Skip to main content
Top
Published in: Pattern Recognition and Image Analysis 4/2023

01-12-2023 | SCIENTIFIC SCHOOL OF THE KOTELNIKOV INSTITUTE OF RADIO ENGINEERING AND ELECTRONICS OF THE RUSSIAN ACADEMY OF SCIENCES, MOSCOW, THE RUSSIAN FEDERATION

The Physical Principles of the Construction of Systems for Safe Monitoring of the State of a Human Operator

Authors: S. V. Gerus, V. V. Dementienko, V. I. Mirgorodskiy

Published in: Pattern Recognition and Image Analysis | Issue 4/2023

Log in

Activate our intelligent search to find suitable subject content or patents.

search-config
loading …

Abstract

Based on an analysis of statistical data on railway and road traffic, as well as laboratory studies, mathematical models are developed that describe the “human–monitoring system–vehicle–traffic system” system. The issues of classifying operators according to their tendency to fall asleep and create emergency situations are explored. A statistical analysis of the accident rate of vehicle drivers was carried out based on their susceptibility to accidents. The degree of effectiveness and safety of monitoring systems is taken into account, as well as the influence of psychological factors caused by drivers excessive trust in the monitoring system. The risks associated with system malfunctions and insufficient efficiency of its operation are calculated. The use of an ineffective driver monitoring system does not reduce, but increases the likelihood of an accident. The design and principles of operation of a driver vigilance telemechanical control system (DVTCS) are described. The device is designed for continuous monitoring of the drivers vigilance and attentiveness while driving rolling stock. The work of DVTCS is based on scientific results according to which episodic changes in skin resistance reflect the level of alertness and wakefulness. It has been shown that due to more reliable, continuous, and nondistracting monitoring of the drivers physiological state the DVTCS provides a higher level of traffic safety than its “Safety Handle” counterpart. Statistical data from operational and laboratory data have been analyzed, indicating a high level of operational safety of the DVTCS. A comparison of Russian and international requirements for the safety level of DVTCS has been carried out. Methods for further improvement of the device are noted.

