Abstract
The aim of the work is to obtain mathematical models for predicting and early diagnosis of cognitive disorders of operators of human-machine systems, provoked by prolonged psycho-emotional stress and chronic fatigue arising from ergonomic risk factors. The work uses technical means of monitoring the state of various components of such cognitive functions as attention, memory, thinking and energy characteristics of biologically active points “associated” with the studied cognitive functions. As a basic mathematical apparatus, the synthesis methodology of hybrid fuzzy decision rules is used. In the course of the research, mathematical models were obtained for predicting and early diagnosis of impaired attention and memory functions associated with the professional activities of operators of human-machine systems. During mathematical modeling, expert assessment and statistical tests, it was found that the confidence in the correct decision-making using the obtained mathematical models exceeds 0.85.
This is a preview of subscription content, log in via an institution.
Buying options
Tax calculation will be finalised at checkout
Purchases are for personal use only
Learn about institutional subscriptionsReferences
Alberdi, A., Aztiria, A., Basarab, A.: Using smart offices to predict occupational stress. Int. J. Ind. Ergon. 67, 13–26 (2018)
AL-Kasasbeh, R.T., Korenevskiy, N., Alshamasin, M.S., Maksim, I.: Method of the ergonomics assessment of the technical systems and its influence on operators. In: Advances in the International Conference on Applied Human Factors and Ergonomics Human Factors and Ergonomics in Healthcare and Medical Devices (AHFE 2017), Part of the Advances in Intelligent Systems and Computing book series (AISC), Los Angeles, CA, USA, 17–21 July, vol. 590, pp. 581–592 (2017)
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. In: Duffy, V., Lightner, N. (eds.) Advances in Human Factors and Ergonomics in Healthcare and Medical Devices, AHFE 2017. Advances in Intelligent Systems and Computing, vol. 590, Springer, Cham (2018)
Al-Kasasbeh, R.T., Korenevskiy, N., Alshamasin, M.S., Korenevskiya, S., Al-Kasasbeh, E.T., Maksim, I.: Fuzzy model evaluation of vehicles ergonomics and its influence on occupational diseases. In: Goossens, R. (eds.) Advances in Social and Occupational Ergonomics (AHFE’18), Advances in Intelligent Systems and Computing, vol. 792. Springer, Cham (2019)
Dmitrieva, M.A., Krylov, A.I., Partuliev, L.: Labor psychology and engineering psychology [Text], publishing house of Leningrad State University (1979)
Huang, Y., Lee, J., McFadden, A.C., Murphy, L.A., Robertson, M.M., Cheung, J.H., Zohar, D.: Beyond safety outcomes: an investigation of the impact of safety climate on job satisfaction, employee engagement and turnover using social exchange theory as the theoretical framework. Appl. Ergon. 55, 248–257 (2016)
Paderno, P.I., Popechitelev, E.P.: Reliability and ergonomics of biotechnical systems. Popechitelev, E.P., SPb: JSC Tekhnomerdia, Publishing House, Elmor (2007)
Shutkin, A.N.: Assessment of the level of psychoemotional stress on the basis of combined fuzzy models and G.Rush’s model. Syst. Anal. Control Biomed. Syst. 4(3), 593–600 (2015)
Al-Kasasbeh, R.T.: Investigation of groups of operators based on fuzzy logic. Scientific Periodical News of State, vol. 468, pp. 89–93(1994)
