Emotiv BCI & Virtual Reality

Notes:

Brain-computer interfaces (BCIs), such as Emotiv BCI, are systems that allow users to control computers or other devices using only their brain activity. They can be used in virtual reality (VR) to enable users to control and interact with virtual environments using their thoughts alone.

Emotiv BCI is a commercially available BCI system that uses a headset with electrodes to measure the electrical activity of the user’s brain. The system is able to detect and interpret a wide range of brain signals, including signals related to emotions, expressions, and mental commands. This allows users to control and interact with the virtual environment using their thoughts and emotions alone.

In virtual reality, Emotiv BCI can be used to enable users to control and interact with the virtual environment using their thoughts and emotions. For example, a user could use the system to move a virtual avatar or object simply by thinking about moving it, or to select and interact with virtual objects using their thoughts and emotions. This can provide a more immersive and intuitive way of interacting with virtual environments, and it can enable users to experience VR in a more natural and intuitive way.

  • Declarative decision making is a type of decision-making process that is based on the use of facts, evidence, and logical reasoning. In declarative decision making, decisions are made by considering the available information and using logical reasoning to evaluate the options and choose the most appropriate course of action. This approach is often contrasted with procedural decision making, which is based on the execution of pre-defined rules or procedures rather than on logical reasoning.
  • Steady-state evoked potentials (SSEPs) are a type of brain activity that can be measured using electroencephalography (EEG). SSEPs are produced by the brain in response to repetitive stimuli, such as a flashing light or a repeating sound. By measuring SSEPs, it is possible to study the activity of the brain and to investigate various neurological and psychological phenomena, such as attention, learning, and memory. SSEPs are often used in research and clinical settings as a non-invasive way to study brain function.

Resources:

Wikipedia:

References:

See also:

100 Best BioExplorer Videos | 100 Best LabVIEW Voice Control Videos | 100 Best SoundSelf Videos | Brain-Computer Interface Games | LabVIEW & Dialog Systems

Accuracy of Classification Algorithms Applied to EEG Records from Emotiv EPOC+ Using Their Spectral and Asymmetry Features
K Martín-Chinea, J Ortega, JF Gómez-González… – … Europe Middle East & …, 2019 – Springer
… to EEG records obtained by a non-invasive wireless electroencephalograph (Emotiv EPOC+) … EEG Machine learning BCI Virtual reality Classification. Download conference paper PDF … In order to develop a brain-computer interface (BCI), it is first necessary to determine and …

Wheelchair Training Virtual Environment for People with Physical and Cognitive Disabilities
H Younis, F Ramzan, J Khan… – 2019 15th International …, 2019 – ieeexplore.ieee.org
… wheelchair movements within graphical representations of an environment, (ii) integrate BCI through which … are designed and inte- grated with VR and EEG headset(Emotiv epoc+). Our sys- tem uses an immersive virtual reality interface to train the paralyzed wheelchair users …

Brain-Computer Interface in Virtual Reality
R Abbasi-Asl, M Keshavarzi… – 2019 9th International …, 2019 – ieeexplore.ieee.org
… In section 2, we introduce our set up to control a virtual reality application using an EEG device … II. DEVICE SETUP Figure 1 shows the flowchart of our BCI-enabled VR … A. EEG To record the brain activity, we use Emotiv EPOC+ EEG headset …

Serious game for real-time brain-computer interface training
IM Vega, CA Adarve, HF Villar-Vega… – Journal of Physics …, 2019 – iopscience.iop.org
… describes the integration of electroencephalogram signals captured by an Emotiv Epoc+ headband … assisted mobility, web and music browsers controlled by BCI and recognition … Non-medical applications include games and virtual reality [2]?. However, some research …

Unmanned Aerial Vehicle Remote Control using Brain Computer Interface
PP Salvi, PA Lad, MN Gangnaik, VS Kumbhar… – ijics.com
… Controlling the drone with mind can be used in virtual reality and provide a feeling to the user that he/she is present at … [3] https://www.emotiv.com/product/emotiv-epoc-14 … [5] Torsten Felzer, ?On the Possibility of Developing a Brain-Computer Interface (BCI)?, Technical Report …

Artificial Intelligence Applied to Brain-Computer Interfacing with Eye-Tracking for Computer-Aided Conceptual Architectural Design in Virtual Reality Using …
C Barsan-Pipu – … Conference on Computational Design and Robotic …, 2019 – Springer
… Using BCI and ML to dynamically control the behaviour of MMASs could yield unexpected results, as the emergent and self … 1–8 (2017)Google Scholar. 8. Sherstyuk, A., Vincent, D., Treskunov, A.: Toward natural selection in virtual reality … 93–96 (2010)Google Scholar. 9. Emotiv …

The Effects of Videogaming with a Brain–Computer Interface on Mood and Physiological Arousal
FJ Carrera Arias, L Boucher, JL Tartar – Games for health journal, 2019 – liebertpub.com
… One example of this is virtual reality (VR), which has been shown to work well in patients who are resistant to … In the BCI condition, participants were trained to operate the BCI using EMOTIV Emokey and Control Panel … BCI, brain–computer interface; POMS, profile of mood states …

The Use of Brain-Computer Interface to Control Unmanned Aerial Vehicle
S Paszkiel, M Sikora – Conference on Automation, 2019 – Springer
… 1. Wei-Yen, H.: Brain-computer interface connected to telemedicine and telecommunication in virtual reality applications … INGE CUC 11(2), 74–83 (2015)CrossRefGoogle Scholar. 9. Paszkiel, S., Blachowicz, A.: Zastosowanie BCI do sterowania robotem mobilnym … Emotiv …

Brain eRacing: An exploratory study on virtual brain-controlled drones
D Tezza, S Garcia, T Hossain, M Andujar – International Conference on …, 2019 – Springer
… the execution of motor imagery, such data was used to train the Emotiv software algorithms … It was also suggested by three participants that BCIs should be integrated with virtual reality games … These data suggest that BCI’s have potential as the next generation game controllers …

Design of a Brain-Controlled Video Game based on a BCI System
SD Rosca, M Leba – MATEC Web of Conferences, 2019 – matec-conferences.org
… Continuous growth of the video game industry driven by the development of Virtual Reality (VR) and … to decode the EEG signals from the user of the game, the BCI headset uses a … The EMOTIV BCI software development kit (SDK) is used to analyze and detect the user-generated …

A comparison of mobile VR display running on an ordinary smartphone with standard PC display for P300-BCI stimulus presentation
GH Cattan, A Andreev, C Mendoza… – IEEE Transactions on …, 2019 – ieeexplore.ieee.org
… of someone else [1], [2], partially explains the widespread interest in virtual reality (VR) technology … analysis are presented: analysis of the EEG data, comparison of the BCI performance in … Current low-cost EEG headsets such as Emotiv (Sydney, Australia) provide an EEG signal …

Classification of Imagined Digits via Brain-Computer Interface Based on Electroencephalogram
M Harsono, L Liang, X Zheng, FF Jesse, Y Cen… – Chinese Conference on …, 2019 – Springer
… BCI is also popular for gaming and further application in virtual reality or augmented reality (VR, AR) [1 … Besides enabling BCI to recognize a certain event (hand or leg movement for example), CSP can … Emotiv EPOC+ is a commercial EEG, well known in practical EEG research …