Dont have a licence yet? Then find out more about our products and how to get one now:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Literature
1.
go back to reference K. Akita and H. Nakamura, “Safety and fault-tolerance in computer-controlled railway signalling systems,” in Dependable Computing for Critical Applications, Dependable Computing and Fault-Tolerant Systems, Vol. 4 (Vienna, 1991), pp. 107–131. https://doi.org/10.1007/978-3-7091-9123-1_5 K. Akita and H. Nakamura, “Safety and fault-tolerance in computer-controlled railway signalling systems,” in Dependable Computing for Critical Applications, Dependable Computing and Fault-Tolerant Systems, Vol. 4 (Vienna, 1991), pp. 107–131. https://​doi.​org/​10.​1007/​978-3-7091-9123-1_​5
2.
go back to reference L. G. Augenstein, “Evidences of periodicities in human task performance,” in Information Theory in Psychology: Problems and Methods, Ed. by G. Quastler (The Free Press, Glencoe, Ill., 1995), p. 245. L. G. Augenstein, “Evidences of periodicities in human task performance,” in Information Theory in Psychology: Problems and Methods, Ed. by G. Quastler (The Free Press, Glencoe, Ill., 1995), p. 245.
3.
go back to reference C. Bahlmann and H. Burkhardt, “Measuring HMM similarity with the Bayes probability of error and its application to online handwriting recognition,” in Proc. Sixth Int. Conf. on Document Analysis and Recognition, Seattle, Wash., 2001 (IEEE, 2001), pp. 406–411. https://doi.org/10.1109/icdar.2001.953822 C. Bahlmann and H. Burkhardt, “Measuring HMM similarity with the Bayes probability of error and its application to online handwriting recognition,” in Proc. Sixth Int. Conf. on Document Analysis and Recognition, Seattle, Wash., 2001 (IEEE, 2001), pp. 406–411. https://​doi.​org/​10.​1109/​icdar.​2001.​953822
6.
go back to reference V. M. Bekhterev, Suggestion and Its Role in Social Life (Transaction Publishers, New Brunswick, 1998). V. M. Bekhterev, Suggestion and Its Role in Social Life (Transaction Publishers, New Brunswick, 1998).
9.
go back to reference B. J. Campbell and D. Levine, “Accident proneness and driver license programs,” in First Int. Conf. on Driver Behavior (Zürich, 1973), p. 1. B. J. Campbell and D. Levine, “Accident proneness and driver license programs,” in First Int. Conf. on Driver Behavior (Zürich, 1973), p. 1.
12.
go back to reference “Commercial motor vehicle driver fatigue and alertness study,” Tech. summary, FHWA report number: FHWA-MC-97-001, TC report number: TP 12876E (1997). “Commercial motor vehicle driver fatigue and alertness study,” Tech. summary, FHWA report number: FHWA-MC-97-001, TC report number: TP 12876E (1997).
13.
go back to reference S. Coren, Sleep Thieves: An Eye-Opening Exploration into the Science and Mysteries of Sleep (Simon & Schuster, New York, 1996). S. Coren, Sleep Thieves: An Eye-Opening Exploration into the Science and Mysteries of Sleep (Simon & Schuster, New York, 1996).
14.
go back to reference M. E. Dawson, A. M. Schell, and D. N. Filion, “The electrodermal system,” in Principles of Psycho-Physiology, Ed. by J. T. Cacioppo and L. G. Tassinary (Cambridge Univ. Press, Cambridge, 1990), pp. 295–324. M. E. Dawson, A. M. Schell, and D. N. Filion, “The electrodermal system,” in Principles of Psycho-Physiology, Ed. by J. T. Cacioppo and L. G. Tassinary (Cambridge Univ. Press, Cambridge, 1990), pp. 295–324.
15.
go back to reference V. V. Dementienko and V. B. Dorokhov, “Estimate of efficiency of control systems of wakefulness level of a human-operator taking into account the probabilistic nature of error appearance at dropping-off to sleep,” Zh. Vysshei Nervnoi Deyatel’nosti 63 (1), 24–32 (2013). V. V. Dementienko and V. B. Dorokhov, “Estimate of efficiency of control systems of wakefulness level of a human-operator taking into account the probabilistic nature of error appearance at dropping-off to sleep,” Zh. Vysshei Nervnoi Deyatel’nosti 63 (1), 24–32 (2013).