Korenevskiy, N.A., Artemenko, M.V., Provotorov, V.N., Novikova, L.A.: Method of synthesis of fuzzy decision rules on the basis of models of system interrelations for solving problems of prediction and diagnostics of diseases. Syst. Anal. Manag. Biomed. Syst. 13(4), 881–886 (2014)
Korenevskiy, N.A., Korostelev, A.N., Serebrovsky, V.V., Sapitonova, T.N.: The estimation of farm vehicles ergonomics and its use in assessment of the condition of agrarian-industrial complex employees. Bull. Kursk State Agric. Acad. 1, 122–126 (2012)
Korenevskiy, N.A.: The synthesis methodology of hybrid fuzzy decision rules for medical intelligent decision support systems. In: Korenevskiy, N.A., Odionova, S.N., Khripina, I.I. (eds.) TNT, Stary Oskol (2019)
Korenevskiy, N.A., Shutkin, A.N., Gorbatenko, S.A., Serebrovskiy, V.I.: Assessment and management of the state of health of students based on hybrid intellectual technologies, TNT, Stary Oskol (2016)
Lobzin, VYu.: Integrated early diagnosis of cognitive impairment. J. Neurol. Psychol. 11, 72–79 (2015)
Plotnikov, V.V.: Automation of psychological research methods: principles and recommendations. In: Plotnikov, V.V., Korenevskiy, N.A., Zabrodin, Yu.M. Publishing house of the Institute of Psychology ANSSR; VNIIOT Gosagroprom of the USSR, Orel (1989)
Sharit, J., Salvendy, G.: Occcupational stress: review and reappraisal. J. Hum. Factors Ergon. Soc. 24(2), 129–162 (1982)
Al-Kasasbeh, R.T., Korenevskiy, N.A., Alshamasin, M.S., Maksim, I.: Hybrid fuzzy logic modelling and software for ergonomics assessment of biotechnical systems. Int. J. Comput. Appl. Technol. 60(1), 12–26 (2019)
Al-Kasasbeh, R.T., Korenevskiy, N., Alshamasin, M., Ionescou, F., Smith, A.P.: Prediction of gastric ulcers based on the change in electrical resistance of acupuncture points using fuzzy logic decision making. Comput. Methods Biomech. Biomed. Eng. 1–12 (2012). https://doi.org/10.1080/10255842.2011.618926
Al-Kasasbeh, R.T., Shamaseen, M.S., Skopin, D.E., Barbarawi, O., Geppener, V.V.: Automated detection of artifacts in electroencephalography signals using a linear prediction model. Biomed. Eng. 43(1), 31–35 (2009). ISSN 1573–8256
Korenevskiy, N.A., Skopin, D.E., Al Kasasbeh, R.T., Kuzmin, A.A.: System for studying specific features of attention and memory’. Biomed. Eng. 44(1), 32–35 (2010)
Al-Kasasbeh, R.: Biotechnical measurement and software system controlled features for determining the level of psycho-emotional tension on man-machine systems by fuzzy measures. Adv. Eng. Softw. 45, 137–143 (2012)
Korenevskiy, N.A., Al-Kasasbeh, R.T., Ionescu, F., Arghir, S.: Determining the level of psycho-emotional tension on a heterogeneous rules of fuzzy output. In: Proceedings of the 18th International Conference on Control Systems and Computer Science (CSCS-18), Bucharest, Romania, 24–27 May 2011, pp. 901–904. Politechnica Press (2011)
Korenevskiy, N., Al-Kasasbeh, R.T., Ionescou, F., Alshamasin, M., Alkasasbeh, E., Smith, A.P.: Fuzzy determination of the human’s level of psycho-emotional. In: Proceedings of the 4th International Conference on the Development of Biomedical Engineering, BME2012, pp. 354–357, Ho Chi Minh City (2012)
Korenevskiy, N.A., Degtyarev, S.V., Seregin, S.P., Novikov, A.V.: Use of an interactive method for classification in problems of medical diagnosis. Biomed. Eng. 47(4), 169–172 (2013c)
