Extended crossover model for human-control of fractional order plants

Martinez, Miguel and Gordon, Timothy and Shu, Lei (2017) Extended crossover model for human-control of fractional order plants. IEEE Access, 5 . pp. 27622-27635. ISSN 2169-3536

Full content URL: https://doi.org/10.1109/ACCESS.2017.2778013

Documents
ACCESS2778013.pdf
[img]
[Download]
30022 08120155.pdf
[img]
[Download]
[img]
Preview
PDF
ACCESS2778013.pdf - Whole Document

4MB
[img]
Preview
PDF
30022 08120155.pdf - Whole Document

1MB
Item Type:Article
Item Status:Live Archive

Abstract

A data-driven generalization of the crossover model is proposed, characterizing the human control of systems with both integer and fractional-order plant dynamics. The model is developed and validated using data obtained from human subjects operating in compensatory and pursuit tracking tasks. From the model, it is inferred that humans possess a limited but consistent capability to compensate for fractional-order plant dynamics. Further, a review of potential sources of fractionality within such man–machine systems suggests that visual perception, based on visual cues that contain memory, and muscular dynamics are likely sources of fractional-order dynamics within humans themselves. Accordingly,
a possible mechanism for fractional-order compensation, operating between visual and muscular sub-systems, is proposed. Deeper analysis of the data shows that human response is more highly correlated to fractional-order representations of visual cues, rather than directly to objective engineering variables, as is commonly proposed in human control models in the literature. These results are expected to underpin future design developments in human-in-the-loop cyber-physical systems, for example, in semi-autonomous highway driving.

Keywords:Man-machine systems, human-control, Human-performance, Driver modelling, Driver behaviour, Fractional Calculus, Applied mathematics, Steering angle measurement
Subjects:H Engineering > H131 Automated Engineering Design
G Mathematical and Computer Sciences > G150 Mathematical Modelling
H Engineering > H660 Control Systems
H Engineering > H672 Cybernetics
G Mathematical and Computer Sciences > G440 Human-computer Interaction
Divisions:College of Science > School of Engineering
Related URLs:
ID Code:30022
Deposited On:25 Jan 2018 14:43

Repository Staff Only: item control page