathematical support of computers, more than 80 articles in scientific journals and collections of scientific papers.

List of publications for 1980–2015

List of publications for  2016–2019

Chairman of the organizing committees of the international conferences "Pattern Recognition and Information Processing" (1999, 2005, 2011) and "Neural Networks and Artificial Intelligence" (2001, 2003, 2008).

Current projects

Completed projects

Selected publications:

Monograph

1. Дудкин, А.А. Обработка изображений в проектировании и производстве интегральных схем / А.А. Дудкин, Р.Х. Садыхов. – Минск: ОИПИ НАН Беларуси, 2008. - 270 с.

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.

Journal articles

Agricultural Vegetation Monitoring Based on Aerial Data Using Convolutional Neural Networks / V Ganchenko, A Doudkin // Optical Memory and Neural Networks 28 (2), 129–134.

Spacecraft Telemetry Time Series Forecasting With Ensembles of Neural Networks / A. Doudkin, Y. Marushko, J. Owsiński, T. Pawlowski // 2019 10th IEEE International Conference on Intelligent Data Acquisition and... .

The parametrically adjusted hyperspectral data compression algorithm based on wavelet decomposition /DY Pertsau, AA Doudkin// Doklady BGUIR, 26–31.

Fuzzy Morphological Filters for Processing of Printed Circuit Board Images / A Inyutin, A Doudkin // International Conference on Pattern Recognition and Information Processing … .

Image Semantic Segmentation Based on Convolutional Neural Networks for Monitoring Agricultural Vegetation / V Ganchenko, A Doudkin // International Conference on Pattern Recognition and Information Processing …

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.

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...)

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...)

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.

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.

Artificial Intelligence Technologies In Precision Agriculture /  A.Doudkin, T.Pawłowski, V.Ganchenko, A.Petrovsky // Journal of Research and Applications in Agricultural Engineering. – 2013. – Vol. 58 (2). – P. 119–126.

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.

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.

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.

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.

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.

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)

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.

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.

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.

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.

Conference reports

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.

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.

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.

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.

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.

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.

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. 85-А75

Journal articles (in Russian)

Дудкин, А.А. Нечеткая нейронная сеть для анализа топологии интегральных микросхем / А.A.  Дудкин // Искусственный интеллект. – 2015. – № 1-2.

Дудкин, А.А. Подсистема параллельной обработки изображений для мониторинга состояния лесных угодий / А.А. Дудкин // Известия ЮФУ. Технические науки. – 2014. – №12 (161). – С. 129–137.

Дудкин, А.А. Алгоритм объединения матричных интегральных схем в систему на кремниевой пластине / А.А. Дудкин // Вестник БрГТУ. – 2014. – № 5 (89) : Физика, Математика, информатика. – С. 17–21.

Моделирование процессов фотолитографии на базе многоагентной архитектуры / С.М. Аваков [и др.] - "Информационные технологии программы Союзного государства "Триада". Основные результаты и перспективы: сб. науч. трудов - Минск, ОИПИ НАН Беларуси, 2010. - С. 126–142.

Программные средства имитационного моделирования работы оптико-электронной системы навигации / А.А. Дудкин [и др.] // Ракетно-космическая техника. Информационные системы и технологии / Научные труды. В 2-х томах // под общ. ред. М.И. Макарова. Т.2. Главы VI, VII. – М.: НИИ КС им. А.А. Максимова, 2012. - С. 344–358.

Дудкин, А.А. Контроль топологии интегральных схем на базе систем компьютерного зрения // Вестник Брестского государственного технического университета. Физика, математика, информатика. - 2008. - № 5. - С. 8–12.

Дудкин, А.А. Алгоритмы для восстановления топологии в задаче обратного проектирования интегральных схем / Дудкин А.А. // Вестник БрГТУ. Физика, математика, информатика. 2008. - № 5. - C. 47–52.

Дудкин, А.А. Моделирование процессов фотолитографии на суперкомпьютере СКИФ К-1000 / А.А. Дудкин, А.В. Инютин, А.В Отвагин // Искусственный интеллект. - Донецк, 2008. - № 4. - С. 348–352.

Дудкин, А.А. Основные подходы к реализации обработки изображений топологических слоев интегральных схем в системах компьютерного зрения проектирования и производства электронных изделий // Вестник Брестского государственного технического университета. Физика, математика, информатика. - 2008 . - № 5. - С. 23–29.

Прототип программной нейросетевой системы контроля телеметрической информации / А.А. Дудкин [и др.] // Ракетно-космическая техника. Информационные системы и технологии / Научные труды. В 2-х томах // под общ. ред. М.И. Макарова. Т.1. Главы 1-5. – М.: НИИ КС им. А.А. Максимова, 2012. - С. 303–317.

 Materials on the computer mathematical support

Дудкин, А.А. Алгоритмы и подсистемы автоматизированного логического проектирования цифровых СБИС / Авт.-сост.: А.А. Дудкин, В.А. Головко, Г.Л. Муравьев, И.В. Качков, А.Г. Мачнев, В.П. Махнист, А.В. Гладыщук; под науч. ред. Р.Х. Садыхова. – Минск: Ин-т техн. кибернетики АН Беларуси, 1994. – 126 с. 

Комплекс программ синтеза комбинационных схем в базисе ПЛМ и МЛВ / А.А. Дудкин [и др.] - Минск: ИТК АН БССР, 1988. - 67 с.

Articles in encyclopedias

Дудкин, А.А. Нейроная сетка / А.А. Дудкін, У.А. Галаўко // Беларуская энцыклапедыя: У 18 т. Т. 13. – Мн.: БелЭн, 2003. – С.

Дудкин, А.А. Нейронная сеть / А.А. Дудкин, В.А. Головко // Республика Беларусь: Энциклопедия: В 6 т. Т. 5. – Мн.: БелЭн, 2007. – С. 407.

Textbook

Головко, В.А. Основы компьютерных технологий: учебно-методическое пособие – 2-е изд., испр. и доп. / В.А. Головко, А.А. Дудкин, Л.П. Матюшков. – Брест: Издательство УО «БрГТУ», 2015. – 196 с.