Korenevskiy, N.A., Gadalov, V.N., Korovin, E.N., Serebrovskiy, V.I.: Assessment of ergonomics of biotechnical systems using shortliffe fuzzy models. Biomed. Eng. 47(4), 173–176 (2013)
Al-Kasasbeh, R.T., Korenevskiy, N., Filist, S., Shatalova, O.V., Alshamasin, M.S., Shaqadan, A.: Biotechnical measurement and monitoring system controlled features for determining the level of a state of environment and health of the person in ecologically adverse regions on the basis of collectives of hybrid decisive rules. Int. J. Model. Identif. Control 32, 10–22 (2019)
Al-Kasasbeh, R.T., Korenevskiy, N.A., Ionescu, F., Kuzmin A.A.: Synthesis of combined fuzzy decision rules based on the exploration analysis data. In: Proceedings of 4th IAFA International Conference on Interdisciplinary Approaches in Fractal Analysis, pp. 71–78, Bucharest, Romania (2009). ISSN 2066-4451
Al-Kasasbeh, R.T., Shamaseen, M.S., Skopin, D.E.: Automated detection and selection of artifacts in encephalography signals. Biomed. Eng. 42(6), 292–301 (2008). ISSN 1573–8256
Korenevskiy, N.A.: Forecasting and diagnostics of the diseases caused by harmful production and ecological factors, on the basis of heterogeneous indistinct models. In: Korenevskiy, N.A. et al (eds.) Publishing House of Kursk State Agricultural Academy, Kursk (2012)
Korenevskiy, N.A.: Geometric approach to synthesis of indistinct decisive rules for the solution of problems of forecasting and medical diagnostics. In: Korenevskiy, N.A. et al. (eds.) Biomedical Radio Electronics, vol. 4, pp. 20–23 (2012)
Korenevskiy, N.A.: Method of heterogeneous indistinct rules synthesis for the analysis and management of a biotechnical systems’ condition News of Southwest State University, Series: Management, Computer Facilities, Informatics. Med. Instr. Making 2, 99–103 (2013)
Korenevskiy, N.A.: Use of an interactive method for classification in problems of medical diagnosis. In: Korenevskiy, N.A. et al. (eds.) Biomedical Engineering, vol. 47, no. 4, pp. 169–172 (2013)
Korenevskiy, N.A.: Application of fuzzy logic for decision making in medical expert systems. Biomed. Eng. 49(1), 46–49 (2015)
Al-Kasasbeh, R.T., El-tous, Y.: Selection of artifacts in EEG-signals using Kullback information. Eng. Sci. J. 22, 69–77 (2006). ISSN 1687-0530
Korenevskiy, N.A., Gorbatenko, S.A., Krupchatnikov, R.A., Lukashov, M.I.: Design of network-based fuzzy knowledge bases for medical decision-making support systems. Biomed. Eng. 43(4), 187–190 (2009)
Korenevskiy, N.A., Ionescu, Fl., Kuzmin, A.A., Al-Kasasbeh, R.T.: Synthesis of the combined fuzzy rules for medical applications with using tools of exploration analysis. J. Biomed. Electron. 5, 65–76 (2009)
Korenevskiy, N.A., Krupchatnikov, R.A., Gorbatenko, S.A.: Generation of fuzzy network models taught on basic of data structure for medical expert systems. Biomed. Eng. J. 42(2), 67–72 (2008)
Korenevskiy, N.A., Rutskoi, R.V., Dolzhenkov, S.D.: Method of forecasting and diagnostics of health on the basis of collectives of indistinct decisive rules. Syst. Anal. Manag. Biomed. Syst. 12(4), 905–909 (2013)
Al-Kasasbeh, R.T., Korenevskiy, N., Alshamasin, M.S., Klionskiy, D., Ionescu, F.: Numerical software algorithms for monitoring control processes and correcting health by synthesis of hybrid fuzzy rules of decision-making on the basis of changes in energetic characteristics of biologically active points. Int. J. Model. Identif. Control 25, 119–137 (2016)