Serious Games, Meditation, Brain-Computer Interfacing, and Virtual Reality (VR): Empowering Players to Discover Their Minds
R Murdoch – Virtual and Augmented Reality in Mental Health …, 2019 – igi-global.com
… With Emotiv producing a similar product, but with the addition of ERP capabilities in 2011 … Serious Games, Meditation, Brain-Computer Interfacing, and Virtual Reality (VR) … In summary the experience created could be described as an interactive EEG BCI based neurofeedback …

Visualization of Emotions Experienced in the Use of Immersive Augmented Reality Technologies for the Real Estate Sector
DE Casas-Mateus, NV Chacon-Sanchez – Workshop on Engineering …, 2019 – Springer
… 2013) of the user, for this reason a brain-computer interface is used to graphically visualize this … real estate sector can be benefited by involving in its projects the virtual reality to expose … end user You can enter, move and visualize the property, finally through Emotiv EPOC + an …

Binocular Phase-Coded Visual Stimuli for SSVEP-Based BCI
I Kramberger, G Donaj – IEEE Access, 2019 – ieeexplore.ieee.org
… steady state visually evoked potential, three-dimensional displays, visualization, virtual reality, wearable sensors … I. Kramberger et al.: Binocular Phase-Coded Visual Stimuli for SSVEP-Based BCI … The EEG signals were acquired by a wireless EPOC headset from EMOTIV [34] at …

A Blockchain-Based Non-Invasive Cyber-Physical Occupational Therapy Framework: BCI Perspective
MA Rahman, MS Hossain, MM Rashid… – IEEE …, 2019 – ieeexplore.ieee.org
… a research concept of making the brain simulate [49] the action of “want to move” by incorporating the following notions: • The BCI based Virtual Reality (VR) therapy … This thought of “wanting to move” is detected by the BCI wearable device, such as the Emotiv EPOC EEG …

Dimensions of ethical direct-to-consumer neurotechnologies
KV Kreitmair – AJOB neuroscience, 2019 – Taylor & Francis
… Today, noninvasive versions of BCI devices are available directly to consumers, and while falling … on keyboards, flying drones, or manipulating a panoply of smart objects (Emotiv 2018a … Virtual reality (VR) systems that were once clunky, expensive, required precise positioning of …

Emerging Affect Detection Methodologies in VR and future directions
I Mavridou, M Perry, E Seiss, T Kostoulas… – VIRTUAL REALITY …, 2019 – laval-virtual.com
… Emotiv HomePage. Retrieved in 2018 from https://www. emotiv. com/ [12] LooxidLabs, 2018 … 2018. Assessing emotional responses induced in virtual reality using a consumer EEG headset: A preliminary report … 2017. A brain-computer interface for extended reality interfaces …

Channel Projection-Based CCA Target Identification Method for an SSVEP-Based BCI System of Quadrotor Helicopter Control
Q Gao, Y Zhang, Z Wang, E Dong, X Song… – Computational …, 2019 – hindawi.com
… shrink stimulus (GSS), were compared during SSVEP-based BCI application in virtual reality environment … The signal-channel SSVEP-based BCI speller system was designed [17] … The commercial and low-cost EEG recording device, Emotiv EPOC, which combines low spatial …

Study of Emotive EPOC in Limited Time Training for Cognitive Control in Casual Users
P Saini, AK Tiwari – Available at SSRN 3349580, 2019 – papers.ssrn.com
… [4] Ekandem JI, Davis TA, Alvarez I., James MT, Gilbert JE Evaluating the ergonomics of BCI devices for … 2012 May 1;55(5): 592–8. [5] Salisbury DB, Dahdah M., Driver S., Parsons TD, Richter KM Virtual reality and brain computer interface in … “Investigating the Emotiv EPOC for …

Brains and blocks: Introducing novice programmers to brain-computer interface application development
CS Crawford, JE Gilbert – ACM Transactions on Computing Education …, 2019 – dl.acm.org
… 4, Article 39. Publication date: July 2019. Page 9. Introducing Novice Programmers to Brain-Computer Interface Application Development 39:9 Fig … This is common in various types of BCI software platforms. It is also common in commercial EEG software such as Emotiv Epoc …

Cognitive imagery classification of EEG signals using CSP-based feature selection method
N Hooda, N Kumar – IETE Technical Review, 2019 – Taylor & Francis
… KEYWORDS Brain computer interface; Cognitive imagery (CI); CSP (Common spatial pattern); EEG (Electroencephalo- graphy); Emotiv EPOC+; MFCC (Mel … Brain computer interface (BCI) systems can be termed as an external interface that has the ability to con- nect these …

New Ways of Knowing Ourselves. BCI Facilitating Artistic Exploration of Our Biology
L Jade, S Gentle – Brain Art, 2019 – Springer
… access to tools that collect biometric data and in particular brain-computer interface (BCI) technology, have … It integrates biology, lighting design and BCI technology into an interactive brain … The installation is controlled with a wireless EMOTIV EPOC+ EEG headset which detects …

Fundamental of Electroencephalogram (EEG) Review for Brain-Computer Interface (BCI) System
MH Hasbulah, FA Jafar, MH Nordin – 2019 – academia.edu
… Neurosky’s Mindwave Emotiv Epoc Quasar DSI 10/20 g.tec’s g.Nautil us … Virtual Reality Purpose [34] … [17] J. Saab, “Simultaneous EEG recordings with dry and wet electrodes in motor-imagery,” 5th International Brain-Computer Interface Conference (BCI 2011), 2011, pp …

Brain-computer interface: Challenges and research perspectives
RG Lupu, F Ungureanu… – 2019 22nd International …, 2019 – ieeexplore.ieee.org
… The patient is immersed in a virtual reality where he is no longer a disabled person … [1] Grand View Research – Brain Computer Interface (BCI) Market Analysis By … 2019 [7] NeuroSky, http://neurosky.com/biosensors/eeg-sensor/ , last visit February 2019 [8] Emotiv, https://www …

Electroencephalogram-based brain–computer interface systems for controlling rehabilitative devices
KK Tarafdar, BK Pradhan, SK Nayak… – … and Medical Devices, 2019 – Elsevier
… Reproduced with permission from NeuroSky), (C) Emotiv EPOC+ headset (“Emotiv EPOC+,” nd … advanced techniques, like image processing, speech-to-text conversion, virtual reality control, etc … BCI-controlled rehabilitation devices are mainly designed for providing assistance to …

Brain computer interface for smart hardware device
G Nagarajan, RI Minu… – International Journal of …, 2019 – content.iospress.com
… growing field of research and development in recent years in which it designed as a friendly user or innovative interface such as voice recognition, virtual reality … (2013), Emotiv EEG neuro … Forming a BCI system requires following three main steps as preferred by Melody (2003) …

A survey of Electroencephalogram Based Brain Computer Interface Applications
AM Aljuaid, FA Salem – ripublication.com
… electrodes,62 electrode cap, 19 electrodes caps , 16 electrodes as in the consumer-price EPOC Emotiv system, 10 … In virtual reality rehabilitation approach, patients retraining brain areas by monitoring and controlling animation movement … interface (BCI) for verbal communication …

BCI-Based Expressive Arts: Moving Toward Mind-Body Alignment
RTH Ho, SH Markosov, N Sanders, CS Nam – Brain Art, 2019 – Springer
… Modelled after Snapchat, it uses an Emotiv Insight which is a five-channel wireless EEG for registering … native” clients may well end up being on the 3D output BCI, ie Virtual Reality, Augmented Reality … In: 5th international winter conference on brain-computer interface, BCI 2017 …

