Program implementation of k-means method of intelligent information-control system of compound feed production

Authors

  • Микола Олександрович Кіктєв National University of Life and Environmental Sciences Heroes of Defense str., 15, Kiev, 03041, Ukraine

DOI:

https://doi.org/10.15587/2312-8372.2013.18385

Keywords:

compound feed, technological process, management, method, algorithm, intelligent control, clustering, analysis

Abstract

The issue of classifying data when managing technological processes and compound feed production was substantiated. The program complex performs functions of integrated optimization and analysis of compound feed and premix rations. The programs involve new pattern of ration which first takes into account losses caused by unbalanced feeding (reduction of productivity, reproduction, health and breeding abilities). The programs allow comprehensive optimization of rations, determination of necessary feed additives and formulation of recipes of compound feeds, premixes, PVMA (protein-vitamin-mineral additives), which are very well combined with basic feed and considered when planning the feed expenditure. The issue of optimization of feed production plan is important for all agricultural enterprises with livestock industries, but it is extremely topical for livestock-based industries producing feeds, since it allows finding additional feed production reserves by means of improving the structure of sown areas and feed expenditure. Before creating livestock complexes, it is necessary to identify the sources and amounts of feed supply. Substantiation of the feed base and computing of the plan variants should be implemented using methods of mathematical modeling and ECM. The analysis of data classification was made and the choice of the k-means method for feed components classification was substantiated. The software for the k-means algorithm implementation was developed and various algorithm patterns, depending on initial conditions, were worked out.

Author Biography

Микола Олександрович Кіктєв, National University of Life and Environmental Sciences Heroes of Defense str., 15, Kiev, 03041

Ph.D., assistant

Department of automation and robotic systems

References

  1. Лукьянов, Б. В. Повышение экономический эффективности кормления животных с помощью компьютера [Текст] / Б. В. Лукьянов, П. Б. Лукьянов, Н. В. Бойко // Эфективне Птахiвництво та Тваринництво. – 2003. – № 3(7).
  2. Лукьянов, Б. В. Структурирование групп кормов при оптимизации рационов в программах «Коралл – Кормление …» [Текст] / Б. В. Лукьянов, П. Б. Лукьянов // Ценовик. – 2005. – № 12.
  3. Черняев, Н. П. Производство премиксов. Приложение к журналу «Комбикормовая промышленность» [Текст] / Н. П. Черняев, Ф. П. Сухой, В .В. Шестобитов; под ред. Н. П.Черняева. – Москва, Агропромиздат, 1988. – 135 с.
  4. Broesch, J. D. Practical Programmable Circuits: A Guide to Plds, State Machines, and Microcontrollers [Text] / James D Broesch. – Hardcover, Academic Press. – 1991. – 286 p. – ISBN: 0121348857.
  5. Zak, D. Programming with Visual Basic 6.0 [Text] / Diane Zak // Course Technology. – Enhanced ed. – Trade paperback, 2001. – 935 p. – ISBN: 0619062045.
  6. Hawhee, H. Programming Languages - Visual BASIC [Text] / H. Hawhee, T. Moore, F. Martins. – Riders Publishing, 1999. – 1202 р. – ISBN: 0735700028.
  7. Mirkes, E. M. K-means and K-medoids applet [Text] / E. M. Mirkes. – University of Leicester, 2011.
  8. Gorban, A. N., Zinovyev, A. Y. Principal Graphs and Manifolds [Text] / A. N. Gorban, A. Y. Zinovyev; Emilio Soria Olivas et al. (eds) // Handbook of Research on Machine Learning Applications and Trends: Algorithms, Methods, and Techniques. – Ch. 2. – IGI Global, Hershey, PA, USA, 2009. – pp. 28-59.
  9. Arthur, D. How Slow is the k-means Method? [Text] / David Arthur & Sergei Vassilvitskii // Proceedings of the 22nd ACM Symposium on Computational Geometry, Sedona, Arizona, USA, June 5-7, 2006. – ACM 2006. – ISBN 1-59593-340-9.
  10. Кіктєв, М. Алгоритмічне та програмне забезпечення автоматизованої підсистеми обліку кормів агропромислового об’єкта [Текст] / М. Кіктєв, І. Веклинець // Східно-Європейський журнал передових технологій. – 2013. – T. 3, № 10(63). - С. 50-52. Режим доступу : URL : http://journals.uran.ua/eejet/article/view/14863
  11. Luk'yanov, B. V., Luk'yanov, P. B., Boyko, N. V. (2003). Povyshenie ekonomicheskiy effektivnosti kormleniya zhivotnykh s pomoshch'yu komp'yutera. Efektivne Ptakhivnitstvo ta Tvarinnitstvo, № 3(7).
  12. Luk'yanov, B. V., Luk'yanov, P. B. (2005). Strukturirovanie grupp kormov pri optimizatsii ratsionov v programmakh «Korall – Kormlenie …». Tsenovik, № 12.
  13. Chernyaev, N. P., Sukhoy, F. P., Shestobitov, V. V.; In: Chernyaeva, N. P. (1988). Proizvodstvo premiksov. Prilozhenie k zhurnalu «Kombikormovaya promyshlennost'». Moskva, Agropromizdat, 135.
  14. Broesch, J. D. (1991). Practical Programmable Circuits: A Guide to Plds, State Machines, and Microcontrollers. Hardcover, Academic Press, 286. ISBN: 0121348857.
  15. Zak, D. (2001). Programming with Visual Basic 6.0. Course Technology. Enhanced Edition. Trade paperback, 935. ISBN: 0619062045.
  16. Hawhee, H., Moore, T., Martins, F. (1999). Programming Languages - Visual BASIC. Riders Publishing, 1202. ISBN: 0735700028.
  17. Mirkes, E. M. (2011). K-means and K-medoids applet. University of Leicester.
  18. Gorban, A. N., Zinovyev, A. Y.; In: Emilio Soria Olivas et al. (2009). Principal Graphs and Manifolds, Ch. 2 in: Handbook of Research on Machine Learning Applications and Trends: Algorithms, Methods, and Techniques. IGI Global, Hershey, PA, USA, 28-59.
  19. Arthur, D., Vassilvitskii, S. (2006). How Slow is the k-means Method? Proceedings of the 22nd ACM Symposium on Computational Geometry, Sedona, Arizona, USA, June 5-7, 2006. ACM 2006 ISBN 1-59593-340-9
  20. Kiktev, N., Veklinets, I. (2013). Algorithmic and software the automated subsystem of accounting feed the agro-industrial object. Eastern-European Journal Of Enterprise Technologies, 3(10(63)), 50-52.

Downloads

Published

2013-10-30

How to Cite

Кіктєв, М. О. (2013). Program implementation of k-means method of intelligent information-control system of compound feed production. Technology Audit and Production Reserves, 5(1(13), 9–11. https://doi.org/10.15587/2312-8372.2013.18385

Issue

Vol. 5 No. 1(13) (2013): Texnology audit

Section

Technology audit

License

Copyright (c) 2016 Микола Олександрович Кіктєв

Creative Commons License

This work is licensed under a Creative Commons Attribution 4.0 International License.

The consolidation and conditions for the transfer of copyright (identification of authorship) is carried out in the License Agreement. In particular, the authors reserve the right to the authorship of their manuscript and transfer the first publication of this work to the journal under the terms of the Creative Commons CC BY license. At the same time, they have the right to conclude on their own additional agreements concerning the non-exclusive distribution of the work in the form in which it was published by this journal, but provided that the link to the first publication of the article in this journal is preserved.