The complexity of human performance variability on watch standing task.

The primary objective of this study was to examine the complexity of human temporal variability of topside roving watch task in naval operations concerning the reported times of ship status and to explore the potential presence of chaotic behavior and fractal properties of the reported log times. Topside rover reporting time intervals recorded in the deck logs of the USS Jason Dunham over the 2013-2015 period were analyzed to understand the underlying complexity of the watch standing task that is critical to the success of naval operations. The results on the 0-1 test, analysis of the largest Lyapunov exponents, as well the exploration of the fractal dimension and 1/f spectral analyses, showed that the fluctuation of standing watch time reports data exhibits chaotic and fractal system properties. The critical implications of the study findings for the human-centered design of complex systems were also discussed.

[1]  Georg A. Gottwald,et al.  Testing for Chaos in Deterministic Systems with Noise , 2005 .

[2]  L. Liebovitch,et al.  Chaos and Complexity in Psychology: Introduction to Nonlinear Dynamics and Complexity , 2008 .

[3]  Daniel Mirman,et al.  Multifractal Dynamics in the Emergence of Cognitive Structure , 2012, Top. Cogn. Sci..

[4]  T. Musha,et al.  1/f Fluctuation of Heartbeat Period , 1982, IEEE Transactions on Biomedical Engineering.

[5]  Waldemar Karwowski,et al.  Complexity, fuzziness, and ergonomic incompatibility issues in the control of dynamic work environments , 1991 .

[6]  Georg A. Gottwald,et al.  On the validity of the 0–1 test for chaos , 2009, 0906.1415.

[7]  Damian G. Stephen,et al.  Fractal fluctuations in gaze speed visual search , 2011, Attention, perception & psychophysics.

[8]  Jung Hyup Kim,et al.  Applying fractal analysis to pupil dilation for measuring complexity in a process monitoring task. , 2017, Applied ergonomics.

[9]  Georg A. Gottwald,et al.  A new test for chaos in deterministic systems , 2004, Proceedings of the Royal Society of London. Series A: Mathematical, Physical and Engineering Sciences.

[10]  Pascale Carayon,et al.  Human factors of complex sociotechnical systems. , 2006, Applied ergonomics.

[11]  P. Hancock,et al.  A Dynamic Model of Stress and Sustained Attention , 1989, Human factors.

[12]  Mary Jean Amon,et al.  Synchronization and fractal scaling as foundations for cognitive control , 2018, Cognitive Systems Research.

[13]  Peter A Hancock,et al.  Ergonomics and sustainability: towards an embrace of complexity and emergence , 2013, Ergonomics.

[14]  M. Shlesinger,et al.  Fractal Time and 1/f Noise in Complex Systems , 1987 .

[15]  John R Wilson,et al.  Fundamentals of systems ergonomics/human factors. , 2014, Applied ergonomics.

[16]  H. Stanley,et al.  Multifractal phenomena in physics and chemistry , 1988, Nature.

[17]  Stephen J. Guastello,et al.  Chaos, Catastrophe, and Human Affairs: Applications of Nonlinear Dynamics To Work, Organizations, and Social Evolution , 1995 .

[18]  R. Jennane,et al.  An EMG fractal indicator having different sensitivities to changes in force and muscle fatigue during voluntary static muscle contractions. , 2005, Journal of electromyography and kinesiology : official journal of the International Society of Electrophysiological Kinesiology.

[19]  G. V. van Orden,et al.  Human cognition and 1/f scaling. , 2005, Journal of experimental psychology. General.

[20]  W. Karwowski,et al.  Nonlinear dynamical behavior of surface electromyographical signals of biceps muscle under two simulated static work postures. , 2006, Nonlinear dynamics, psychology, and life sciences.

[21]  Waldemar Karwowski,et al.  A Review of Human Factors Challenges of Complex Adaptive Systems , 2012, Hum. Factors.

[22]  John G Holden,et al.  Fractal 1/ƒ dynamics suggest entanglement of measurement and human performance. , 2011, Journal of experimental psychology. Human perception and performance.

[23]  Atsuo Murata,et al.  Nonlinear Dynamical Analysis of Eye Movement Characteristics Using Attractor Plot and First Lyapunov Exponent , 2015, HCI.

[24]  L. Amaral,et al.  Multifractality in human heartbeat dynamics , 1998, Nature.

[25]  G. Goldberg,et al.  Fractal dimension of electromyographic signals recorded with surface electrodes during isometric contractions is linearly correlated with muscle activation , 1994, Muscle & nerve.

[26]  P. Matsangas,et al.  Operational assessment of the 5-h on/10-h off watchstanding schedule on a US Navy ship: sleep patterns, mood and psychomotor vigilance performance of crewmembers in the nuclear reactor department , 2016, Ergonomics.

[27]  Benoit B. Mandelbrot,et al.  Fractal Geometry of Nature , 1984 .