Developing and evaluating a BCI video game for neurofeedback training: the case of autism
J Mercado, I Espinosa-Curiel, L Escobedo… – Multimedia Tools and …, 2019 – Springer
… Both BCI video games use the Epoc headset from Emotiv to obtain the brain activity and calculate the user’s attention … This component interacts through a VRPN (Virtual Reality Peripheral Network) with the OpenVibe component to obtain the data from the BCI headset …

Optimizing Prediction Model for a Noninvasive Brain–Computer Interface Platform Using Channel Selection, Classification, and Regression
S Borhani, J Kilmarx, D Saffo, L Ng… – IEEE journal of …, 2019 – ieeexplore.ieee.org
… Fig. 6. Emotiv EPOC channel locations; figure copied from [20] … 907–925. [16] B. Xia et al., “A combination strategy based brain–computer interface for two-dimensional movement control,” J. Neural Eng., vol … [18] G. Pfurtscheller et al., “The hybrid BCI,” Frontiers Neurosci., vol …

EEG Based BCI—Control Applications
D Bansal, R Mahajan – EEG-Based Brain-Computer Interfaces …, 2019 – books.google.com
… 6.4 Block diagram of in-house developed brain-computer interface (BCI) with Arduino Hardware interfacing for control. Page 188. 177 EEG Based BCI—Control Applications Configure Emotiv EEG neuroheadset with MATLAB Capture EEG data for deliberate eyeblink action …

Exploring Training Effect in 42 Human Subjects Using a Non-invasive Sensorimotor Rhythm Based Online BCI
J Meng, B He – Frontiers in human neuroscience, 2019 – frontiersin.org
… interactions via physical devices (LaFleur et al., 2013; Donati et al., 2016; Meng et al., 2016) or virtual reality (Royer et al … They acquired wireless EEG signals using the modified Emotiv device (Zich et al., 2015a) … Figure 1. (A) Brain-computer interface (BCI) single trial structure …

Brain-Computer Interface Robotics for Hand Rehabilitation After Stroke: A Systematic Review
PDE Baniqued, EC Stanyer, M Awais, A Alazmani… – medRxiv, 2019 – medrxiv.org
… motivating. For example, the rise of immersive technologies, including virtual reality (VR) 145 and augmented reality (AR) platforms [31,30,32], allows for the creation of engaging visual 146 … Brain-computer interface/BCI Electroencephalography/EEG …

Brain Signal Analysis and Automation using Neurosky
SG Gaiky, SJ Kantharia, SR Barve, RA Burange – ijresm.com
… The first comparison evaluates the performance of six disc electrodes with that of the EMOTIV headset, while … “Brain-Computer Interfaces, Virtual Reality, and Videogames … J., Weston, M., Bogdan, N., Birbaumer, Band Scholkopf, “Support Vector Channel Selection in BCI”, in the …

Facilitating Calibration in High-Speed BCI Spellers via Leveraging Cross-Device Shared Latent Responses
M Nakanishi, YT Wang, CS Wei… – IEEE Transactions …, 2019 – ieeexplore.ieee.org
… Consumer-level EEG headsets, eg, the Emotiv EEG headset (Emotiv, Inc.), have also been used to implement SSVEP-based … More recently, a head-mounted virtual reality (VR) headset integrated with EEG sensors showed great potentials as a practical BCI platform [26] …

Intellwheels–Controlling an Intelligent Wheelchair using a Brain Computer Interface
MCT Avelar – 2019 – repositorio-aberto.up.pt
… This thesis focuses on the development of the concept proof of a brain-computer interface (BCI), whose ultimate final goal will be to control an intelligent wheelchair … The second, data set B, was obtained in the laboratory using an Emotiv Epoc headset, also with the same MIs …

Universal EEG Encoder for Learning Diverse Intelligent Tasks
BLK Jolly, P Aggrawal, SS Nath, V Gupta… – 2019 IEEE Fifth …, 2019 – ieeexplore.ieee.org
… The data is collected using Emotiv EPOC + EEG headset with 14 … Oscillatory BCI tasks are a limitation for the GRU-based architecture, which should be dealt with … REFERENCES [1] CG Coogan and B. He, “Brain-Computer Interface Control in a Virtual Reality Environment and …

Mind-Reading Computers: Towards A New Horizon in Medical Science
S Mitra, A Nath – 2019 – academia.edu
… an AI professor at the Freie Universität Berlin, and his team also have used an Emotiv Headset to … 4) Reality approaches for BCI-based rehabilitation … Virtual reality could also help restore mobility in paraplegic patients, according to 2016 research from Duke University, North …

Brain Controlled Car using Deep Neural Network
A Kumar, A Bhisikar, AK Pandit, K Singh… – Asian Journal For …, 2019 – asianssr.org
… The application was developed in java and Emotiv development kit was used to train a … about 65 % for the hand movement and result is acceptable for BCI implementation with … takes the output from processed signal and translational algorithm that is the virtual reality of robotic …

Usability Evaluation of Brain Computer Interfaces: Analysis of Methods and Tools
YN Ortega-Gijon… – 2019 IEEE International …, 2019 – ieeexplore.ieee.org
… Other example are Virtual reality (VR) games have been implemented, one of the most outstanding is the BCI … At work, they occupy the Emotiv EPOC EEG headset to monitor a player’s level of personal … [15] M. Spüler, “A high-speed brain-computer interface (bci) using dry eeg …

Protecting Privacy of Users in Brain-Computer Interface Applications
A Agarwal, R Dowsley, ND McKinney… – … on Neural Systems …, 2019 – ieeexplore.ieee.org
… 1E.g. https://www.emotiv.com/, http://neurosky.com/, https://myndplay.com/ 2https://www.nitrd. gov/PUBS/NationalPrivacyResearchStrategy.pdf 3https://www.cep.gov/content/dam/cep/report/ cep-final … AGARWAL et al.: PROTECTING PRIVACY OF USERS IN BCI APPLICATIONS …

Usability evaluation process of brain computer interfaces: an experimental study
YN Ortega-Gijón, C Mezura-Godoy – Proceedings of the IX Latin …, 2019 – dl.acm.org
… The figure 4 shows the user’s interaction with the system. Figure 4: Interaction with the Emotiv Epoc interface … 2018. A High-Speed SSVEP- Based BCI Using Dry EEG Electrodes … 2018. A multiplayer online car racing virtual-reality game based on internet of brains …

Brain-Computer Interfaces in Contemporary Art: A State of the Art and Taxonomy
M Prpa, P Pasquier – Brain Art, 2019 – Springer
… of our research process, we begin this chapter by introducing the field of brain-computer interface and laying … Since the end of the 1990s, the number of low-cost EEG BCI devices on the market has rapidly increased, resulting in head-mounted devices such as Emotiv EPOC and …

Neurogaming with motion-onset visual evoked potentials (mVEPs): adults versus teenagers
R Beveridge, S Wilson, M Callaghan… – IEEE Transactions on …, 2019 – ieeexplore.ieee.org
… We also evaluated mVEP-based game control in a virtual-reality (VR) environment using an Oculus Rift [31] VR … BCI naïve could perform better than the BCI naïve teenagers using mVEPs to play a 3D car racing … [34] used the commercially available EEG headset Emotiv Epoc [35 …

CONTROLLING ELECTRICAL APPLIANCE BY THINKING IN MIND
MH Sharif, RAT Ramadan, S Uyaver – sci-int.com
… Mobile EEG from EMOTIV … In the future, EEG with other signals can be combined to get better performance. 8. REFERENCES [1]. B. Kerous, F. Skola, and F. Liarokapis, “Eeg-based BCI and video games: a progress report,” Virtual Reality, vol. 22, no. 2, pp. 119–135, (2018) …

