Evaluation of the Influence of Electromagnetic Fields of the Radio Frequency Range on the Functional State and Operability of Operators Based on Soft Computing Technology
Abstract
The aim of the research is to develop a method for the synthesis of fuzzy mathematical models for assessing the influence of electromagnetic fields of the radio frequency range on the functional state and operability of operators based on soft computing technology, which allows us to obtain decision rules that ensure the quality of decision-making acceptable for psychology and preventive medicine.
Research methods. Taking into account the incomplete and fuzzy description of the class of states under study, the soft computing technology and, in particular, the methodology for the synthesis of hybrid fuzzy decision rules, which has proven itself well in solving problems with a similar data structure and type of uncertainty, are chosen as the basic mathematical apparatus. To optimize the composition of informative features, the theory of measurement of latent variables is used. To assess the functional state and its components at the psychological level, the methods of studying the parameters of attention and memory were chosen, and to assess the functional state and its components at the physiological level - the electrical characteristics of biologically active points.
Results. Using the selected research methods, mathematical models were obtained to assess changes in the functional state of the body and its components and to assess the dynamics of the operability of operators under the influence of EMPRF in combination with other risk factors.
Conclusion. The practical application of the proposed method will improve the quality of decisions made to assess the risks of diseases, where one of the risk factors is an increased level of EMPH, as well as to assess the risk of reduced performance and, as a result, assess the risks of abnormal situations in energy-saturated biotechnical systems that include EMPH generators.
About the Authors
N. A. KorenevskyRussian Federation
Nikolai A. Korenevsky, Dr. of Sci. (Engineering), Professor, Head of the Department of Biomedical Engineering
50 Let Oktyabrya str. 94, Kursk 305040
A. V. Titova
Russian Federation
Anna V. Titova, Post-Graduate Student
50 Let Oktyabrya str. 94, Kursk 305040
A. I. Surnina
Russian Federation
Aleksandra I. Surnina, Undergraduate
50 Let Oktyabrya str. 94, Kursk 305040
References
1. Korenevsky N. A., Rodionova S. N., Khripina I. I. Metodologiya sinteza gibridnykh nechetkikh reshayushchikh pravil dlya meditsinskikh intellektual'nykh sistem podderzhki prinyatiya reshenii [Methodology of synthesis of hybrid fuzzy decision rules for medical intelligent decision support systems]. Stary Oskol, TNT Publ., 2019. 472 p.
2. Korenevsky N. A., Rodionova S. N., Khripina I. I., Myasoedova M. A. Gibridnye nechetkie modeli otsenki funktsional'nogo sostoyaniya i sostoyaniya zdorov'ya cheloveka-operatora informatsionno-nasyshchennykh sistem [Hybrid fuzzy models for assessing the functional state and state of health of a human operator of information-saturated systems]. Sistemnyi analiz i upravlenie v biomeditsinskikh sistemakh = System Analysis and Management in Biomedical Systems, 2019, vol. 18, no. 2, рp. 105-109.
3. Korenevsky N. A., Serebrovsky N. A., Kopteva V. I., Govorukhina N. A. Prognozirovanie i diagnostika zabolevanii, vyzyvaemykh vrednymi proizvodstvennymi i ekologicheskimi faktorami na osnove geterogennykh modelei [Prognostication and diagnostics of diseases caused by harmful industrial and environmental factors on the basis of heterogeneous models]. Kursk, Publishing House of Kursk State Agricultural Academy named after I. I. Ivanova, 2012. 231 p.
4. Stepashov R. V., Korenevsky N. A., Serebrovsky A. V., Govorukhina T. N. Ispol'zovanie tekhnologii myagkikh vychislenii dlya prognozirovaniya i diagnostiki professional'nykh zabolevanii rabotnikov agropromyshlennogo kompleksa [The use of soft computing technologies for predicting and diagnosing occupational diseases of agricultural workers]. Kursk, Publishing House of Kursk State Agricultural Academy named after I. I. Ivanova, 2016. 224 p.
5. Korenevsky N. A., Shutkin A. N., Gorbatenko S. A., Serebrovsky V. I. Otsenka i upravlenie sostoyaniya zdorov'ya obuchayushchikhsya na osnove gibridnykh intellektual'nykh tekhnologii [Assessment and management of the health status of students based on hybrid intelligent technologies]. Staryy Oskol: TNT Publ., 2016. 472 p.
6. Al-Kasasbeh R. T., Korenevskiy N., Alshamasin M. S. Method of the ergonomics assessment of the technical systems and its influence on operators. Proceedings of the Advances in the International Conference on Applied Human Factors and Ergonomics Human Factors and Ergonomics in Healthcare and Medical Devices (AHFE’17). Los Angeles, 2017, vol. 590, pp. 581-592.