Al-Kasasbeh, R.T., Korenevskiy, N., Alshamasin, M.S., Ionescu, F., Boitcova, E., Al-Kasasbeh, E.: Fuzzy prediction and early detection of stomach diseases by means of combined iteration fuzzy models. Int. J. Biomed. Eng. Technol. 30(3), 228–254 (2019)
Al-Kasasbeh, R., Korenevskiy, N., Ionescu, F., Alshamasin, M., Smith, A.P., Alwadie, A.: Biotechnical measurement and software system for the prediction and diagnosis of osteochondrosis of the lumbar region based on acupuncture points with the use of fuzzy logic rules. Biomedical Engineering -Biomedizinische Technik, DE GRYTER 58(1), 51–65 (2013). https://doi.org/10.1515/bmt-2012-0081, ISSN 1862-278X
Al-Kasasbeh, R.T.: Software features for the estimation of an operators’ group activity in man-machine system. Adv. Eng. Softw. 42, 547–554 (2011)
Korenevskiy, N.A., Ionescu, Fl., Kuzmin, A.A., Al-Kasasbeh, R.T.: Synthesis of the combined fuzzy rules for medical applications with using tools of exploration analysis. J. Biomed. Electron. 5, 65–76 (2009). ISSN 1560–4136
Korenevskiy, N.A., Ionescu, F.L., Kuzmin, A.A., Al-Kasasbeh, R.A.: Prediction of occurrence, aggravation and pre-nosological diagnostics of osteochondrosis of a backbone’s lumbar region with use of reflexology methods. J. Biomed. Electron. 5, 60–64 (2009). ISSN 1560-4136
Al-Kasasbeh, R., Korenevskiy, N., Ionescu, F., Alshamasin, M., Smith, A.P., Alwadie, A., Aljbour, S.: Application of fuzzy analysis with the energy condition of bioactive points to the prediction and diagnosis of gastrointestinal tract diseases. Int. J. Biomed. Eng. Technol. 11(2), 154–236 (2013). ISSN 1752–6426, ISSN print 1752-6418
Al-Kasasbeh, R., Korenevskiy, N., Alshamasin, M.: Bioengineering system for prediction and early prenosological diagnostics of stomach diseases based on energy characteristics of bioactive points with fuzzy logic. In: 2nd Biomedical Engineering Conference and Expo, San Antonio, USA, 30 November–01 December 2015 (2015)
Al-Kasasbeh, R.T., Korenevskiy, N., Alshamasin, M., Klionskiy, D., Ionescu, F.: Numerical software algorithms for monitoring control processes and correcting health by synthesis of hybrid fuzzy rules of decision-making on the basis of changes in energetic characteristics of biologically active points. Int. J. Model. Identif. Control 25(2), 119–137 (2016)
Al Kasasbeh, R.T., Korenevskiy, N.A., Ionescu, F., Alshamasin, M.: Prediction and prenosological diagnostics of gastrointestinal tract diseases based on energy characteristics of acupuncture points and fuzzy logic. In: Processing of the 3rd International Conference on Bioinformatics and Biomedical Technology, pp. 307–312, Sanya, China (2011)
Al-Kasasbeh, R., Korenevskiy, N., Ionescou, F., Alshamasin, M., Kuzmin, A.: Synthesis of fuzzy logic for prediction and medical diagnostics by energy characteristics of acupuncture points. J. Acupunct. Meridian Stud. 4(3), 175–182 (2011)
Al-Kasasbeh, R.T., Korenevskiy, N., Ionescou, F., Alshamasin, M., Kuzmin, A.: Prediction and prenosological diagnostics of heart diseases based on energy characteristics of acupuncture points and fuzzy logic. Comput. Methods Biomech. Biomed. Eng. 15, 1–9 (2012). https://doi.org/10.1080/10255842.2011.554644
Al-Kasasbeh, R.T., Alshamasin, M.S., Ionescu, F., Korenevskiy, N.: Modelling and parameter estimation for operator intelligence in man-machine systems. IJMIC Int. J. Model. Identif. Control 15(1), 69–85 (2012). ISSN 1746-6180, Inderscience Publishing Ltd.