Wireless Computer-Supported Cooperative Work: A Pilot Experiment on Art and Brain–Computer Interfaces
GG De la Torre, S Gonzalez-Torre, C Muñoz… – Brain sciences, 2019 – mdpi.com
… The Emotiv Epoc+ can record neural signals generated in response to distinct subject actions using its 14 … It is important to note that participant 2 scored 0 in mental demand for the BCI task because … as has been suggested to be the case for other BCIs, in virtual reality and drone …

Detection and Mitigation of Cybersickness via EEG-Based Visual Comfort Improvement
U Celikcan – 2019 3rd International Symposium on …, 2019 – ieeexplore.ieee.org
… reduce or even remove simulator sickness [3] [4] [5]. During a virtual reality experience, it … In recent years, several companies, such as Emotiv, Neu- rosky and Quasar, have introduced … RELATED WORKS In a study by Frey et al., a brain-computer interface (BCI) was developed to …

Driving Persuasive Games with Personal EEG Devices: Strengths and Weaknesses
C Ndulue, R Orji – Adjunct Publication of the 27th Conference on User …, 2019 – dl.acm.org
… Many portable EEG devices make use of the Bluetooth protocol for connection to the BCI application … 2013. Mechanism of Kinect-based virtual reality training for motor functional recovery of upper limbs after subacute stroke … [3] Emotiv Insight: https://www.emotiv.com/insight …

Development of Cognitive Training Program With EEG Headset
Z Huang, A Javaid, VK Devabhaktuni, Y Li… – IEEE Access, 2019 – ieeexplore.ieee.org
… brain-computer interface device and a virtual reality headset to improve mindfulness by … The EMOTIV EPOC+ is a portable, high resolution, 14-channel, EEG system … 1) BRAIN COMPUTER INTERFACE (BCI) SUBSYSTEM – EPOC MANAGER BCI is the link between the computer …

Brain-Computer Interfaces in Contemporary Art: A State
M Prpa, P Pasquier – Brain Art: Brain-Computer Interfaces for …, 2019 – books.google.com
… The term brain-computer interface (BCI) was coined by Jacques Vidal, UCLA’s1 professor and pioneer in this … Since the end of the 1990s, the number of low-cost EEG BCI devices on … market has rapidly increased, resulting in head-mounted devices such as Emotiv EPOC and …

A Study of Contactless Human Computer Interaction with Virtual Environments
Y Hernandez-Mella, A Marin-Hernandez… – 2019 5th Experiment …, 2019 – ieeexplore.ieee.org
… divided into two types: a) complete immersion, also commonly known as virtual reality (VR), and b … Validation of emotiv epoc+ for extracting erp correlates of emotional face processing … Using a brain-computer interface (bci) in reducing math anxiety: Evidence from south africa …

Cybersickness analysis with EEG using deep learning algorithms
D Jeong, S Yoo, J Yun – … IEEE Conference on Virtual Reality …, 2019 – ieeexplore.ieee.org
… Finally, we draw common patterns that cause cybersickness. Index Terms: Human-centered computing—Virtual reality—; Computing methodologies—Machine learning approaches … In this study, we use the Emotiv Epoc+ device to collect EEG data …

Brain-Computer Interfaces in the Wild: Lessons Learned from a Large-Scale Deployment
N Kosmyna – 2019 IEEE International Conference on Systems …, 2019 – ieeexplore.ieee.org
… our study and analysis, we first turned to the domain, which is in some way very similar to BCIs 7 virtual reality … The BCI system is based on a minimum distance classifier … For EEG acquisition we used the Emotiv Epoc [9]. The main motivation behind this choice was related to the …

Connected Health Living Lab
E Martin, I Cleland, C Nugent, C Orr… – Multidisciplinary Digital …, 2019 – mdpi.com
… controllers. Oculus headset Virtual Reality Offers the participant to a virtual experience whilst sat stationary … testing. In addition, this project is utilising the Emotiv epoch BCI caps purchased through this project. REMIND Project In …

COMP4801 Final Year Project Final Year Project 2018-19
A Tam – 2019 – i.cs.hku.hk
… python. The Emotiv device has also been used to train the group members to focus their thoughts successfully … great chance of taking over the video game market like what virtual-reality games have achieved in the past … the purposes of BCI research …

Social Robots for Reinforcing Attention and Forming Emotional Knowledge of Children with Special Educational Needs
A Lekova, T Tanev, V Vassileva-Aleksandrova… – International Journal of …, 2019 – innove.org
… BCI-Robot wireless framework containing an EMOTIV brain headset, as well as the BCI software framework … An EEG device “Emotiv EPOC” is used to measure the brain electrical activity of the participants during a session of inducing sadness in a virtual reality environment …

Low-Cost Real-Time Mental Load Adaptation for Augmented Reality Instructions-A Feasibility Study
D Wolf, T Wagner, E Rukzio – 2019 IEEE International …, 2019 – ieeexplore.ieee.org
… Activa- tion of a mobile robot through a brain computer interface. In 2010 IEEE International Conference on Robotics and Automation, pp … Analysis of performance metrics using emotiv epoc + … In 2018 IEEE Conference on Virtual Reality and 3D User Interfaces (VR), pp …

Mobile Brain-Body Imaging and the Neuroscience of Art, Innovation and Creativity
JL Contreras-Vidal, D Robleto, JG Cruz-Garza… – 2019 – Springer
… is gladly acknowledged: Technaid (Arganda del Rey, Madrid, Spain), Emotiv (San Francisco … AUT Alternative Uses Test B2AI Brain to Art interfaces BCI Brain–Computer Interface BHLAW Blurred … UDP User Datagram Protocol VA Veteran Affairs VR Virtual Reality WPA Works …

Secondary Inputs for Measuring User Engagement in Immersive VR Education Environments
D Murphy, C Higgins – arXiv preprint arXiv:1910.01586, 2019 – arxiv.org
… I. INTRODUCTION Virtual Reality is an immersive medium where the goal is for the user to believe that they … use as a medical device, commercial grade devices such as those created by NeuroSky and Emotiv could be useful in BCI (brain-computer interface) applications [14 …

MINDFUL MANIFESTATION
D NGUYEN, TJ MOLETA, MA SCHNABEL – academia.edu
… into UnityVR as a platform to render the experience inside a Virtual Reality (VR) environment … bands (Mahler, 2018), a commonly discussed features, found within the Emotiv’s static data … Huang, YC: 2014, A Space Make You Lively: A Brain-Computer Interface Approach to Smart …

Cost-Efficient, Portable, and Custom Multi-Subject Electroencephalogram Recording System
KC Chuang, YP Lin – IEEE Access, 2019 – ieeexplore.ieee.org
… interaction [16], virtual-reality navigation and gaming [17, 18 … electrodes, wireless telemetry, and head-mounted circuit amplifier) considerably promotes the BCI deployment from … available on the market, such as MindWave Mobile (NeuroSky, Inc.), EPOC (Emotiv, Inc.), Ultracortex …

P300 Speller Performance Predictor Based on RSVP Multi-feature
K Won, M Kwon, S Jang, M Ahn… – Frontiers in human …, 2019 – ncbi.nlm.nih.gov
… No use, distribution or reproduction is permitted which does not comply with these terms. Abstract. Brain-computer interface (BCI) systems were developed so that people can control computers or machines through their brain activity without moving their limbs …