18.
go back to reference V. V. Dementienko, V. B. Dorokhov, L. G. Koreneva, A. G. Markov, and V. M. Shakhnarovitch, “The peculiarities of electrodermal reactions accompanying the changes of alertness in humans,” Int. J. Psychophysiology 30, 267 (1998).CrossRef V. V. Dementienko, V. B. Dorokhov, L. G. Koreneva, A. G. Markov, and V. M. Shakhnarovitch, “The peculiarities of electrodermal reactions accompanying the changes of alertness in humans,” Int. J. Psychophysiology 30, 267 (1998).CrossRef
19.
go back to reference V. V. Dementienko, V. B. Dorokhov, L. G. Koreneva, A. G. Markov, V. M. Shakhnarovitch, and P. V. Zakharov, “On the possibility of using EDR for estimation of the vigilance changes,” Int. J. Psychophysiology 30, 267 (1998).CrossRef V. V. Dementienko, V. B. Dorokhov, L. G. Koreneva, A. G. Markov, V. M. Shakhnarovitch, and P. V. Zakharov, “On the possibility of using EDR for estimation of the vigilance changes,” Int. J. Psychophysiology 30, 267 (1998).CrossRef
20.
go back to reference V. V. Dementienko, V. B. Dorokhov, L. G. Koreneva, A. G. Markov, and V. M. Shakhnarovitch, “Hypothesis about the nature of electrodermal reactions,” Int. J. Psychophysiology 30, 267 (1998).CrossRef V. V. Dementienko, V. B. Dorokhov, L. G. Koreneva, A. G. Markov, and V. M. Shakhnarovitch, “Hypothesis about the nature of electrodermal reactions,” Int. J. Psychophysiology 30, 267 (1998).CrossRef
21.
go back to reference V. V. Dementienko, V. B. Dorokhov, L. G. Koreneva, A. G. Markov, and V. M. Shakhnarovich, “Electrodermal indicators of subjective perception of errors in activity at sleepy variation in consciousness,” Zh. Vysshei Nervnoi Deyatel’nosti I.P. Pavlova 50, 206–218 (2001). V. V. Dementienko, V. B. Dorokhov, L. G. Koreneva, A. G. Markov, and V. M. Shakhnarovich, “Electrodermal indicators of subjective perception of errors in activity at sleepy variation in consciousness,” Zh. Vysshei Nervnoi Deyatel’nosti I.P. Pavlova 50, 206–218 (2001).
22.
go back to reference V. V. Dementienko, V. B. Dorokhov, L. G. Koreneva, A. G. Markov, and V. M. Shakhnarovich, “Peculiarities of electrodermal activity at variations in the level of human wakefulness,” Zh. Vysshei Nervnoi Deyatel’nosti I.P. Pavlova 49, 926–935 (1999). V. V. Dementienko, V. B. Dorokhov, L. G. Koreneva, A. G. Markov, and V. M. Shakhnarovich, “Peculiarities of electrodermal activity at variations in the level of human wakefulness,” Zh. Vysshei Nervnoi Deyatel’nosti I.P. Pavlova 49, 926–935 (1999).
24.
go back to reference V. V. Dementienko and S. V. Gerus, “Statistical analysis of prepossession of drivers to accidents,” Nelineinyi Mir 8, 255–263 (2010). V. V. Dementienko and S. V. Gerus, “Statistical analysis of prepossession of drivers to accidents,” Nelineinyi Mir 8, 255–263 (2010).
26.
go back to reference V. V. Dementienko, S. V. Gerus, and V. B. Dorokhov, “Biosimulation of the dynamics of the behavioral segment during falling asleep,” in Proc. Second Biennale Conf. on Cognitive Sciences (St. Petersburg, 2006), pp. 497–499. V. V. Dementienko, S. V. Gerus, and V. B. Dorokhov, “Biosimulation of the dynamics of the behavioral segment during falling asleep,” in Proc. Second Biennale Conf. on Cognitive Sciences (St. Petersburg, 2006), pp. 497–499.
27.
go back to reference V. V. Dementienko, S. V. Gerus, V. I. Mirgorodskii, A. G. Markov, V. B. Dorokhov, and V. M. Shakhnarovich, “Quantitative estimation of efficiency of the control systems of driver’s wakefulness,” in Proc. 3rd School-Conf. Sleep is the Window to the World of Wakefulness (Rostov-on-Don, 2005), p. 29. V. V. Dementienko, S. V. Gerus, V. I. Mirgorodskii, A. G. Markov, V. B. Dorokhov, and V. M. Shakhnarovich, “Quantitative estimation of efficiency of the control systems of driver’s wakefulness,” in Proc. 3rd School-Conf. Sleep is the Window to the World of Wakefulness (Rostov-on-Don, 2005), p. 29.
