Functional brain network analysis of VR motion sickness

Kim W, Lee S, Bovik AC (2021) VR sickness versus VR presence: a statistical prediction model. IEEE Trans Image Process 30:559–571

Article  PubMed  Google Scholar 

Oman CM, Cullen KE (2014) Brainstem processing of vestibular sensory exafference: implications for motion sickness etiology. Exp Brain Res 232:2483–2492

Article  PubMed  PubMed Central  Google Scholar 

Hamad A, Jia B (2022) How virtual reality technology has changed our lives: an overview of the current and potential applications and Limitations. Int J Environ Res Public Health 19(18):11278

Article  PubMed  PubMed Central  Google Scholar 

Weech S, Kenny S, Barnett-Cowan M (2019) Presence and cybersickness in virtual reality are negatively related: a review. Front Psychol 10:158

Article  PubMed  PubMed Central  Google Scholar 

Kennedy RS, Drexler J, Kennedy RC (2010) Research in visually induced motion sickness. Appl Ergon 41(4):494–503

Article  PubMed  Google Scholar 

Benzeroual K, Allison RS (2013) Cyber (motion) sickness in active stereoscopic 3D gaming[C]// Proceedings of the 2013 International Conference on 3D Imaging (IC3D). : 1–7

Rebenitsch L, Owen C (2020) Estimating cybersickness from virtual reality applications. Virtual Reality, : 1–10

Ng AK, Chan LK, Lau HY (2020) A study of cybersickness and sensory conflict theory using a motion-coupled virtual reality system. Displays 61:101922

Article  Google Scholar 

Ebenholtz SM, Cohen MM, Linder BJ (1994) The possible role of nystagmus in motion sickness: a hypothesis. Aviat Space Environ Med 65(11):1032–1035

CAS  PubMed  Google Scholar 

Riccio GE, Stoffregen TA (1991) An ecological theory of motion sickness and postural instability. Urbana 100:6180

Google Scholar 

Bos JE, Bles W, Groen EL (2008) A theory on visually induced motion sickness. Displays 29(2):47–57

Article  Google Scholar 

Akiduki H, Nishiike S, Watanabe H et al (2003) Visual-vestibular conflict induced by virtual reality in humans. Neurosci Lett 340(3):197–200

Article  CAS  PubMed  Google Scholar 

Ng AK, T, Chan LKY, Lau H Y (2020) K. A study of cybersickness and sensory conflict theory using a motion-coupled virtual reality system. Displays 61:101922

Article  Google Scholar 

Nishiike S, Okazaki S, Watanabe H et al (2013) The effect of visual-vestibulosomatosensory conflict induced by virtual reality on postural stability in humans. J Med Invest 60(34):236–239

Article  PubMed  Google Scholar 

Kennedy RS, Lane NE, Berbaum KS et al (1993) Simulator sickness questionnaire: an enhanced method for quantifying simulator sickness. Int J Aviat Psychol 3(3):203–220

Article  Google Scholar 

Somrak A, Humar I, Hossain MS et al (2019) Estimating VR sickness and user experience using different HMD technologies: an evaluation study. Future Generation Comput Syst 94:302–316

Article  Google Scholar 

Yeo SS, Kwon JW, Park SY (2022) EEG-based analysis of various sensory stimulation effects to reduce visually induced motion sickness in virtual reality. Sci Rep 12(1):18043

Article  CAS  PubMed  PubMed Central  Google Scholar 

Nürnberger M, Klingner C, Witte OW, Brodoehl S (2021) Mismatch of Visual-Vestibular information in virtual reality: is motion sickness part of the brains attempt to reduce the prediction Error. Front Hum Neurosci, (15)757735.

Arafat IM, Ferdous SM, Quarles J (2018) Cybersickness-provoking virtual reality alters brain signals of persons with multiple sclerosis. 2018 IEEE Conference on Virtual Reality and 3D User Interfaces (VR), Tuebingen/Reutlingen, Germany, :1-120

Nam S, Jang KM, Kwon M, Lim HK, Jeong J (2022) Electroencephalogram microstates and functional connectivity of cybersickness. Front Hum Neurosci 16:857768

Article  PubMed  PubMed Central  Google Scholar 

Raichle ME (2015) The brain’s default mode network. Annu Rev Neurosci 38:433–447

Article  CAS  PubMed  Google Scholar 

Bullmore E, Sporns O (2009) Complex brain networks: graph theoretical analysis of structural and functional systems. Nat Rev Neurosci 10(3):186–198

Article  CAS  PubMed  Google Scholar 

Stephan KE, Hilgetag CC, Burns GA et al (2000) Philosophical transactions of the Royal society of London. Ser B: Biol Sci 355(1393):111–126

CAS  Google Scholar 

Micheloyannis S, Pachou E, Stam JC et al (2006) Small-world networks and disturbed functional connectivity in schizophrenia. Schizophr Res 87(1–3):60–66

Article  PubMed  Google Scholar 

Chen J K, Liu C, Peng C K, et al. Topological reorganization of EEG functional network is associated with the severity and cognitive impairment in Alzheimer’ s disease. Physica A:-Statistical Mechanics & Its Applications, 2019, 513: 588–597.

