Keywords: agro-industrial complex, occupational diseases, , forecasting, early diagnosis, fuzzy hybrid models
FUZZY MATHEMATICAL MODELS FOR PREDICTION AND EARLY DIAGNOSIS OF OCCUPATIONAL DISEASES OF AGRICULTURAL WORKERS IN CONTACT WITH PESTICIDES
UDC 618+616-009.8
DOI:
The work is devoted to solving the urgent problem of improving the quality of medical care for workers of agriculture in contact with agricultural chemicals. In the course of the research it was shown that the problem of forecasting and early diagnosis of occupational diseases of agricultural workers employed in crop production belongs to the class of poorly formalized problems with fuzzy data structure, which served as the basis for the choice as the basic apparatus of research methodology of synthesis of hybrid fuzzy decision rules. During the synthesis of fuzzy decision rules, it was found that in order to achieve high quality of decision-making, in addition to risk factors associated with pesticides, the level of psychoemotional stress, fatigue and ergonomically defective agricultural machinery, environmental risk factors, individual characteristics of the body, etc. should be used as informative features. As a concrete example, the variant of application of the proposed method and information-analytical model in the synthesis of models of forecasting and diagnosis of diseases of the nervous system from the effects on the human body of nitrates-containing pesticides is described. In the course of mathematical modeling and expert evaluation it was shown that the confidence in the decisions exceeds the value of 0.85. The practical application of the proposed method and models will improve the quality of medical services to employees of agriculture providing an increase in working age and reduce disability.
1. Boytsov, A.V. Primenenie teorii izmereniya latentnykh peremennykh dlya formirovaniya prostranstva informativnykh priznakov v zadachakh otsenki funktsional'nogo sostoyaniya cheloveka [Tekst] / A.V. Boytsov, L.P. Lazurina, S.N. Korenevskaya, A.N. Shutkin // Izvestiya Yugo-Zapadnogo gosudarstvennogo universiteta. Seriya: Upravlenie, vychislitel'naya tekhnika, informatika. Meditsinskoe priborostroenie. – 2014. - No.6(57). – pp. 52-58.
2. Gadalov, V.N. Matematicheskie modeli reflektornykh sistem organizma cheloveka i ikh ispol'zovanie dlya prognozirovaniya i diagnostiki zabolevaniy [Tekst] / V.N. Gadalov, N.A. Korenevskiy, V.I. Snopkov // Sistemnyy analiz i upravlenie v biomeditsinskikh sistemakh, 2012. – Vol. 11.- No. 2. - pp.515-521.
3. Emel'yanov, S.G. Prognozirovanie stepeni tyazhesti razvitiya ishemicheskogo protsessa v serdtse, golovnom mozge i nizhnikh konechnostyakh na osnove nechetkikh modeley / S.G. Emel'yanov, N.A. Korenevskiy, A.V. Bykov// Biomeditsinskaya radioelektronika. - 2016.- No.9. - pp.4-9
4. Koneva, L.V. Otsenka urovnya psikhoemotsional'nogo napryazheniya i utomleniya po pokazatelyam, kharakterizuyushchim sostoyanie vnimaniya cheloveka [Tekst] / L.V. Koneva, S.N. Korenevskaya, S.V. Degtyarev // Sistemnyy analiz i upravlenie v biomeditsinskikh sistemakh, 2012. – Vol. 11.- No. 4. - S. 993-1000.
5. Korenevskaya, S.N. Apparatno-programmnyy kompleks dlya psikhofiziologicheskikh issledovaniy na baze platformy ANDROID s AFEinterfeysom / S.N. Korenevskaya, E.S. Shkatova, M.A. Magerovskiy, A.N. Shutkin // Meditsinskaya tekhnika. 2016. - No.5. – pp.24-27.
6. Korenevskiy, N.A. Proektirovanie sistem prinyatiya resheniy na nechetkikh setevykh modelyakh v zadachakh meditsinskoy diagnostiki i prognozirovaniya/ N.A. Korenevskiy //Telekommunikatsii. - 2006. - No.6. - pp.25-31.
7. Korenevskiy, N.A. Ispol'zovanie nechetkoy logiki prinyatiya resheniy dlya meditsinskikh ekspertnykh sistem. [Tekst] / N.A. Korenevskiy // Meditsinskaya tekhnika, 2015, No.1 (289) pp.33-35.
8. Korenevskiy, N.A. Printsipy i metody postroeniya interaktivnykh sistem diagnostiki i upravleniya sostoyaniem zdorov'ya cheloveka na osnove polifunktsional'nykh modeley: avtoreferat na soiskanie uchenoy stepeni doktora tekhnicheskikh nauk / Sankt Peterburg, 1993. – 32 p.
9. Korenevskiy, N.A. Kompleksnaya otsenka urovnya psikhoemotsional'nogo napryazheniya / N.A. Korenevskiy, O.I. Filatova, M.I. Lukashov, R.A. Krupchatnikov// Biomeditsinskaya radioelektronika. - 2009.-No.5. - pp.4-9.
10. Korenevskiy, N.A. Metod sinteza nechetkikh reshayushchikh pravil na osnove modeley sistemnykh vzaimosvyazey dlya resheniya zadach prognozirovaniya i diagnostiki zabolevaniy [Tekst] / N.A. Korenevskiy, M.V. Artemenko, V.N. Provotorov, L.A. Novikova // Sistemnyy analiz i upravlenie v biomeditsinskikh sistemakh, 2014. – Vol. 13.- No. 4. - pp.881- 886.
11. Korenevskiy, N.A. Energoinformatsionnye modeli refleksodiagnostiki/ [Tekst] N.A. Korenevskiy, L.P. Lazurina // OMTsP. – Kursk, 2000. – 177 p.