28.
go back to reference V. V. Dementienko, L. V. Karagodin, A. G. Markov, and V. M. Shakhnarovich, “Telemetric system of controlling wakefulness of a locomotive driver,” RF Patent No. 2376159 (2008). V. V. Dementienko, L. V. Karagodin, A. G. Markov, and V. M. Shakhnarovich, “Telemetric system of controlling wakefulness of a locomotive driver,” RF Patent No. 2376159 (2008).
29.
go back to reference V. V. Dementienko, A. G. Markov, D. G. Fomin, and V. M. Shakhnarovich, “Telemetric system for controlling wakefulness of a vehicle driver,” RF Patent No. 2282543 (2005). V. V. Dementienko, A. G. Markov, D. G. Fomin, and V. M. Shakhnarovich, “Telemetric system for controlling wakefulness of a vehicle driver,” RF Patent No. 2282543 (2005).
32.
go back to reference V. B. Dorokhov, “Alpha-spindle and K-complex are phasic activation patterns at spontaneous restoration of disorders of psychomotor activity at various stages of sleepiness,” Zh. Vysshei Nervnoi Deyatel’nosti 53, 503–512 (2003). V. B. Dorokhov, “Alpha-spindle and K-complex are phasic activation patterns at spontaneous restoration of disorders of psychomotor activity at various stages of sleepiness,” Zh. Vysshei Nervnoi Deyatel’nosti 53, 503–512 (2003).
34.
go back to reference V. B. Dorokhov, G. N. Arsenyev, D. V. Zakharchenko, Yu. V. Ukraintseva, T. P. Lavrova, V. V. Dementienko, A. G. Markov, and V. M. Shakhnarovich, “Monotony and eye-hand coordination during tracking performance,” in Proc. 44th Int. Applied Military Psychology Symp. (St. Petersburg, 2008), pp. 53–54. V. B. Dorokhov, G. N. Arsenyev, D. V. Zakharchenko, Yu. V. Ukraintseva, T. P. Lavrova, V. V. Dementienko, A. G. Markov, and V. M. Shakhnarovich, “Monotony and eye-hand coordination during tracking performance,” in Proc. 44th Int. Applied Military Psychology Symp. (St. Petersburg, 2008), pp. 53–54.
35.
go back to reference V. B. Dorokhov, T. M. Lavrova, Yu. V. Ukraintseva, D. V. Zakharchenko, N. A. Pintelina, K. S. Gorunov, V. V. Dementienko, S. V. Gerus, A. G. Markov, and V. M. Shakhnarovich, “Monotony as an experimental model of falling asleep,” in Proc. 4th Congress of the Russian Psychological Society (Rostov-on-Don, 2007), Vol. 1, p. 328. V. B. Dorokhov, T. M. Lavrova, Yu. V. Ukraintseva, D. V. Zakharchenko, N. A. Pintelina, K. S. Gorunov, V. V. Dementienko, S. V. Gerus, A. G. Markov, and V. M. Shakhnarovich, “Monotony as an experimental model of falling asleep,” in Proc. 4th Congress of the Russian Psychological Society (Rostov-on-Don, 2007), Vol. 1, p. 328.
36.
go back to reference Road accidents in Russia (2000): General information (Nauchn.-Issled. Tsentr GIBDD MVD Rossii, Moscow, 2001). Road accidents in Russia (2000): General information (Nauchn.-Issled. Tsentr GIBDD MVD Rossii, Moscow, 2001).
40.
go back to reference W. Feller, An Introduction to Probability Theory and Its Applications (Wiley, 1965). W. Feller, An Introduction to Probability Theory and Its Applications (Wiley, 1965).
41.
go back to reference V. Fenner and Kh. A. Khristov, “Requirements to reliability of microelectronic devices of STsB,” Zhelezn. Dorogi Mira, No. 10, 47–49 (1986). V. Fenner and Kh. A. Khristov, “Requirements to reliability of microelectronic devices of STsB,” Zhelezn. Dorogi Mira, No. 10, 47–49 (1986).
42.
go back to reference C. Fere, “Note on changes in electrical resistance under the effect of sensory stimulation and emotion,” Comples R. Seances Societe Biologie Ser. 9, 217–219 (1888). C. Fere, “Note on changes in electrical resistance under the effect of sensory stimulation and emotion,” Comples R. Seances Societe Biologie Ser. 9, 217–219 (1888).
43.