7. Al-Kasasbeh R. T., Korenevskiy N., Alshamasin M. S., Maksim I. Method of Ergonomics Assessment of Technical Systems and Its Influence on Operators Heath on Basis of Hybrid Fuzzy Models’. Advances in Intelligent Systems and Computing. Bern, Springer Publ., 2018, vol. 590.
8. Al-Kasasbeh R. T., Korenevskiy N., Alshamasin M. S., Korenevskya S., Al-Kasasbeh E. T. Fuzzy model evaluation of vehicles ergonomics and its influence on occupational diseases. Advances in Intelligent Systems and Computing. Bern, Springer Publ., 2019, vol. 792.
9. Koneva L. V., Korenevsky N. A., Degtyarev S. V. Otsenka urovnya psikhoemotsional'nogo napryazheniya i utomleniya po pokazatelyam, kharakterizuyushchim sostoyanie vnimaniya cheloveka [Evaluation of the level of psychoemotional tension and fatigue according to the indicators that characterize the state of human attention]. Sistemnyi analiz i upravlenie v biomeditsinskikh sistemakh = System Analysis and Management in Biomedical Systems, 2012, vol. 11, no. 4, pp. 993-1000.
10. Grigoriev Yu. G., Grigoriev O. A. Sotovaya svyaz' i zdorov'e: elektromagnitnaya obstanovka, radiobiologicheskie i gigienicheskie problemy, prognoz opasnosti [Cellular communication and health: electromagnetic environment, radiobiological and hygienic problems, hazard forecast]. Moscow, Ekonomika Publ., 2013. 565 p.
11. Korenevsky N. A., Myasoedova M. A., Razumova K. V., Serebrovsky A. V. Metod sinteza matematicheskikh modelei prognozirovaniya i diagnostiki professional'nykh zabolevanii rabotnikov predpriyatii elektroenergetiki [Method of synthesis of mathematical models of forecasting and diagnostics of occupational diseases of employees of electric power industry enterprises]. Izvestiya Yugo-Zapadnogo gosudarstvennogo universiteta. Seriya: Upravlenie, vychislitel'naya tekhnika, informatika. Meditsinskoe priborostroenie = Proceedings of the Southwest State University. Series: Management, Computer Engineering, Computer Science. Medical Instrumentation, 2019, vol. 9, no. 2, pp. 127-143.
12. Korenevsky N. A., Titova A. V. Metod sinteza nechetkikh modelei otsenki vliyaniya elektromagnitnykh polei radiochastotnogo diapazona na sostoyanie zdorov'ya [Method of synthesis of fuzzy models for assessing the influence of electromagnetic fields of the radio frequency range on the state of health]. Izvestiya Yugo-Zapadnogo gosudarstvennogo universiteta. Seriya: Upravlenie, vychislitel'naya tekhnika, informatika. Meditsinskoe priborostroenie= Proceedings of the Southwest State University. Series: Management, Computer Engineering, Computer Science. Medical Instrumentation, 2020, vol. 10, no. 2, pp. 102-109.
13. Myasoedova M. A., Korenevsky N. A., Starodubtseva L. V., Pisarev M. V. Matematicheskie modeli otsenki vliyaniya elektromagnitnykh polei na poyavlenie i razvitie professional'nykh zabolevanii v elektroenergeticheskoi otrasli [Mathematical models for assessing the influence of electromagnetic fields on the appearance and development of occupational diseases in the electric power industry]. Modelirovanie, optimizatsiya i informatsionnye tekhnologii = Modeling, Optimization and Information Technology, 2019, vol. 7, no. 2, pp. 27-42.
14. Myasoedova M. A., Starodubtseva L. V., Titova A. V., Shulga P. V. Matematicheskie modeli prognozirovaniya i rannei diagnostiki zabolevanii nervnoi sistemy u rabotnikov elektroenergeticheskikh predpriyatii [Mathematical models of forecasting and early diagnosis of diseases of the nervous system in employees of electric power enterprises]. Izvestiya Yugo- Zapadnogo gosudarstvennogo universiteta. Seriya: Upravlenie, vychislitel'naya tekhnika, informatika. Meditsinskoe priborostroenie = Proceedings of the Southwest State University. Series: Management, Computer Engineering, Computer Science. Medical Instrumentation, 2019, vol. 9, no. 3, pp. 160-172.
15. Myasoedova M. A. Prognozirovanie i rannyaya diagnostika professional'nykh zabolevanii rabotnikov elektroenergeticheskoi otrasli na osnove gibridnykh nechetkikh modelei. Diss. kand. tekhn. nauk [Forecasting and early diagnosis of occupational diseases of electric power industry workers based on hybrid fuzzy models. Cand. techn. sci. diss.]. Kursk, 2019. 162 p.