Decoding attentional state to faces and scenes using EEG brainwaves
R Abiri, S Borhani, Y Jiang, X Zhao – Complexity, 2019 – hindawi.com
… Additionally, a wireless EEG headset can make Brain-Computer Interface (BCI) at an individual level simpler to … Figure 1: A schematic of the EEG-based BCI system for decoding brainwaves during … EEG signals were acquired using a wireless headset called Emotiv EPOC [31] …

The Death of the Mechanical Photograph-a grounded theory approach
L Burkitt – journalonarts.org
… whether our reality is, in fact, a highly sophisticated virtual reality, an energy … Professor of neuroscience Apostolos Georgopoulos has conducted brain-computer interface (BCI) experiments since the early … Israel are investing in research using a pre-existing Emotiv EPOC+ “neuro …

A wearable exoskeleton rehabilitation device for paralysis a comprehensive study
A Roshdy, S Al Kork, S Said… – Advances in Science …, 2019 – researchgate.net
… Relating the mentioned two communication methods to EEG techniques the BCI communication type follows the non-invasive technique while the BMI type follows … EMOTIV provides two different headsets, which are EPOC+ and Insight … The second user interface is virtual reality …

Brain Signals Extraction for the Control of a Prosthetic Hand
K Aboud, EMA Darwich, ES Ali – mjbas.com
… sections (Emotiv EPOC – host computer – robotic arm) … Noninvasive Electroencephalogram Based Control of a Robotic Arm for Writing Task Using Hybrid BCI System.9 … BASED COMPUTERINTERFACES IN VIRTUAL REALITY,8 …

Human Computer Interface Using Electroencephalography for Driver Behavior Classification
VK Manchala, AV Clara… – International …, 2019 – asmedigitalcollection.asme.org
… It would be most realistic and useful to build a real time brain computer interface application which … its capabilities are being continuously experimented and researched among the BCI research communities … The Emotiv headset provides 14 channels of data collection and two …

How Tour Video Games Benefit Students: Study Case Freshman Engineering School
L Neira-Tovar, S Ordoñez… – … Conference on Human …, 2019 – Springer
… can be used in monitoring what the user is feeling, such as Emotiv EPOC … V.: Functional state assessment of an athlete by means of the brain-computer interface multimodal metrics … Marwa, Frasson, Claude: Emotional state and behavior analysis in a virtual reality environment: a …

B2CI 2019: The IEEE Brain to Computer Interface Competition’s Gaming Event
JM McQuighan, G Bajwa… – 2019 IEEE Conference on …, 2019 – ieeexplore.ieee.org
… Their event chose to utilize only Emotiv headsets for brain wave acquisition, and only allowed … The importance of the combination of BCI working in conjunction with simulators cannot be understated … ability to control a vehicle Liang, Lin, et al., used a virtual reality simulator with …

The TRAVEE System for a Multimodal Neuromotor Rehabilitation
A Moldoveanu, OM Ferche, F Moldoveanu… – IEEE …, 2019 – ieeexplore.ieee.org
… In the recent years, a series of scientific publications demon- strated that BCI (brain computer interface) and more … During the exercises where MI-based BCI is used, the patient is asked to … of the neurofeedback through the popular bar feedback (bFB) [24] or virtual reality (VR) [25 …

Emerging Natural User Interfaces in Mobile Computing: A Bottoms-Up Survey
KA Shatilov, D Chatzopoulos, LH Lee, P Hui – arXiv preprint arXiv …, 2019 – arxiv.org
… Natural user interfaces transform collected signals from brain (BCI), muscles (Electromyography and Silent Speech) and eye movements (Electrooculog- raphy … In parallel, augmented, mixed and virtual reality (AR/MR/VR) technologies are showing intense … (a) Emotiv BCI [15] (b …

Detecting driver distraction using stimuli-response EEG analysis
G Bajwa, M Fazeen, R Dantu – arXiv preprint arXiv:1904.09100, 2019 – arxiv.org
… driving in a real environment that incorporates complexities arising from multisensory cues as opposed to virtual–reality driving that … A significant benefit over Emotiv is that it has a single dry electrode and needs no … BCI – Brain-Computer-Interface, BMI – Brain-Mobile-Interface …

Utilization of Psychophysiological Measurement for Determination of Human State of Mind during Brake Performance Test
P Devarajan, AJA Badusha – 2019 – sae.org
… consumer grade and real- world applications of EEG for brain computer interfaces (BCI) [9]. Past … Previous research appear to have implemented a virtual reality (VR) headset along with a motion … Emotiv Epoc Emotiv Epoc (Figure 3) is a device consisting of 16 sensors which are …

EEG-Based Brain-Computer Interfaces: Cognitive Analysis and Control Applications
D Bansal, R Mahajan – 2019 – books.google.com
… They came to the conclusion that BCI can hugely impact virtual reality (VR) and hands-free control applications through brain signal … Elekta AB • Emotiv Systems Inc … 1.2. 2 From Brain to Computer The vision for BCI involves connecting mankind with the CNS with the intention of …

Cybersecurity in Brain-Computer Interfaces: State-of-the-art, opportunities, and future challenges
SL Bernal, AH Celdrán, GM Pérez, MT Barros… – arXiv preprint arXiv …, 2019 – arxiv.org
… After that, we review the existing architectural versions of the BCI life- cycle and homogenise them in a new approach that overcomes the limitations of the current ones … Index Terms—Brain-computer Interfaces, BCI, cybersecurity, privacy, safety …

Intelligent avatars and emotion in medical-based virtual learning environments
B Kapralos, A Uribe-Quevedo… – Intelligent Decision …, 2019 – content.iospress.com
… constant practice, repetitive content can be detrimental to the quality of learning experiences, giving recent approaches to simulation and virtual reality an advantage over … [52] reported achieving a 53% accuracy of emotion detection when using an Emotiv BCI when compared to …

Laboratory of Neurophysiology & Movement Biomechanics Route de Lennik 808, CP640 Campus Erasme, Université Libre de Bruxelles, 1070-Brussels …
GUY CHÉRON – cheron.be
… during which the LNMB team developed new sensori-motor paradigms (virtual reality) coupled with … From spinal central pattern generators to cortical network: integrated BCI for walking rehabilitation … T, CHERON G, DUTOIT T. (2013) Performance of the Emotiv Epoc headset for …

Artificial Muscle Intelligence System With Deep Learning for Post-Stroke Assistance and Rehabilitation
S Jacob, VG Menon, F Al-Turjman, PG Vinoj… – IEEE …, 2019 – ieeexplore.ieee.org
… Both these devices have integrated passive robots with virtual reality environment to help patients carry out … Upper limb robotic orthosis, FES, and wireless BCI are combined in an efficient way on … EMOTIV EEG device is employed to measure EEG signal, which is used to control …

Multimodal Classification of EEG During Physical Activity
Y Ding, B Huynh, A Xu, T Bullock, H Cecotti… – 2019 International …, 2019 – dl.acm.org
… There is however a growing in- terest in general purpose, non-invasive BCI technologies to improve the … of consumer facing products have been developed such as EEG headsets by Emotiv, the Muse medi- tation headband, and an EEG-integrated virtual reality head- set …

Affective recognition from EEG signals: an integrated data-mining approach
F Mendoza-Palechor, ML Menezes… – Journal of Ambient …, 2019 – Springer
… Smaller EEG headsets such as the Emotiv are now available and can be used during daily activities. This paper investigates the … et al. 2015). In some cases, more portable devices like the Emotiv (Wu et al. 2016) are used. In order …