go back to reference D. V. Gavzov and E. V. Samonina, “Method for calculating the quantitative safety indicators of microprocessor systems of automation and telemechanics,” Vestn. VNIIZhTa, No. 5, 9–12 (1992). D. V. Gavzov and E. V. Samonina, “Method for calculating the quantitative safety indicators of microprocessor systems of automation and telemechanics,” Vestn. VNIIZhTa, No. 5, 9–12 (1992).
44.
go back to reference S. V. Gerus, V. V. Dementienko, and V. M. Shakhnarovich, “Mathematical modeling of hte driver-control device-locomotive system,” in Proc. 1st Russ. School-Conf. Sleep is the Window to the World of Wakefulness (Moscow, 2001), p. 19. S. V. Gerus, V. V. Dementienko, and V. M. Shakhnarovich, “Mathematical modeling of hte driver-control device-locomotive system,” in Proc. 1st Russ. School-Conf. Sleep is the Window to the World of Wakefulness (Moscow, 2001), p. 19.
45.
go back to reference S. V. Gerus, V. V. Dementienko, and V. M. Shakhnarovich, “System for monitoring the state of driver and safety at automotive transport,” Biomeditsinskie Tekhnol. Radioelektronika, No. 8, 46–52 (2003). S. V. Gerus, V. V. Dementienko, and V. M. Shakhnarovich, “System for monitoring the state of driver and safety at automotive transport,” Biomeditsinskie Tekhnol. Radioelektronika, No. 8, 46–52 (2003).
46.
go back to reference S. V. Gerus, V. V. Dementienko, and V. M. Shakhnarovich, “Effect of psychological factors on efficiency of monitoring systems of driver’s state,” in Anniversary Collection of the Institute of Radioengineering and Electronics of the Russian Academy of Sciences (2004), pp. 28–32. S. V. Gerus, V. V. Dementienko, and V. M. Shakhnarovich, “Effect of psychological factors on efficiency of monitoring systems of driver’s state,” in Anniversary Collection of the Institute of Radioengineering and Electronics of the Russian Academy of Sciences (2004), pp. 28–32.
48.
go back to reference V. E. Gmurman, “Probability Theory and Mathematical Statistics,” (2001). V. E. Gmurman, “Probability Theory and Mathematical Statistics,” (2001).
49.
go back to reference D. Gorodnichy and G. Roth, “Nouse ‘Use your nose as a mouse’—A new technology for hands-free games and interfaces,” in Proc. Int. Conf. on Vision Interface (VI’2002) (Calgary, 2002). D. Gorodnichy and G. Roth, “Nouse ‘Use your nose as a mouse’—A new technology for hands-free games and interfaces,” in Proc. Int. Conf. on Vision Interface (VI’2002) (Calgary, 2002).
50.
go back to reference “Schedule of motion and plan of train formation in 1996-1997,” Zheleznodorozhnyi Transp., No. 6, 31–32 (1996). “Schedule of motion and plan of train formation in 1996-1997,” Zheleznodorozhnyi Transp., No. 6, 31–32 (1996).
56.
go back to reference E. R. Hilgard, Hypnotic Susceptibility (Harcourt, Brace and World, New York, 1965). E. R. Hilgard, Hypnotic Susceptibility (Harcourt, Brace and World, New York, 1965).
60.
go back to reference “Mortality rate because of road accidents in the world.” https://openbase.online/smertnost-ot-dtp-v-mire/ “Mortality rate because of road accidents in the world.” https://​openbase.​online/​smertnost-ot-dtp-v-mire/​
61.
go back to reference S. Jianbo and C. Tomasi, “Good features to track,” in IEEE Conf. on Computer Vision and Pattern Recognition (CVPR94), Seattle, Wash., 1994 (IEEE, 1994), pp. 593–600. S. Jianbo and C. Tomasi, “Good features to track,” in IEEE Conf. on Computer Vision and Pattern Recognition (CVPR94), Seattle, Wash., 1994 (IEEE, 1994), pp. 593–600.
63.
go back to reference E. J. Henley and H. Kumamoto, Probabilistic Risk Assessment: Reliability Engineering (Design and Analysis, 1992). E. J. Henley and H. Kumamoto, Probabilistic Risk Assessment: Reliability Engineering (Design and Analysis, 1992).
65.