Al-Kasasbeh, R.T., Zaubi, M.A.A., Korenevskiy, N., Al-Shawawreh, F., Alshamasin, M.S., Ionescu, F.: A biotech measurement software system using controlled features for determining the level of psycho-emotional tension on man-machine system operators by bio-active points based on fuzzy logic measures. Int. J. Model. Identif. Control 22(4), 375–395 (2014)
Korenevskiy, N., Alshamasin, M., Al-kasasbeh, R.T., Anatolevich, K.R., Ionescu, F.: Prediction and prenosological diagnosis of stomach diseases based on energy characteristics of acupuncture points and fuzzy logic. Int. J. Model. Identif. Control 23(1), 55–67 (2015)
Korenevskiy, N.A., Ionescu, F., Kuzmin, A.A., Al-Kasasbeh, R.T.: Prediction of occurrence, aggravation and prenosological diagnostics of osteochondrosis of a backbone’s lumbar region with use of reflexology methods. J. Biomed. Electron. 5, 60–64 (2009)
Korenevskiy, N.A., Ionescu, Fl., Kuzmin, A.A., Al-Kasasbeh, R.T.: The prognosis of early and differential diagnostics of diseases on the energetic dicbalance of acupuncture points and fuzzy logic. In: Proceedings of 2009 International Conference Medical–Ecological Information Technologies, Kursk, Russia, 26–29 May, pp. 155–169 (2009). ISBN 978-5-7681-0470-2
Korenevskiy, N.A., Krupchatnikov, R.A., Al-Kasasbeh, R.T.: Theoretical bases of biophysics of acupuncture with applications in medicine, psychology and ecology based on fuzzy network models, 528 p., TNT, Stary Oskol (2013)
Lukashov, M.I.: Determination of the level of prolonged physical fatigue as a risk factor for relapses of chronic diseases. In: Lukashov, M.I., Korenevskiy, N.A., Eremin, A.V., Filatova, O.I. (eds.) Biomedical Electronics, vol. 5, pp. 10–15 (2009)
Shutkin, A.N.: The use of hybrid fuzzy models to assess the degree of fatigue. In: Shutkin, A.N., Boytsova, E.A., Boytsov, A.V., Korenevskaya, S.N. (eds.) Izvestia Southwestern State University. Series: Management, Computing, Informatics. Medical instrumentation(2), 107–118(2015)
Shutkin, A.N., Shutkin, A.N., Boytsova, E.A., Starodubtseva, L.V.: Assessment of the level of fatigue using the theory of measurement of latent variables. Syst. Anal. Manag. Biomed. syst. 14(3), 553–561 (2015)
Titov, V.S., Mishustin, V.N., Novikov, A.V., Korovin, E.N.: Classification of functional states and assessment of phychoemotional strain and fatigue levels based on hybrid fuzzy models. Biomed. Eng. 47(4), 183–185 (2013)
Ustinov, A., Boitsov, A., Korenevskaya, S., Khripina, E.: Intelligent medical systems with groups of fuzzy decision rules. In: Proceedings of the 10th Russian-German Conference on Biomedical Engineering, pp. 90–92, Saint Petersburg (2014)
Al-Kasasbeh, R.T., Korenevskiy, N.A., Aikeyeva, A.A., Rodionova, S.N., Shaqadan, A.A., Maksim, I.: Developing a biotech scheme using fuzzy logic model to predict occurrence of diseases using person’s functional state. Int. J. Comput. Appl. Technol. 62(3), 257–267 (2020)
Al-Kasasbeh, R.T., Korenevskiy, N.A., Mukattash, A., Aikeyeva, A.A., Titov, D., Ilyash, M.U.: A biotech measurement scheme and software application for the level determination of a person’s functional reserve-based fuzzy logic rules. Int. J. Model. Identif. Control 33(3), 271–282 (2019)
Author information
Authors and Affiliations
Corresponding author
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2020 The Editor(s) (if applicable) and The Author(s), under exclusive license to Springer Nature Switzerland AG
About this paper
Cite this paper
Al-Kasasbeh, R.T. et al. (2020). The Influence of Ergonomics of Human-Machine Systems on the Emergence and Development of Cognitive Function Disorders. In: Kalra, J., Lightner, N. (eds) Advances in Human Factors and Ergonomics in Healthcare and Medical Devices. AHFE 2020. Advances in Intelligent Systems and Computing, vol 1205. Springer, Cham. https://doi.org/10.1007/978-3-030-50838-8_15
Download citation
DOI: https://doi.org/10.1007/978-3-030-50838-8_15
Published:
Publisher Name: Springer, Cham
Print ISBN: 978-3-030-50837-1
Online ISBN: 978-3-030-50838-8
eBook Packages: EngineeringEngineering (R0)