Zhang T, Wang L, Guo M, Xu G (2020) Effects of virtual reality visual experience on brain functional network. Sheng Wu Yi Xue Gong Cheng Xue Za Zhi 37(2):251–261

PubMed  Google Scholar 

Krokos E, Varshney A (2022) Quantifying VR cybersickness using EEG. Virtual Reality 26:77–89

Article  Google Scholar 

Keshavarz B, Hecht H (2011) Validating an efficient method to quantify motion sickness. Hum Factors 53(4):415–426

Article  PubMed  Google Scholar 

Kennedy RS, Drexler JM, Compton DE et al (2003) Configural scoring of simulator sickness, cybersickness and space adaptation syndrome: similarities and differences[. Virtual and Adaptive Environments. CRC Press,, pp 247–278

Häkkinen J, Ohta F, Kawai T (2019) Time course of sickness symptoms with HMD viewing of 360-degree videos. Electron Imag, (3):60403

Delorme A, Makeig S (2004) EEGLAB: an open source toolbox for analysis of single-trial EEG dynamics including independent component analysis. J Neurosci Methods 134(1):9–21

Article  PubMed  Google Scholar 

Erbayat Altay E, Serdaroglu A, Gucuyener K et al (2005) Rotational vestibular epilepsy from the temporo-parieto-occipital junction. Neurology 65(8):1675–1676

Article  CAS  PubMed  Google Scholar 

Kim KS, Kim YH, Hwang Y et al (2013) Epileptic nystagmus and vertigo associated with bilateral Temporal and frontal lobe epilepsy. Clin Exp Otorhinolaryngol 6(4):259–262

Article  PubMed  PubMed Central  Google Scholar 

Wu Y, Tao C, Li Q (2024) Fatigue characterization of EEG brain networks under mixed reality stereo Vision. Brain Sci 14(11):1126

Article  PubMed  PubMed Central  Google Scholar 

Ye SW, Jang KM, Nam SG, Kwon MY, Lim HK (2023) Recovery time from VR sickness due to susceptibility: objective and quantitative evaluation using electroencephalography. Heliyon 9(4):e14792

Article  Google Scholar 

Jang KM, Kwon M, Nam SG, Kim D, Lim HK (2022) Estimating objective (EEG) and subjective (SSQ) cybersickness in people with susceptibility to motion sickness. Appl Ergon 102:103731

Article  PubMed  Google Scholar 

Chuang SW, Chuang CH, Yu YH, King JT, Lin CT (2016) EEG alpha and gamma modulators mediate motion Sickness-Related spectral Responses. Int J Neural Syst 26(2):1650007

Article  PubMed  Google Scholar 

Wawrzyk M, Wesołowska K, Plechawska-Wójcik M, Szymczyk T (2019) Analysis of Brain Activity Changes Evoked by Virtual Reality Stimuli Based on EEG Spectral Analysis. A Preliminary Study//Information Systems Architecture and Technology: Proceedings of 39th International Conference on Information Systems Architecture and Technology – ISAT 2018. Cham: Springer, : 255–265

Liu S, Chen S, Huang Z, Liu X, Li M, Su F, Hao X, Ming D (2022) Hypofunction of directed brain network within alpha frequency band in depressive patients: a graph-theoretic analysis. Cogn Neurodyn 16(5):1059–1071

Article  PubMed  PubMed Central  Google Scholar 

Clayton MS, Yeung N, Cohen R (2018) The many characters of visual alpha oscillations. Eur J Neurosci 48(7):2498–2508

Article  PubMed  Google Scholar 

Helfrich RF, Huang M, Wilson G, Knight RT (2017) Prefrontal cortex modulates posterior alpha oscillations during top-down guided visual perception. Proceedings of the National Academy of Sciences, 114(35): 9457-62

Benelli A, Memoli C, Neri F et al (2024) Reduction of cognitive fatigue and improved performance at a VR-based driving simulator using tRNS. 27(9):110536

Jones R, Hewett M, Gavaret M et al (2011) Benign temporo-parieto-occipital junction epilepsy with vestibular disturbance: an underrecognized form of epilepsy?, vol 21. Epilepsy & Behavior, pp 412–416. 4

Chang E, Kim HT, Yoo B (2020) Virtual reality sickness: a review of causes and measurements. Int J Human–Computer Interact 36(17):1658–1682

Article  Google Scholar 

Sadaghiani S, Kleinschmidt A (2016) Brain networks and α-oscillations: structural and functional foundations of cognitive control. Trends Cogn Sci 20(11):805–817

Article  PubMed  Google Scholar 

Chelen WE, Kabrisky M, Rogers SK (1993) Spectral analysis of the electroencephalographic response to motion sickness. Aviat Space Environ Med 64(1):24–29

CAS  PubMed  Google Scholar 

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