go back to reference A. M. Krivnoi, V. G. Kozubenko, E. R. Stupak, and V. L. Fisenko, “Quantitative assessment of reducing the efficiency of control activity of locomotive driver,” Zheleznodorozhnyi Transp. Obzornaya Inf. Ser.: Bezop. Dvizheniya, No. 3, 1–47 (1991). A. M. Krivnoi, V. G. Kozubenko, E. R. Stupak, and V. L. Fisenko, “Quantitative assessment of reducing the efficiency of control activity of locomotive driver,” Zheleznodorozhnyi Transp. Obzornaya Inf. Ser.: Bezop. Dvizheniya, No. 3, 1–47 (1991).
66.
go back to reference N. S. Kukuev, N. E. Markina, S. A. Strokov, and V. Y. Yakhontov, “Analysis of motion safety state in the locomotive park of Russian railways in 1995,” Zheleznodorozhnyi Transp. Obzornaya Inf. Ser.: Bezop. Dvizheniya, Nos. 1–3, 1–79 (1996). N. S. Kukuev, N. E. Markina, S. A. Strokov, and V. Y. Yakhontov, “Analysis of motion safety state in the locomotive park of Russian railways in 1995,” Zheleznodorozhnyi Transp. Obzornaya Inf. Ser.: Bezop. Dvizheniya, Nos. 1–3, 1–79 (1996).
67.
go back to reference E. Kunkel, Kriminalität und Fahreignung (TÜV Rheinland, Cologne, 1975). E. Kunkel, Kriminalität und Fahreignung (TÜV Rheinland, Cologne, 1975).
71.
go back to reference A. A. Markov, “Example of statistical study over text of Evgenii Onegin illustrating the connection of tryouts in a chain,” Izv. Akad. Nauk 7, 153–162 (1913). A. A. Markov, “Example of statistical study over text of Evgenii Onegin illustrating the connection of tryouts in a chain,” Izv. Akad. Nauk 7, 153–162 (1913).
73.
go back to reference Y. Matsumoto and A. Zelinsky, “An algorithm for real-time stereo vision implementation of head pose and gaze direction measurement,” in Proc. Fourth IEEE Int. Conf. on Automatic Face and Gesture Recognition, Grenoble, France, 2000 (IEEE, 2000), pp. 499–504. https://doi.org/10.1109/afgr.2000.840680 Y. Matsumoto and A. Zelinsky, “An algorithm for real-time stereo vision implementation of head pose and gaze direction measurement,” in Proc. Fourth IEEE Int. Conf. on Automatic Face and Gesture Recognition, Grenoble, France, 2000 (IEEE, 2000), pp. 499–504. https://​doi.​org/​10.​1109/​afgr.​2000.​840680
74.
go back to reference V. I. Mirgorodsky, V. V. Gerasimov, A. V. Gerus, V. V. Dementienko, and E. M. Korablev, “Acoustic signals accompanying electrodermal activity,” in 34th Session of the Russian Academy of Education (Moscow, 2022), pp. 965–969. V. I. Mirgorodsky, V. V. Gerasimov, A. V. Gerus, V. V. Dementienko, and E. M. Korablev, “Acoustic signals accompanying electrodermal activity,” in 34th Session of the Russian Academy of Education (Moscow, 2022), pp. 965–969.
78.
go back to reference C. M. Oman and A. M. Liu, “Locomotive in-cab alerter technology assessment. MVL publication no. 07.30,” in Development of Alternative Locomotive In-Cab Alerter Technology: Final Technical Report (2006). C. M. Oman and A. M. Liu, “Locomotive in-cab alerter technology assessment. MVL publication no. 07.30,” in Development of Alternative Locomotive In-Cab Alerter Technology: Final Technical Report (2006).
80.
go back to reference S. W. Quenault and J. Fuhrmann, “Fahrverhaltensbeobachtung und Fahrerklassifikation im Straßenverkehr,” Z. Verkehrssicherheit, No. 15, 248 (1969). S. W. Quenault and J. Fuhrmann, “Fahrverhaltensbeobachtung und Fahrerklassifikation im Straßenverkehr,” Z. Verkehrssicherheit, No. 15, 248 (1969).
81.
go back to reference A. Rechtschaffen and A. Kales, A Manual of Standardized Terminology, Techniques, and Scoring System for Sleep Stages of Human Subjects (UCLA Brain Information Service, Los Angeles, 1968). A. Rechtschaffen and A. Kales, A Manual of Standardized Terminology, Techniques, and Scoring System for Sleep Stages of Human Subjects (UCLA Brain Information Service, Los Angeles, 1968).
83.