12. Korenevskiy, N.A. Sintez kollektivov gibridnykh nechetkikh modeley otsenki sostoyaniya slozhnykh sistem [Tekst] / N.A. Korenevskiy, K.V. Razumova // Naukoemkie tekhnologii. - 2014. Vol.15. - No.12. – pp.31-40.
13. Korenevskiy, N.A. Prognozirovanie i diagnostika zabolevaniy, vyzyvaemykh vrednymi proizvodstvennymi i ekologicheskimi faktorami na osnove geterogennykh modeley/ [Tekst] N.A. Korenevskiy, N.A. Serebrovskiy, V.I. Kopteva, N.A. Govorukhina // T.N. – Kursk: Izd-vo Kursk. gos. s.-kh. ak, 2012. - 231 p.
14. Korenevskiy, N.A. Kompleks dlya issledovaniya osobennostey vnimaniya i pamyati/ N.A. Korenevskiy, D.E. Skopin, R.T. Al'-Kasasbekh, A.A. Kuz'min // MeditsisT''nskaya tekhnika, 2010, No.1. - pp.36-40.
15. Korenevskiy, N.A. Otsenka i upravlenie sostoyaniem zdorov'ya obuchayushchikhsya na osnove gibridnykh intellektual'nykh tekhnologiy: monografiya [Tekst] / N.A. Korenevskiy, A.N. Shutkin, S.A. Gorbatenko, V.I. Serebrovskiy. - Staryy Oskol: TNT, 2016.-472p.
16. Seregin, S.P. Matematicheskie modeli prognozirovaniya i profilaktiki retsidivov infarktov miokarda v reabilitatsionnom periode: monografiya / [Tekst] S.P. Seregin, O.N. Vorob’eva, S.N. Korenevskaya [i dr.] // YugoZap. gos. un-t. – Kursk, 2015. – 166 p.
17. Khar'kov, S.V. Otsenka zashchitnykh mekhanizmov organizma i ikh rol' v zadachakh prognozirovaniya i meditsinskoy diagnostiki [Tekst] S.V. Khar'kov, S.D. Dolzhenkov, S.N. Korenevskaya, A.G. Kotsar' // Sistemnyy analiz i upravlenie v biomeditsinskikh sistemakh, 2012. – T11. - No.1. – pp.44-49.
18. Shutkin, A.N. Proektirovanie baz znaniy meditsinskikh ekspertnykh sistem s ispol'zovaniem kollektivov nechetkikh pravil. [Tekst] A.N. Shutkin, S.N. Korenevskaya, V.V. Fedyanin // Informatsionnye proekty v meditsine i pedagogike. Materialy mezhdunarodnoy nauchno-prakticheskoy konferentsii, 2014.– pp.61-64
19. Al-Kasasbeh, R.T., Ionescou, F., Korenevskiy, N.A. and Alshamasin, M. ‘Prediction and prenosological diagnostics of heart diseases based on energy characteristics of acupuncture points and fuzzy logic’, Computer Methods in Biomechanics and Biomedical Engineering. 2012.Vol. 15, No. 7, pp.681– 689.
20. Al-Kasasbeh R.T. Prediction of gastric ulcers based on the change in electrical resistance of acupuncture pointes using fuzzy logic decisionmaking. / Al-Kasasbeh R.T., Alshamasin M., Korenevsky N.A., Ionescou F., Smith A. //Computer methods in biomechanics and biomedical engineering. 2013. Vol. 16. No. 3. pp. 302-313
21. Al-Kasasbeh, R.T. Method of Ergonomics Assessment of Technical Systems and Its Influence on Operators Heath on Basis of Hybrid Fuzzy Models / R. T. Al-Kasasbeh, N.A. Korenevskiy, M. S. Alshamasin, I. Maksim // Advances in Intelligent Systems and Computing. 2018.-590. C. 581-592.
22. Korenevskiy, N.A. Fuzzy determination of the human’s level of psychoemotional [Text] / N.A. Korenevskiy, R.T.Al-Kasasbeh, F.Ionescouc, M.Alshamasin, E.Alkasasbeh, A.P. Smith // IFMBE Proceedings. – 2013. – V.40. – IFMBE. – P.213-216.
23. Korenevskiy, N. A. Application of Fuzzy Logic for Decision- Making in Medical Expert Systems [text]/ N. A. Korenevskiy // Biomedical Engineering, May 2015, Volume 49, Issue 1, pp 46-49.
24. Al-Kasasbeh, R.T. Fuzzy Model Evaluation of Vehicles Ergonomics and Its Influence on Occupational Diseases / R. T. Al-Kasasbeh, N.A. Korenevskiy, M. S. Alshamasin, S.N. Korenevskya, E. T. Al-Kasasbeh, I. Maksim // Advances in Intelligent Systems and Computing. 2018.- 143-154.
Keywords: agro-industrial complex, occupational diseases, , forecasting, early diagnosis, fuzzy hybrid models
For citation: Korenevskiy N.A., Stepashov R.V., Krupchatnikov R.A., Aksenov V.V., Korzhuk N.L. FUZZY MATHEMATICAL MODELS FOR PREDICTION AND EARLY DIAGNOSIS OF OCCUPATIONAL DISEASES OF AGRICULTURAL WORKERS IN CONTACT WITH PESTICIDES. Modeling, Optimization and Information Technology. 2018;6(3). URL: https://moit.vivt.ru/wp-content/uploads/2018/07/KorenevskiySoavtori_3_18_2.pdf DOI: (In Russ).
Published 30.09.2018