DAMTRNN: A Delta Attention-Based Multi-task RNN for Intention Recognition
W Chen, L Yue, B Li, C Wang, QZ Sheng – International Conference on …, 2019 – Springer
… EEGMMIDB [21], which contains EEG signals captured through a BCI 2000 system 3 , from … to 14 of 64 low-resolution sensor signals recorded by EMOTIV EPOC + VS … A., Turani, A., Baniyounes, AM, Manasreh, A.: EEG mouse: a machine learning-based brain computer interface …

Brain-controlled assistive wrist rehabilitation using a low-cost EEG Sensor
M Li, Z Liang, B He, W Yao, G Xu, J Xie, L Cui – pdfs.semanticscholar.org
… However, conductive gel was still required using this EMOTIV device … R. Looned, J. Webb, ZG Xiao, and C. Menon, “Assisting drinking with an affordable BCI-controlled wearable … and P.-A. Heng, “Improving the discrimination of hand motor imagery via virtual reality based visual …

eeglib: computational analysis of cognitive performance during the use of video games
L Cabañero, R Hervás, J Bravo… – Journal of Ambient …, 2019 – Springer
… eloped a user friendly BCI sy … We started from the premise that there are cognitive differ- ences when playing Virtual Reality (VR) games and tradi- tional games, and we … The data was recorded using the EEG headset Emotiv Epoc + , which has 14 chan- nels and a sample rate of …

Human Cognitive State Classification Through Ambulatory EEG Signal Analysis
S Dutta, S Hazra, A Nandy – … Conference on Artificial Intelligence and Soft …, 2019 – Springer
… years, wireless EEG devices are currently used for brain-computer interfaces (BCI’s) (Amores et al … Eventually we focus our analysis on eigth electrodes of Emotiv Epoc+ 14 channel … J., Benavides, X., Maes, P.: PsychicVR: increasing mindfulness by using virtual reality and brain …

A neuroscientific perspective of consumer responses to retail greenery
MS Rosenbaum, GC Ramírez… – The Service Industries …, 2019 – Taylor & Francis
… The limitations of the Emotiv headset also prevented us from correlating brain wave activity THE SERVICE INDUSTRIES JOURNAL 1041 Page 9 … Cognition in digital environments. A study on the effects of virtual reality on the human brain …

Advanced Wireless Sensors Used to Monitor the Impact of Environment Design on Human Physiology
E Vavrinsky, V Kotradyova, H Svobodova… – Advances in Electrical …, 2019 – advances.vsb.cz
… We de- veloped an application to simulate various living spaces by virtual reality and measured response of the neu- ral system … measured heart rate and respiration activity using our own designed ECG Holter and brain activity by commercial EEG helmet Emotiv EPOC …

Technical Report: Exploring the usability and acceptance of an EEG headset in Game Playing
L Culau, R Pereira – researchgate.net
… The the third most popular category was “BCI in games”, with 20 papers where EEG data is … A couple of EEG-based games were also paired with Virtual Reality(VR), making it possible to … by a mix of cognitive functions and facial expressions [7] read by an Emotiv EPOC headset …

Design and Implementation of a Multi-tier Electroencephalography Visual and Emotion Recognition System
M Abdulaal – 2019 – search.proquest.com
… 29 2.2.3 Commercial-grade EEG recorder: Emotiv EPOC+ … Relaxation Using Virtual Reality, Olfactory Interfaces and Wearable EEG,” 2018 … riencing BCI control in a popular computer game,” IEEE Transactions on Computational Intelligence and AI in Games, vol. 5, no. 2, pp …

Traitement du signal ECoG pour Interface Cerveau Machine à grand nombre de degrés de liberté pour application clinique
AL BENABID, L BOUGRAIN, F CABESTAING… – pdfs.semanticscholar.org
… ACC Accuracy ANN Artificial Neural Network AP Action Potential AR Auto-Regressive AUC Area Under the Curve CCWT Complex-Continuous Wavelet Transform CV Cross-Validation BCI Brain Computer Interface CRF Conditional Random Field CSP Common Spatial Pattern …

Multimodal human aerobotic interaction
AO Abioye, SD Prior, GT Thomas… – … in Research and …, 2019 – igi-global.com
… of electroencephalography (EEG) measuring devices that are being used by researchers to investigate brain-computer interaction for robotic systems such as aerial robots (Emotiv, 2014; Hammacher Schlemmer, 2015). Lafleur et al. (2013) demonstrated BCI (telepathic mind …

Assistive Technology Options for Individuals with Quadriplegia
OTS Brown, OTS Geisler, OTS Terranova – 2019 – soundideas.pugetsound.edu
Page 1. University of Puget Sound Sound Ideas School of Occupational Master’s Capstone Projects Occupational Therapy, School of 5-2019 Assistive Technology Options for Individuals with Quadriplegia Bri Brown OTS University of Puget Sound …

EMOIO Research Project
W Bauer, M Vukeli? – Digital Transformation, 2019 – Springer
… industrial production easier, and architects and designers are planning and developing their solutions in virtual reality … Capturing brain states via BCI also offers interesting potential applications in the field of … 9 http://cnbi.epfl.ch/page-81043-en.html 10 https://www.emotiv.com …

INSTITUTO TECNOL OGICO Y DE ESTUDIOS SUPERIORES DE MONTERREY
J IZQUIERDO-REYES – 2019 – researchgate.net
… 27 2.10 Emotion Recognition . . . . . 28 2.11 Brain Computer Interface in the context of Intelligent Transport Systems . . . . . 28 2.11.1 PassiveBCI . . . . . 29 …

Lines, triangles, and nets: A framework for designing input technologies and interaction techniques for computer-aided design
E Erdolu – International Journal of Architectural Computing, 2019 – journals.sagepub.com
This article serves to the larger quest for increasing our capacities as designers, researchers, and scholars in understanding and developing human-computer interaction in computer-aided design. Th…

A Comparison of the control schemes of human response to a dynamic virtual 3D face
V Kaminskas, E Š?iglinskas – Information Technology and Control, 2019 – itc.ktu.lt
… variance control quality, constrained control signal magnitude and changing rate are developed for the control of human excitement as response to a dynam- ic 3D face when it is observed using virtual reality headset … The output signal was recorded with Emotiv Epoc device …

Comparison of several digital techniques for electroencephalography processing
A Darwich – 2019 – biomedres.info
… designed an EEG-EMG-BCI hybrid system, which consisted of three sections (Emotiv EPOC-host … based control of a robotic arm for writing task using hybrid BCI system … Tharani K, Tharanitharan B, Vinnarasu KN, Vinothkumar G. Brain-Based Computerinterfaces In Virtual Reality …

RESTING STATE EEG POWER ANALYSIS IN FILIPINO CHILDREN WITH DYSLEXIA
KY Ko¹, RM Ramos, SM Jonas, R De Guzman – pdfs.semanticscholar.org
… Validation of the Emotiv EPOC EEG system for research quality auditory event-related potentials in children. PeerJ, 3, e907 … Recommendations for integrating a P300 -based brain computer interface in virtual reality environments for gaming. Computers, 7(2), 34 …

Robotic Process Automation Applied to Education: A New Kind of Robot Teacher?
G Lasso-Rodríguez, R Gil-Herrera – ICERI2019: 12th annual …, 2019 – researchgate.net
… Fields of education supported by digital means, such as virtual learning, virtual laboratories, virtual reality or virtual worlds … to apply EEG, a specialized peripheral or system is required, in practice known as BCI (brain-computer interface), or simply … Providers, such as Emotiv Inc …

