COMBINED CLONAL NEGATIVE SELECTION ALGORITHM FOR DIAGNOSTICS OF COMBUSTION IN INDIVIDUAL PC BURNER
Andrzej Smolarz
a.smolarz@pollub.plLublin University of Technology, Institute of Electronics and Information Technologies (Poland)
Volodymyr Lytvynenko
Kherson National Technical University. Department of Informatics & Computer Sciences (Ukraine)
Olga Kozhukhovskaya
Cherkasy State Technological University, Department of Computer Systems (Ukraine)
Konrad Gromaszek
Lublin University of Technology, Institute of Electronics and Information Technologies (Poland)
Abstract
In pulverised coal (PC) burners that are most widespread in Poland an individual air excess ratio rules an amount of pollution generated, yet there is a lack of method that allows measurement of output parameters of a burner. It is therefore necessary to use indirect methods, which could primarily include acoustic, and optical methods. These methods are non-invasive and can provide virtually not delayed and additionally spatially selective information about the combustion process. Additional problems are generated biomass co-firing. The article shows application of relatively new class of classification methods – the artificial immunology algorithms to the combustion process diagnostics consisting in detection of incorrect air excess in PC burner.
Keywords:
Artificial Immune Systems, industrial diagnostics, pulverised coal burnerReferences
Arabas J., Białobrzeski L., Chomiak L., Domański T., Świrski K., Neelakantan R.: Pulverized Coal Fired Boiler Optimization and NOx Control using Neural Networks and Fuzzy Logic, Proc AspenWorld’97, Boston, Massachusetts, 1997.
Google Scholar
De Castro L. N., Timmis J. I.: Artificial Immune Systems as a Novel Soft Computing Paradigm, vol. 7, 2003, Soft Computing Journal,, vol 7, 2003, pp. 526-544.
DOI: https://doi.org/10.1007/s00500-002-0237-z
Google Scholar
Forrest S.: Self-Nonself Discrimination in a Computer, w Proc. of the 1994 IEEE Symposium on Research in Security and Privacy, Los Almitos, CA:IEEE Computer Society Press, Los Almitos, CA, USA, 1994.
Google Scholar
Kalogiru, S. A.: Artificial intelligence for the modelling and control of combustion processes: a review, Progr Energy Comb Sci, 29, 2003, 515–566.
DOI: https://doi.org/10.1016/S0360-1285(03)00058-3
Google Scholar
Lytvynenko V. I.: Comparative experimental study of a modified negative selection algorithm and clonal selection algorithm negative for solving classification (in Russian), Vestnik Kherson National Technical University, nr 4(33), 2008, pp. 7-14.
Google Scholar
Lytvynenko V. I.: Immune classifier for solving binary classification - Theoretical Aspects (in Russian), System technologies, nr 1(42), 2006, pp. 32-47.
Google Scholar
Lytvynenko V, Smolarz A., Kozhuhivska O.: Combined Clonal Negative Selection Algorithm for Multi-Class problem classification/ Proceedings of the VIIIth Scientific and Technical Conference CSIT, 2013, Lviv , p.163-165.
Google Scholar
Roitt I.M., Delves P.J.: Encyclopedia of Immunology, 2nd ed., Academic Press, London, 1998.
Google Scholar
Smolarz A., Wójcik W., Gromaszek K.: Fuzzy modeling for optical sensor for diagnostics of pulverized coal burner, Procedia Engineering - 2012, vol. 47, pp. 1029-1032.
DOI: https://doi.org/10.1016/j.proeng.2012.09.325
Google Scholar
Wójcik W., Kotyra A., Smolarz A., Wojciechowski C.: Application of wavelet transformation for analysis of measurements in fibre optic flame monitoring system, Proceedings of SPIE, tom 4239, 2000, pp. 96-101.
DOI: https://doi.org/10.1117/12.409171
Google Scholar
Authors
Andrzej Smolarza.smolarz@pollub.pl
Lublin University of Technology, Institute of Electronics and Information Technologies Poland
Authors
Volodymyr LytvynenkoKherson National Technical University. Department of Informatics & Computer Sciences Ukraine
Authors
Olga KozhukhovskayaCherkasy State Technological University, Department of Computer Systems Ukraine
Authors
Konrad GromaszekLublin University of Technology, Institute of Electronics and Information Technologies Poland
Statistics
Abstract views: 168PDF downloads: 130
License
This work is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.
Most read articles by the same author(s)
- Nataliia Savina, Olha Romanko, Sergii Pavlov, Volodymyr Lytvynenko, MODERN MANAGEMENT OF NATIONAL COMPETITIVENESS , Informatyka, Automatyka, Pomiary w Gospodarce i Ochronie Środowiska: Vol. 9 No. 2 (2019)
- Shamil Koshimbaey, Zhanar Lukmanova, Andrzej Smolarz, Shynggyskhan Auyelbek, SYNTHESIS OF A TRACKING CONTROL SYSTEM OVER THE FLOTATION PROCESS BASED ON LQR-ALGORITHM , Informatyka, Automatyka, Pomiary w Gospodarce i Ochronie Środowiska: Vol. 9 No. 3 (2019)
- Victor Mashkov, Andrzej Smolarz, Volodymyr Lytvynenko, Konrad Gromaszek, THE PROBLEM OF SYSTEM FAULT-TOLERANCE , Informatyka, Automatyka, Pomiary w Gospodarce i Ochronie Środowiska: Vol. 4 No. 4 (2014)
- Konrad Gromaszek, PULVERIZED COAL COMBUSTION ADVANCED CONTROL TECHNIQUES , Informatyka, Automatyka, Pomiary w Gospodarce i Ochronie Środowiska: Vol. 9 No. 2 (2019)
- Victor Mashkov, Andrzej Smolarz, Volodymyr Lytvynenko, DEVELOPMENT ISSUES IN ALGORITHMS FOR SYSTEM LEVEL SELF-DIAGNOSIS , Informatyka, Automatyka, Pomiary w Gospodarce i Ochronie Środowiska: Vol. 6 No. 1 (2016)
- Victor Mashkov, Andrzej Smolarz, Volodymyr Lytvynenko, THE PROBLEM OF COALITION FORMATION MODELLING , Informatyka, Automatyka, Pomiary w Gospodarce i Ochronie Środowiska: Vol. 4 No. 4 (2014)
- Yelyzaveta Mykhailova, Nataliia Savina, Volodymyr Lytvynenko, Stanislav Mykhailov, ENTROPY BASED EVALUATION OF THE IMPACT OF EDUCATION ON ECONOMIC DEVELOPMENT , Informatyka, Automatyka, Pomiary w Gospodarce i Ochronie Środowiska: Vol. 14 No. 3 (2024)
- Oleksandr Romanyuk, Volodymyr Lytvynenko, Yevhen Zavalniuk, Modified cosine-quadratic reflectance model , Informatyka, Automatyka, Pomiary w Gospodarce i Ochronie Środowiska: Vol. 15 No. 1 (2025)
