Literature DB >> 31946544

Decoding Mental Workload in Virtual Environments: A fNIRS Study using an Immersive n-back Task.

Felix Putze, Christian Herff, Christoph Tremmel, Tanja Schultz, Dean J Krusienski.   

Abstract

Virtual Reality (VR) has emerged as a novel paradigm for immersive applications in training, entertainment, rehabilitation, and other domains. In this paper, we investigate the automatic classification of mental workload from brain activity measured through functional near-infrared spectroscopy (fNIRS) in VR. We present results from a study which implements the established n-back task in an immersive visual scene, including physical interaction. Our results show that user workload can be detected from fNIRS signals in immersive VR tasks both person-dependently and -adaptively.

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Year:  2019        PMID: 31946544     DOI: 10.1109/EMBC.2019.8856386

Source DB:  PubMed          Journal:  Conf Proc IEEE Eng Med Biol Soc        ISSN: 1557-170X


  5 in total

1.  Workshops of the Seventh International Brain-Computer Interface Meeting: Not Getting Lost in Translation.

Authors:  Jane E Huggins; Christoph Guger; Erik Aarnoutse; Brendan Allison; Charles W Anderson; Steven Bedrick; Walter Besio; Ricardo Chavarriaga; Jennifer L Collinger; An H Do; Christian Herff; Matthias Hohmann; Michelle Kinsella; Kyuhwa Lee; Fabien Lotte; Gernot Müller-Putz; Anton Nijholt; Elmar Pels; Betts Peters; Felix Putze; Rüdiger Rupp; Gerwin Schalk; Stephanie Scott; Michael Tangermann; Paul Tubig; Thorsten Zander
Journal:  Brain Comput Interfaces (Abingdon)       Date:  2019-12-10

2.  Recognition of Attentional States in VR Environment: An fNIRS Study.

Authors:  Dariusz Zapała; Paweł Augustynowicz; Mikhail Tokovarov
Journal:  Sensors (Basel)       Date:  2022-04-20       Impact factor: 3.847

3.  Editorial: Brain-Computer Interfaces and Augmented/Virtual Reality.

Authors:  Felix Putze; Athanasios Vourvopoulos; Anatole Lécuyer; Dean Krusienski; Sergi Bermúdez I Badia; Timothy Mullen; Christian Herff
Journal:  Front Hum Neurosci       Date:  2020-05-12       Impact factor: 3.169

4.  Will virtual rehabilitation replace clinicians: a contemporary debate about technological versus human obsolescence.

Authors:  Tal Krasovsky; Anat V Lubetzky; Philippe S Archambault; W Geoffrey Wright
Journal:  J Neuroeng Rehabil       Date:  2020-12-09       Impact factor: 4.262

5.  EEG/fNIRS Based Workload Classification Using Functional Brain Connectivity and Machine Learning.

Authors:  Jun Cao; Enara Martin Garro; Yifan Zhao
Journal:  Sensors (Basel)       Date:  2022-10-08       Impact factor: 3.847

  5 in total

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