go back to reference V. V. Sapozhnikov, Vl. V. Sapozhnikov, Kh. A. Khristov, and D. V. Gavzov, Methods for constructing safe microelectronic systems of railway automation, Ed. by Vl. V. Sapozhnikov (Transport, Moscow, 1995). V. V. Sapozhnikov, Vl. V. Sapozhnikov, Kh. A. Khristov, and D. V. Gavzov, Methods for constructing safe microelectronic systems of railway automation, Ed. by Vl. V. Sapozhnikov (Transport, Moscow, 1995).
84.
go back to reference V. I. Shoshin and G. V. Malashkevich, “Analysis of the state of motion safety in locomotive facilities of railways in 1991,” Zheleznodorozhnyi Transp. Obzornaya Inf. Ser.: Bezop. Dvizheniya, Nos. 1–2, 1–79 (1992). V. I. Shoshin and G. V. Malashkevich, “Analysis of the state of motion safety in locomotive facilities of railways in 1991,” Zheleznodorozhnyi Transp. Obzornaya Inf. Ser.: Bezop. Dvizheniya, Nos. 1–2, 1–79 (1992).
85.
go back to reference D. Smith and K. Simpson, Functional Safety: A Straightforward Guide to IEC 61598 and Related Standards (Butterworth Heinemann, 2001). D. Smith and K. Simpson, Functional Safety: A Straightforward Guide to IEC 61598 and Related Standards (Butterworth Heinemann, 2001).
86.
go back to reference J. Tarchanoff, “Galvanic phenomena in the human skin during stimulation of the sensory organs and during various forms of mental activity,” Pflugers Arch. Gesamte Physiologie Menschen Tiere 46, 46–55 (1890).CrossRef J. Tarchanoff, “Galvanic phenomena in the human skin during stimulation of the sensory organs and during various forms of mental activity,” Pflugers Arch. Gesamte Physiologie Menschen Tiere 46, 46–55 (1890).CrossRef
88.
go back to reference Transport and Communications in Russia: Statistical Collection (Goskomstat Rossii, Moscow, 2001). Transport and Communications in Russia: Statistical Collection (Goskomstat Rossii, Moscow, 2001).
89.
go back to reference Transport Complex of Russia 2000: Information-Analytical Collection (Transkonsalting, Moscow, 2001). Transport Complex of Russia 2000: Information-Analytical Collection (Transkonsalting, Moscow, 2001).
90.
go back to reference R. Vigouroux, “The electrical resistance considered as a clinical sign,” Progres Med. 3, 87–89 (1888). R. Vigouroux, “The electrical resistance considered as a clinical sign,” Progres Med. 3, 87–89 (1888).
93.
go back to reference A. Whitlock, “Driver vigilance devices: Systems review,” in Rail Safety and Standards Board (Quintec, 2002), p. 105. A. Whitlock, “Driver vigilance devices: Systems review,” in Rail Safety and Standards Board (Quintec, 2002), p. 105.
94.
go back to reference N. A. Wright, B. M. Stone, T. J. Horberry, and N. Reed, “A review of in-vehicle sleepiness detection devices,” in Publiched Project Report PPR157 (TRL Limited, 2007). N. A. Wright, B. M. Stone, T. J. Horberry, and N. Reed, “A review of in-vehicle sleepiness detection devices,” in Publiched Project Report PPR157 (TRL Limited, 2007).
95.
go back to reference J. Yang, R. Stiefelhagen, U. Meier, and A. Waibel, “Real-time face and facial feature tracking and applications,” in Proc. AVSP’98 (Terrigal, Australia, 1998), pp. 79–84. J. Yang, R. Stiefelhagen, U. Meier, and A. Waibel, “Real-time face and facial feature tracking and applications,” in Proc. AVSP’98 (Terrigal, Australia, 1998), pp. 79–84.
97.
go back to reference “Railway transport of 1995: Numbers and facts,” Zheleznodorozhnyi Transp., No. 4, 14–20 (1996). “Railway transport of 1995: Numbers and facts,” Zheleznodorozhnyi Transp., No. 4, 14–20 (1996).
Metadata
Title
The Physical Principles of the Construction of Systems for Safe Monitoring of the State of a Human Operator
Authors
S. V. Gerus
V. V. Dementienko
V. I. Mirgorodskiy
Publication date
01-12-2023
Publisher
Pleiades Publishing
Published in
Pattern Recognition and Image Analysis / Issue 4/2023
Print ISSN: 1054-6618
Electronic ISSN: 1555-6212
DOI
https://doi.org/10.1134/S1054661823040168