16. Paltsev Yu. P., Fingers Yu. P., Pokhodzey L. V., Rubtsova N. B., Perov S. Yu., Bogacheva E. V. Problema izucheniya vliyaniya elektromagnitnykh polei na zdorov'e cheloveka. Itogi i perspektivy [The problem of studying the influence of electromagnetic fields on human health. Results and prospects]. Meditsina truda ipromyshlennaya ekologiya = Occupational Medicine And Industrial Ecology, 2013, no. 6, p. 35-40.
17. Korenevsky N. A. Proektirovanie nechetkikh reshayushchikh setei, nastraivae-mykh po strukture dannykh dlya zadach meditsinskoi diagnostiki [Design of fuzzy decision networks, configurable by the data structure for the tasks of medical diagnostics]. Sistemnyi analiz i upravlenie v biomeditsinskikh sistemakh = System Analysis and Management in Biomedical Systems, 2005, vol. 4, no. 1, pp. 12-20.
18. Korenevsky N. A. Ispol'zovanie nechetkoi logiki prinyatiya reshenii dlya meditsinskikh ekspertnykh sistem [The use of fuzzy decision-making logic for medical expert systems]. Meditsinskaya tekhnika = Medical Equipment, 2015, no. 1, pp. 33-35.
19. Korenevskiy N. A. Application of fuzzy logic for decision-making in medical expert systems. Biomedical Engineering, 2015, vol. 49, is. 1, pp. 46-49.
20. Korenevskiy N. A., Degtyarev S. V., Seregin S. P., Novikov A. V. Use of an Interactive Method for Classification in problems of Medical Diagnosis. Biomedical Engineering, 2013, vol. 47, is. 4, pp. 169-172.
21. Korenevskiy N. A., Krupchatnikov R. A., Gorbatenko S. A. Generation of fuzzy network models taught on basic of data structure for medical expert systems. Biomedical Engineering Journal, 2008, vol. 42, no. 2, pp. 67-72.
22. Korenevskiy N. A., Al-Kasasbeh R. T., Ionescouc F., Alshamasin M., Alkasasbeh E., Smith A. P. Fuzzy determination of the human's level of psycho-emotional. IFMBE Proceedings, 2013, vol. 40, pp. 213-216.
23. Korenevskiy N., Al-Kasasbeh R. T., Ionescou F., Alshamasin M., Anrew P. Smit Fuzzy Determination of The Humans Level of Psycho-Emotional. Mega-Conference on Biomedical Enginering. Proceedings of the 4th International Conferecejn the Develjpment of Biomedical Engineering. Berlin, 2012, pp. 354-357.
24. Boytsov A. V., Lazurina L. P., Korenevskaya S. N., Shutkin A. N. Primenenie teorii izmereniya latentnykh peremennykh dlya formirovaniya prostranstva informativnykh priznakov v zadachakh otsenki funktsional'nogo sostoyaniya cheloveka [Application of the theory of measurement of latent variables for the formation of the space of informative signs in the tasks of assessing the functional state of a person]. Izvestiya Yugo-Zapadnogo gosudarstvennogo universiteta. Seriya: Upravlenie, vychislitel'naya tekhnika, informatika. Meditsinskoe priborostroenie = Proceedings of the Southwest State University. Series: Management, Computer Engineering, Computer Science. Medical Instrumentation, 2014, no. 6 (57), pp. 52-58.
25. Korenevsky N. A., Shutkin A. N., Boitsova E. A., Dmitrieva V. V. Otsenka i upravlenie sostoyaniem zdorov'ya na osnove modelei G. Rasha [Assessment and management of the state of health based on the models of G. Rush]. Meditsinskaya tekhnika = Medical Technology, 2015, no. 6, pp. 37-40.
26. Korenevsky N. A., Shutkin A. N., Boytsova E. A., Dmitrieva V. V. Evaluation and management of health status based on G. Rush’s models. Medical Equipment, 2015, pp. 3740.
27. Korenevsky N. A., Krupchatnikov R. A., Al-Kasasbeh R. T. Teoreticheskie osnovy biofiziki akupunktury s prilozheniyami v meditsine, psikhologii i ekolo-gii na osnove nechetkikh setevykh modelei [Theoretical foundations of biophysics of acupuncture with applications in medicine, psychology and ecology based on fuzzy network model]. Stary Oskol, TNT Publ., 2013. 528 p.
Review
For citations:
Korenevsky N.A., Titova A.V., Surnina A.I. Evaluation of the Influence of Electromagnetic Fields of the Radio Frequency Range on the Functional State and Operability of Operators Based on Soft Computing Technology. Proceedings of the Southwest State University. Series: IT Management, Computer Science, Computer Engineering. Medical Equipment Engineering. 2021;11(2):120-137. (In Russ.)