Using automated state space planning for effective management of visual information and learner’s attention in virtual reality

Research output: Chapter in Book/Report/Conference proceedingConference contribution

166 Downloads (Pure)

Abstract

Educational immersive virtual reality is often tasked with minimising distractions for learners and maintaining or signalling their focus to the right areas. Managing location, density and relevancy of visual information in the virtual environment pertain to this. Essentially this problem could be defined as the need of management of cognitive load from the visual information. To aid in the automated handling of this problem, this study investigates the use of automated state-space planning to model the current “state” of the virtual environment, and determine from a given pool of steps or “actions”, a sequence that prioritise minimising cognitive load from visual information through planning the location and density of objects. This study also investigates modelling the state of what a learner has been informed of and applied. This enables planning to determine when to have the learner relate concepts to existing knowledge for deeper knowledge; planning their generative learning. These states are planned in conjunction with the virtual environment states. The planning is also responsive to identified changes in the learner’s deviated attention, or performance with the task. Together it has the potential to minimise the cognitive load from being taught intrinsic information, and minimising extraneous information from the virtual environment. What was produced currently does not yield many results beyond the method of planning helping the virtual reality applications manage where information appears, but it at least also established a framework for future testing, and improvements to the used methods. This paper provides in more detail, the background for this topic in immersive virtual reality, its significance, the methods used and an evaluation of the method and how further investigations will be continued.

Original languageEnglish
Title of host publicationIntelligent Systems and Applications - Proceedings of the 2019 Intelligent Systems Conference IntelliSys Volume 2
EditorsYaxin Bi, Rahul Bhatia, Supriya Kapoor
PublisherSpringer-Verlag
Pages24-40
Number of pages17
Volume1038
ISBN (Print)9783030295127
DOIs
Publication statusE-pub ahead of print - 24 Aug 2019
EventIntelligent Systems Conference, IntelliSys 2019 - London, United Kingdom
Duration: 5 Sept 20196 Sept 2019

Publication series

NameAdvances in Intelligent Systems and Computing
Volume1038
ISSN (Print)2194-5357
ISSN (Electronic)2194-5365

Conference

ConferenceIntelligent Systems Conference, IntelliSys 2019
Country/TerritoryUnited Kingdom
CityLondon
Period5/09/196/09/19

Fingerprint

Dive into the research topics of 'Using automated state space planning for effective management of visual information and learner’s attention in virtual reality'. Together they form a unique fingerprint.

Cite this