A colored petri nets based workload evaluation model and its validation through Multi-Attribute Task Battery-II

Appl Ergon. 2017 Apr:60:260-274. doi: 10.1016/j.apergo.2016.11.013. Epub 2016 Dec 14.

Abstract

This paper proposed a colored petri nets based workload evaluation model. A formal interpretation of workload was firstly introduced based on the process that reflection of petri nets components to task. A petri net based description of Multiple Resources theory was given by comprehending it from a new angle. A new application of VACP rating scales named V/A-C-P unit, and the definition of colored transitions were proposed to build a model of task process. The calculation of workload mainly has the following four steps: determine token's initial position and values; calculate the weight of directed arcs on the basis of the rules proposed; calculate workload from different transitions, and correct the influence of repetitive behaviors. Verify experiments were carried out based on Multi-Attribute Task Battery-II software. Our results show that there is a strong correlation between the model values and NASA -Task Load Index scores (r=0.9513). In addition, this method can also distinguish behavior characteristics between different people.

Keywords: Colored petri nets; Multi-Attribute Task Battery-II; Workload.

Publication types

  • Validation Study

MeSH terms

  • Acoustic Stimulation
  • Adult
  • Behavior
  • Cognition
  • Female
  • Humans
  • Male
  • Man-Machine Systems*
  • Models, Theoretical*
  • Photic Stimulation
  • Physical Exertion
  • Task Performance and Analysis
  • Time Factors
  • Workload* / psychology
  • Young Adult