Single-paradigm and hybrid brain computing interfaces and their use by disabled patients
M De Neeling, MM Van Hulle – Journal of neural engineering, 2019 – iopscience.iop.org
… Disabled patients can be assisted in their communication needs with a brain computer interface (BCI): a device that decodes brain activity directly, bypassing the brain’s traditional neural pathways that control speech and other forms of muscular activity (figure 1). They have …

Attention-controlled assistive wrist rehabilitation using a low-cost EEG Sensor
M Li, Z Liang, B He, CG Zhao, W Yao, G Xu… – IEEE Sensors …, 2019 – ieeexplore.ieee.org
… Brain-computer interface (BCI) technology enables people to control devices directly via decoding of neural activi- ties of … Therefore, it is very meaningful to find a cheap, convenient BCI solution to … A preliminary study using an affordable EMOTIV device with 14 channel EEG data …

Sex differences observed in a study of EEG of linguistic activity and resting-state: Exploring optimal EEG channel configurations
LA Moctezuma, M Molinas – … on Brain-Computer Interface (BCI), 2019 – ieeexplore.ieee.org
… A. Dataset description The dataset used is described in detail in [15], EEG signals were obtained from EMOTIV EPOC device with a sample rate of 128 Hz and … “Sex differences in human EEG theta oscillations during spatial navigation in virtual reality,” … What BCI research needs …

Utilizing deep learning towards multi-modal bio-sensing and vision-based affective computing
S Siddharth, TP Jung… – IEEE Transactions on …, 2019 – ieeexplore.ieee.org
… Index Terms—Brain-Computer Interface (BCI), EEG, Multi- modality, Bio-sensing, ECG, GSR, PPG, Computer Vision, Deep Learning, Emotion Processing I. INTRODUCTION … Other avenues of research such as health [1], [2], virtual reality [3], robotics [4], [5], content rating [6], etc …

Predicting Student’s Attributes from their Physiological Response to an Online Course
MA Hernández Pérez, E Rosado Martínez… – Computación y …, 2019 – cys.cic.ipn.mx
… En concreto, se propone realizar una clasificación automática usando señales electroencefalográficas, así como de ritmo cardiaco, respuesta galvánica de la piel y temperatura corporal, de los estudiantes, obtenidas por medio de los dispositivos Emotiv EPOC y Microsoft …

Consumer grade EEG Measuring Sensors as Research Tools: A Review
P Sawangjai, S Hompoonsup… – IEEE Sensors …, 2019 – ieeexplore.ieee.org
… 1. Number of published journals as sorted by applications (cogni- tive study, BCI, education, and gaming) and products (Emotiv, NeuroSky, interaXon, OpenBCI) … BCI-focused research covered here exclusively make use of the products by Emotiv and the newcomer, OpenBCI …

Robot-assisted therapy for rehabilitation of children with cerebral palsy-a complementary and alternative approach
AA Lins, JM de Oliveira, JJPC Rodrigues… – Computers in Human …, 2019 – Elsevier
… Highlighted are the virtual reality tools, applied as an auxiliary approach to the treatment of neuropsychomotor rehabilitation (Oliveira et al., 2016a … the evolutionary Robo-K for balance training (Denis et al., 2016); or trough a closed-loop brain computer interface (BCI) system for …

A Review of Error-Related Potential-Based Brain–Computer Interfaces for Motor Impaired People
A Kumar, L Gao, E Pirogova, Q Fang – IEEE Access, 2019 – ieeexplore.ieee.org
… [104] used a low-cost commercially available EEG headset, Emotiv EPOC in their study [46], [104 … (a) User display for P300 based BCI speller … (b) Participant sitting in a car simulator and driving in a virtual reality environment while simultaneously EEG data are being recorded …

A Survey on Psycho-Physiological Analysis & Measurement Methods in Multimodal Systems
MZ Baig, M Kavakli – Multimodal Technologies and Interaction, 2019 – mdpi.com
… Emotion recognition through EEG signals in brain-computer interfaces (BCI) and neuroimaging are usually carried out in a constrained environment. A small tolerance range is allowed for motor movement, which is important in object manipulation activity …

Bio-behavioral and self-report user experience evaluation of a usability assessment platform (UTAssistant)
S Federici, ML Mele, M Bracalenti… – … on Human Computer …, 2019 – researchgate.net
… by the Affectiva facial expression recognition software (https://www.affectiva.com/) through an integrated webcam and (EEG data recorded by the EPOC+ 16-electrode headset (https://www.emotiv.com/epoc/) … Is virtual reality always an effective stressors for exposure …

Investigating EEG patterns for dual-stimuli induced human fear emotional state
N Masood, H Farooq – Sensors, 2019 – mdpi.com
… Keywords: brain computer interface; classification; common spatial pattern (CSP); electrode reduction; electroencephalography (EEG … widely used in different scenarios of EEG based BCI applications, such … Commercial grade Emotiv EPOC EEG Headset was used for capturing …

A secure occupational therapy framework for monitoring cancer patients’ quality of life
A Rahman, M Rashid, J Le Kernec, B Philippe… – Sensors, 2019 – mdpi.com
Once diagnosed with cancer, a patient goes through a series of diagnosis and tests, which are referred to as “after cancer treatment”. Due to the nature of the treatment and side effects, maintaining quality of life (QoL) in the home environment is a challenging task. Sometimes, a …

Models of Adaptation in Intelligent Human-Machine Interaction and Their Applications to Elder Care and Autism Spectrum Disorder Intervention
J Fan – 2019 – search.proquest.com
… independent living [22]. Technological advancements in SAR and virtual reality, together with a growing body of literature … computer programs, virtual reality, and robotics to achieve specific therapeutic objectives [37-39]. Technological systems …

An Educational Neuroscience Approach in the Design of Digital Educational Games
P Chalki, A Tsiara, TA Mikropoulos – Themes in eLearning, 2019 – researchgate.net
… The five electrode locations that are not covered with Emotiv headset are located at the central line of the scalp namely Fz, Cz, Pz and also electrodes C3 … Affective level design for a role-playing videogame evaluated by a brain– computer interface and machine learning methods …

An IoT and blockchain-based multi-sensory in-home quality of life framework for cancer patients
MA Rahman, M Rashid, S Barnes… – … & Mobile Computing …, 2019 – ieeexplore.ieee.org
… IoT devices in diverse categories, such as LIFX light bulb, door lock, Emotiv EEG device … QoE assessment method based on EDA, heart rate and EEG of a virtual reality assistive technology … N. Kosmyna, F. Tarpin-Bernard, N. Bonnefond, and B. Rivet, “Feasibility of BCI Control in …

DASPS: A Database for Anxious States based on a Psychological Stimulation
A Baghdadi, Y Aribi, R Fourati, N Halouani… – arXiv preprint arXiv …, 2019 – arxiv.org
… stimuli. EEG signals were captured with Emotiv Epoc headset as it’s a wireless wearable low-cost equipment … 25]. There are different forms of exposure, such as Imaginal Exposure, virtual reality exposure, and in-vivo exposure …

Mobile EEG in research on neurodevelopmental disorders: Opportunities and challenges
A Lau-Zhu, MPH Lau, G McLoughlin – Developmental cognitive …, 2019 – Elsevier
… These advances have initially been driven by an interest in incorporating real-time neural recording into consumer-oriented applications, including the development of brain-computer interfaces (or BCI) for a vast range of applications such as gaming control (Liao et al., 2012a …

Effects of map design characteristics on users’ search performance and cognitive load
H Al-Samarraie, A Eldenfria, ML Price, F Zaqout… – The Electronic …, 2019 – emerald.com
… The Emotiv EPOC (mobile EEG headset) was used in this study to examine participants’ brain activity in two conditions … As regards the methodological implications, this study presented the potential of using the brain-computer interface method and illustrated its application in a …

