Queueing network modeling of human performance of concurrent spatial and verbal tasks

This article describes a three-node queueing network model of human multitask performance to account for interferences between concurrent spatial and verbal tasks. The model integrates considerations of single-channel queuing theoretic models of selective attention and parallel processing, multiple-resource models of divided attention, and provides a computational framework for modeling both the serial processing and the concurrent execution aspects of human multitask performance. The single-channel and the multiple-resource concepts and their applications in engineering models are reviewed. Experimental evidence in support of the queueing network model is summarized. The potential value of using queueing network methods to integrate currently isolated concepts of human multitask performance and in modeling human machine interaction in general is discussed.

[1]  Ravi S. Adapathya,et al.  Strategic Behavior, Workload, and Performance in Task Scheduling , 1991 .

[2]  Thomas B. Sheridan,et al.  On How Often the Supervisor Should Sample , 1970, IEEE Trans. Syst. Sci. Cybern..

[3]  William B. Rouse,et al.  Human-Computer Interaction in Multitask Situations , 1977, IEEE Transactions on Systems, Man, and Cybernetics.

[4]  D Gopher,et al.  Different difficulty manipulations interact differently with task emphasis: evidence for multiple resources. , 1982, Journal of experimental psychology. Human perception and performance.

[5]  Sheldon Baron,et al.  PROCRU: A model for analyzing flight crew procedures in approach to landing , 1980 .

[6]  C. W. Telford The refractory phase of voluntary and associative responses , 1931 .

[7]  William B. Rouse,et al.  A Model of Human Decisionmaking in Multiple Process Monitoring Situations , 1982, IEEE Transactions on Systems, Man, and Cybernetics.

[8]  S. Hart,et al.  Development of NASA-TLX (Task Load Index): Results of Empirical and Theoretical Research , 1988 .

[9]  Thomas B. Sheridan,et al.  Monitoring Behavior and Supervisory Control , 1976 .

[10]  K. J. W. Craik Theory of the human operator in control systems; the operator as an engineering system. , 1947 .

[11]  D. König,et al.  Queueing Networks: A Survey of Their Random Processes , 1985 .

[12]  Gerald P. Chubb,et al.  STALL: A Simple Model for Workload Analysis in Early System Development , 1987 .

[13]  Krishna R. Pattipati,et al.  A dynamic decision model of human task selection performance , 1983, IEEE Transactions on Systems, Man, and Cybernetics.

[14]  Peter J. Denning,et al.  The Operational Analysis of Queueing Network Models , 1978, CSUR.

[15]  J. R. Jackson Networks of Waiting Lines , 1957 .

[16]  Y Liu,et al.  Queueing network modeling of elementary mental processes. , 1996, Psychological review.

[17]  D. Kahneman,et al.  Attention and Effort , 1973 .

[18]  Victor A. Riley,et al.  W/INDEX: A Predictive Model of Operator Workload , 1989 .

[19]  David L. Kleinman,et al.  Some new control theoretic models for human operator display monitoring , 1976, 1976 IEEE Conference on Decision and Control including the 15th Symposium on Adaptive Processes.

[20]  Marilyn Jager Adams,et al.  Strategic Workload and the Cognitive Management of Advanced Multi-Task Systems , 1991 .

[21]  A. D. Fisk,et al.  Concurrent Automatic and Controlled Visual Search: Can Processing Occur Without Resource Cost? , 1982 .

[22]  L. Brooks Spatial and verbal components of the act of recall. , 1968 .

[23]  C D Wickens,et al.  Visual scanning with or without spatial uncertainty and divided and selective attention. , 1992, Acta psychologica.

[24]  Yili Liu,et al.  Visual Scanning, Memory Scanning, and Computational Human Performance Modeling , 1993 .

[25]  Steven D. Harris,et al.  A system for the assessment of human performance in concurrent verbal and manual control tasks , 1978 .

[26]  C D Wickens,et al.  Compatibility and Resource Competition between Modalities of Input, Central Processing, and Output , 1983, Human factors.

[27]  J. R. Carbonell A Queueing Model of Many-Instrument Visual Sampling , 1966 .

[28]  D. Broadbent Perception and communication , 1958 .

[29]  J H McCracken,et al.  Analyses of Selected LHX Mission Functions: Implications for Operator Workload and System Automation Goals , 1984 .

[30]  John W. Senders,et al.  The Human Operator as a Monitor and Controller of Multidegree of Freedom Systems , 1964 .

[31]  J. W. Senders,et al.  A Queueing Model of Monitoring and Supervisory Behaviour , 1976 .

[32]  Pamela S. Tsang,et al.  To Speak or not to Speak: A Multiple Resource Perspective , 1985 .

[33]  K. Ronald Laughery Micro SAINT — A Tool for Modeling Human Performance in Systems , 1989 .

[34]  A. Welford Single-channel operation in the brain. , 1967, Acta psychologica.

[35]  C D Wickens,et al.  Codes and Modalities in Multiple Resources: A Success and a Qualification , 1988, Human factors.

[36]  D. Damos Multiple-task performance , 2020 .

[37]  Carl M. Harris,et al.  Fundamentals of queueing theory , 1975 .

[38]  Thomas B. Sheridan,et al.  Dynamic Decisions and Work Load in Multitask Supervisory Control , 1980, IEEE Transactions on Systems, Man, and Cybernetics.

[39]  C D Wickens,et al.  The effects of divided attention on information processing in manual tracking. , 1976, Journal of experimental psychology. Human perception and performance.

[40]  S T Klapp,et al.  Multiple Resources for Processing and Storage in Short-Term Working Memory , 1988, Human factors.

[41]  Thomas B. Malone,et al.  Human Factors Engineering impact on System Workload and Manning Levels , 1986 .

[42]  Norman E. Lane,et al.  THE HUMAN OPERATOR SIMULATOR: AN OVERVIEW , 1981 .

[43]  Onno Boxma,et al.  Sojourn times in queueing networks , 1989 .

[44]  J. Deutsch,et al.  Attention: Some theoretical considerations. , 1963 .

[45]  A. Baddeley Human Memory: Theory and Practice, Revised Edition , 1990 .

[46]  William B. Rouse,et al.  Adaptive Allocation of Decisionmaking Responsibility between Human and Computer in Multitask Situations , 1979, IEEE Transactions on Systems, Man, and Cybernetics.

[47]  William B. Rouse,et al.  A Queueing Model of Pilot Decisionmaking in a Multitask Flight Management Situation , 1978, IEEE Transactions on Systems, Man, and Cybernetics.

[48]  Robert J. Wherry The Human Operator Simulator — HOS , 1976 .

[49]  C D Wickens,et al.  Multiple Resources, Task-Hemispheric Integrity, and Individual Differences in Time-Sharing , 1981, Human factors.

[50]  N Moray,et al.  Where is capacity limited? A survey and a model. , 1967, Acta psychologica.