Other articles of this Issue 4/2023

Pattern Recognition and Image Analysis 4/2023 Go to the issue

SCIENTIFIC SCHOOLS OF THE FEDERAL RESEARCH CENTER “COMPUTER SCIENCE AND CONTROL” OF THE RUSSIAN ACADEMY OF SCIENCES, MOSCOW, THE RUSSIAN FEDERATION

Axel Berg and the Digital Revolution in Science, Education, and Society of the Russian Federation

SCIENTIFIC SCHOOL OF THE INSTITUTE OF MATHEMATICAL PROBLEMS OF BIOLOGY OF THE RUSSIAN ACADEMY OF SCIENCES–THE BRANCH OF KELDYSH INSTITUTE OF APPLIED MATHEMATICS OF RUSSIAN ACADEMY OF SCIENCES, PUSHCHINO, MOSCOW REGION, THE RUSSIAN FEDERATION

Spectral Methods in Data Analysis and Pattern Recognition Problems: Works of the Pushchino School

SCIENTIFIC SCHOOL OF THE IMAGE PROCESSING SYSTEMS INSTITUTE OF THE RUSSIAN ACADEMY OF SCIENCES–BRANCH OF THE FEDERAL SCIENTIFIC RESEARCH CENTER “CRYSTALLOGRAPHY AND PHOTONICS” OF THE RUSSIAN ACADEMY OF SCIENCES, SAMARA, THE RUSSIAN FEDERATION

Methods for Processing and Understanding Image Sequences in Autonomous Navigation Problems

SCIENTIFIC SCHOOLS OF THE LOMONOSOV MOSCOW STATE UNIVERSITY (MSU), MOSCOW, THE RUSSIAN FEDERATION

Image Analysis and Enhancement: General Methods and Biomedical Applications

SCIENTIFIC SCHOOLS OF THE FEDERAL RESEARCH CENTER “COMPUTER SCIENCE AND CONTROL” OF THE RUSSIAN ACADEMY OF SCIENCES, MOSCOW, THE RUSSIAN FEDERATION

Document Localization and Classification As Stages of a Document Recognition System

SCIENTIFIC SCHOOLS OF THE V.A. TRAPEZNIKOV INSTITUTE OF CONTROL SCIENCES OF THE RUSSIAN ACADEMY OF SCIENCES, MOSCOW, THE RUSSIAN FEDERATION

On the Work of the Institute of Control Sciences of the Russian Academy of Sciences in the Field of Pattern Recognition Theory and Applications in the 20th Century

Premium Partner