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Research

Publications

Varia

Polish

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Welcome to my website!

I am an Associate Professor at the Department of Electrical Engineering, Czestochowa University of Technology, Poland. My research interests include data mining,  machine learning, artificial intelligence, pattern recognition, and their application in classification, regression and optimization problems.

 

Education and Qualifications

    • 1994 M.Sc., Electrical Engineering Department, Czestochowa University of Technology
    • 2003 Ph.D., Electrical Engineering Department, Czestochowa University of Technology
    • 2013 Habilitation, Department of Electrical, Electronic, Computer and Control Engineering, Łódź University of Technology

 

PhD thesis

Dudek G.: Unit Commitment using Evolutionary Algorithms. Czestochowa University of Technology, 2003 (in Polish) abstract

 

Habilitation thesis

Dudek G.: Similarity-based Machine Learning Methods for Short-Term Load Forecasting. Academic Publishing House EXIT, Warszawa 2012 (habilitation monograph; in Polish) abstract

 

Current positions

    • 2014– Professor, Electrical Engineering Department, Czestochowa University of Technology
    • 2014– Professor, Katowice School of Information Technologies

 

Grants

    • 1998-1999 Forecasting Electricity Demand using Statistical Pattern Recognition Methods. Nature of contribution: main contractor. Funding: Research Committee
    • 1999-2000 Short-Term Load Forecasting using RBF Networks. Nature of contribution: project manager and head contractor. Funding: Research Committee
    • 2001-2002 Unit Commitment for Thermal Power Stations using Evolutionary Algorithms and Simulated Annealing. Nature of contribution: project manager and head contractor. Funding: Research Committee
    • 2005-2006 Short-Term Load Forecasting using Fuzzy Clustering and Genetic Algorithms. Nature of contribution: project manager and head contractor. Funding: Research Committee
    • 2007-2008 Short-Term Forecasting of Electricity Demand and Energy Prices on the Stock and Balancing Markets using Cluster Analysis Methods. Nature of contribution: project manager and head contractor. Funding: CUT Rector
    • 2008-2009 Short-Term Forecasting of Electricity Demand and Energy Prices on the Stock and Balancing Markets using Nonparametric Regression Methods. Nature of contribution: project manager and head contractor. Funding: CUT Rector
    • 2010-2013 Non-Classical Methods of Short-Term Load Forecasting. Nature of contribution: project manager and head contractor. Funding: Ministry of Science and Higher Education

 

Publications

Two books, over 80 papers and chapters

 

Honors and awards

    • Third place in Global Energy Forecasting Competition 2014 (GEFCOM 2014) - Price forecasting 
    • Eight awards of CUT Rector for research activity (2011-2016)
    • Six team awards of CUT Rector for organizational activity (2010-2016)  

 

Projects for industry

Seven projects for energy companies, mainly for the Polish power system operator (PSE-Operator) and Tauron, in developing the electrical load forecasting models, methods of long-term optimal dispatch of generating units and smart grid data analysis

 

Software

    • FatRec – a computer program for determining the expected and theoretical frequencies of genotypes in a population, heterozygosity, power of discrimination, probability of paternity exclusion and polymorphic information content. For Department of Forensic Medicine, Medical University of Silesia, Katowice, 2001
    • FatRec2 – a computer program for determining the paternity probability on the basis of genotype and allele frequencies. For Department of Forensic Medicine, Medical University of Silesia, Katowice, 2003
    • HLA Patch Generator – an Excel application for generation of HLA eplets. For prof. Rene Duquesnoy, University of Pittsburgh Medical Center, USA, 2004
    • HLAMatching  -  a computer program for generating triplets compatible in terms of HLA antigens – for the selection of donors in leukemia. For Medigen, Warsaw, 2004
    • HLAMatchmaker - ABC Eplet Matching - a computer program for typing compatibility between donor and recipient at the HLA eplet level. For prof. Rene Duquesnoy, University of Pittsburgh Medical Center, USA, 2010 more information about triplets and eplets

 

Teaching

Artificial intelligence, evolutionary algorithms, expert systems, machine learning, operations research and optimization, programming in C, Pascal and Java Script, nuclear power plants

 

Reviews

    • IEEE Transactions on Evolutionary Computation
    • IEEE Transactions on Cybernetics
    • Neural Networks
    • Knowledge-Based Systems
    • Applied Soft Computing
    • Neural Computation and Applications
    • Computational Optimization and Applications
    • Engineering Applications of Artificial Intelligence
    • International Journal of Forecasting
    • European Journal of Operational Research
    • Computers in Human Behavior
    • Applied Energy
    • Energies
    • Transactions on Computational Collective Intelligence
    • International Journal of Applied Mathematics and Computer Science, Special Issue on Evolutionary Computation
    • International Journal of Electrical Power & Energy Systems
    • Intelligent Decision Technologies
    • Przegląd Elektrotechniczny (Electrical Review)
    • Rynek Energii (Energy Market)