[28]  Larry S. Liebovitch,et al.  Two lessons from fractals and chaos , 2000 .

[29]  Steven H. Strogatz,et al.  Nonlinear Dynamics and Chaos , 2024 .

[30]  Philippe Terrier,et al.  Kinematic variability, fractal dynamics and local dynamic stability of treadmill walking , 2011, Journal of NeuroEngineering and Rehabilitation.

[31]  Mauricio Barahona,et al.  Detection of nonlinear dynamics in short, noisy time series , 1996, Nature.

[32]  James A. Dixon,et al.  Strong anticipation: Multifractal cascade dynamics modulate scaling in synchronization behaviors , 2011 .

[33]  T. Ivancevic,et al.  Complex Nonlinearity: Chaos, Phase Transitions, Topology Change and Path Integrals , 2008 .

[34]  Neville A Stanton,et al.  Translating concepts of complexity to the field of ergonomics , 2010, Ergonomics.

[35]  Sidney Dekker,et al.  Complexity, signal detection, and the application of ergonomics: reflections on a healthcare case study. , 2012, Applied ergonomics.

[36]  Bruce J. West,et al.  Fractal physiology , 1994, IEEE Engineering in Medicine and Biology Magazine.

[37]  Simon Farrell,et al.  Abstract Concepts Require Concrete Models: Why Cognitive Scientists Have Not Yet Embraced Nonlinearly Coupled, Dynamical, Self-Organized Critical, Synergistic, Scale-Free, Exquisitely Context-Sensitive, Interaction-Dominant, Multifractal, Interdependent Brain-Body-Niche Systems , 2012, Top. Cogn. Sci..

[38]  W Karwowski,et al.  Ergonomics and human factors: the paradigms for science, engineering, design, technology and management of human-compatible systems , 2005, Ergonomics.

[39]  G. A. Moskvin Fractal and Perceptual Images in Info-Ergonomics , 1998 .

[40]  Kenneth R Boff,et al.  Revolutions and shifting paradigms in human factors & ergonomics. , 2006, Applied ergonomics.

[41]  Georg A. Gottwald,et al.  On the Implementation of the 0-1 Test for Chaos , 2009, SIAM J. Appl. Dyn. Syst..

[42]  N. Stergiou,et al.  Human movement variability, nonlinear dynamics, and pathology: is there a connection? , 2011, Human movement science.

[43]  Karl M. Newell,et al.  Is Variability in Human Performance a Reflection of System Noise? , 1998 .

[44]  A. Murata,et al.  Analysis of chaotic dynamics in EEG and its application to assessment of mental workload , 1998, Proceedings of the 20th Annual International Conference of the IEEE Engineering in Medicine and Biology Society. Vol.20 Biomedical Engineering Towards the Year 2000 and Beyond (Cat. No.98CH36286).

[45]  Waldemar Karwowski,et al.  Temporal variability in human performance: A systematic literature review , 2018 .

[46]  Jeffrey M. Hausdorff,et al.  Fractal dynamics of human gait: stability of long-range correlations in stride interval fluctuations. , 1996, Journal of applied physiology.

[47]  H. Korn,et al.  Is there chaos in the brain? I. Concepts of nonlinear dynamics and methods of investigation. , 2001, Comptes rendus de l'Academie des sciences. Serie III, Sciences de la vie.

[48]  Bruce J. West,et al.  Chaos and fractals in human physiology. , 1990, Scientific American.

[49]  P. Terrier,et al.  Non-linear dynamics of human locomotion: effects of rhythmic auditory cueing on local dynamic stability , 2012, Front. Physiol..

[50]  Waldemar Karwowski,et al.  Nonlinear behavior of the center of pressure in simulated standing on elevated construction beams. , 2009, Work.

[51]  Judita Nagyová "0-1" test for chaos , 2018 .

[52]  Yannick Joye,et al.  Fractal Architecture Could Be Good for You , 2007 .

[53]  Karl M. Newell,et al.  Variability and Motor Control , 1993 .

[54]  Waldemar Karwowski,et al.  Evidence of Chaos in a Routine Watchstanding Task. , 2018, Nonlinear dynamics, psychology, and life sciences.

[55]  M A Sinclair,et al.  On complexity, process ownership and organisational learning in manufacturing organisations, from an ergonomics perspective. , 2002, Applied ergonomics.

[56]  E. Weibel Fractal geometry: a design principle for living organisms. , 1991, The American journal of physiology.

[57]  A. Mandell,et al.  Fractal time and the foundations of consciousness: Vertical convergence of 1/f phenomena from ion channels to behavioral states. , 1996 .

[58]  Lucia Ceja,et al.  Dynamic patterns of flow in the workplace: Characterizing within-individual variability using a complexity science approach , 2011 .

[59]  S. Guastello Nonlinear dynamical systems for theory and research in ergonomics , 2017, Ergonomics.