2015 ANNUAL REPOR
A ET – scholarworks.wmich.edu
Page 1. Masthead Logo Western Michigan University ScholarWorks at WMU Transportation Research Center Reports …

Driver Drowsiness Measurement Technologies: Current Research, Market Solutions, and Challenges
M Doudou, A Bouabdallah… – International Journal of …, 2019 – Springer
… [104], Jane et al. [77], and Lee et al. [98] have provided an overview of future BCI (Brain Computer Interface) devices as part of physiological signal-based measure with some potential applications without considering the drowsiness problem …

Development and Evaluation of Serious Games as Assistive Technology through Affordable Access Multi-Devices
TF BASTOS FILHO, EC BRAVO, ELM NAVES… – 2019 – 200.137.65.30
… A) Myo Armband B) Emotiv EPOC C) Eye tracker from The Eye Tribe. Source: THALMIC, 2016; EMOTIV, 2017; IPPINKA, 2018. …. 28 … VE Virtual Environment VR Virtual Reality sEMG Surface EMG SG SSVEP Serious Game …

The Assessment of Concussion Recovery Using Electroencephalography.
T Froneman – 2019 – scholar.sun.ac.za
… The developed protocol was used to compare a low-cost, portable EEG device (Emotiv Epoc+) to a research-grade EEG device (Brain Products Brainvision), and the data was analysed using averaged graphs and paired observation t-tests …

Removal of movement artefact for mobile EEG analysis in sports exercises
E Butkevi?i?t?, L Bikul?ien?, T Sidekerskien?… – IEEE …, 2019 – ieeexplore.ieee.org
… capturing information about neural processes in real-time during daily activities could be used to improve Brain Computer Interface (BCI) systems … Currently, the users of BCI applications can make use of domestic-grade wearable headsets such as Emotiv (Hong Kong, ROC …

Flexible and Stretchable Devices for Human-Machine Interfaces
I Wicaksono, C Dagdeviren – Handbook of Flexible and …, 2019 – books.google.com
… 2011, 360 Degree VR Image Viewer Controlled by Kinect, 2011.) virtual reality headset, augmented reality experience in 1st … recognition, facial gesture recognition, eye-motion and gaze detection, stress and emotion monitoring, brain-computer interface, and neuroprosthetics …

Inside the Mind’s Eye: An International Perspective on Data Privacy Law in the Age of Brain Machine Interfaces
A Greenberg – Alb. LJ Sci. & Tech., 2019 – HeinOnline
… NATURE 16, 165 (2006). 65 Id. at 166. 66 Id. at 169. 67 Andrea Kibler et al., Patients with ALS Can Use Sensorimotor Rhythms to Operate a Brain-computer Interface, 64 NEUROLOGY 1775, 1775 (2005). 68 See generally Leigh …

Exploring the fatigue affecting electroencephalography based functional brain networks during real driving in young males
J Chen, H Wang, Q Wang, C Hua – Neuropsychologia, 2019 – Elsevier
… Furthermore, Emotiv EPOC is a headset of low-cost compared to other EEG equipment and its non-invasive electrodes are connected to the system by wireless network, giving it an advantage in acquiring EEG signals (Lin and Jiang, 2017; Silva de Oliveira et al., 2018) …

Internal emotion classification using EEG signal with sparse discriminative ensemble
H Ullah, M Uzair, A Mahmood, M Ullah, SD Khan… – IEEE …, 2019 – ieeexplore.ieee.org
… 1: Low cost multiple channel portable wireless EEG device from Emotiv [6]. diverse areas including human-computer interaction, emo- tion understanding, brain-computer interface, and health-care … technologically ad- vanced applications, eg to change a scene in a virtual reality …

An efficient mixture model approach in brain-machine interface systems for extracting the psychological status of mentally impaired persons using EEG signals
NM Krishna, K Sekaran, AVN Vamsi… – IEEE …, 2019 – ieeexplore.ieee.org
… accuracy of 89% is achieved. INDEX TERMS Brain–computer interaction (BCI), emotion recognition, affective computing, electroen- cephalography (EEG), Gaussian mixture, cepstral analysis. I. INTRODUCTION Emotion recognition …

A survey of machine learning techniques in physiology based mental stress detection systems
SS Panicker, P Gayathri – Biocybernetics and Biomedical Engineering, 2019 – Elsevier
Skip to main content …

Development of an Intelligent Embedded Interface for Interpreting Biosignals Recorded by Novel Wearable Devices
DA Ron – pdfs.semanticscholar.org
… with an opportunity to provide real-time feedback to the user in Brain-Computer Interface (BCI) type of … Thus, making use of virtual reality (creation of a virtual world where the users can … Finally, EEG devices like the Emotiv EPOC and the Neurosky MindWave, are used as a help …

EMOTION-DRIVEN HUMAN-COBOT IN-TERACTION BASED ON EEG IN INDUS-TRIAL APPLICATIONS
AT Eyam – 2019 – pdfs.semanticscholar.org
… API Application Programming Interface BCI Brain-Computer Interaction ECG Electrocardiogram EEG Electroencephalography HCI Human-Computer … PAD Pleasure-Arousal-Dominance SDK Software Development Kit TCP Transmission Control Protocol VR Virtual Reality …

Responsible innovation in neurotechnology enterprises
H Garden, DE Winickoff, NM Frahm, S Pfotenhauer – 2019 – oecd-ilibrary.org
… Key search terms used for health-related neurotechnology: neuromodulation, neuroprosthetic, neurorehabilitation, neurosensing, brain-computer interface, neuroimaging, mental health, mental disorders, neurological disorders, diagnostics, therapeutics, health monitoring …

Wearables and the internet of things: Considerations for the life and health insurance industry
A Spender, C Bullen, L Altmann-Richer… – British Actuarial …, 2019 – cambridge.org
Page 1. DISCUSSION PAPER Wearables and the internet of things: considerations for the life and health insurance industry A. Spender*, C. Bullen*, L. Altmann-Richer, J. Cripps, R. Duffy, C. Falkous, M. Farrell, T. Horn, J. Wigzell and W. Yeap …

Communication technologies based on voluntary blinks: Assessment and design
AJ Molina-Cantero, C Lebrato-Vázquez… – IEEE …, 2019 – ieeexplore.ieee.org
… Nevertheless, inexpensive BCI, such as NeuroSky Mindwave (NM), Muse and Emotiv, have recently been released. The first is the cheapest, with one electrode, followed by Muse, with 4 channels and, finally, Emotiv with up to 14 channels …

Brain Computer Interfaces: Privacy, Ethics, and Policy
K Pratt – 2019 – digital.lib.washington.edu
… 12 already a company called Neurable7 advertising a combined virtual reality/EEG headset … in classifier training (counting digits), like a user might do to calibrate their BCI for optimal … Neural signals were recorded with a commercially-available EPOC Emotiv EEG system; the …

for Cyberneuroethics
C MIND – oapen.org
… 2016. ‘Conclusion and Perspectives’, in M. Clerc, L. Bougrain and F. Lotte (eds), Brain Computer Interface 2: Technology and Applications … 2011. ‘Ethical Issues in BCI Research’, in JR Wolpaw, and EW Wolpaw (eds), Brain-Computer Interfaces: Principles and Practice …

Human-assistive interface model of physiological computing systems
M VASILJEVAS – 2019 – epubl.ktu.edu
… interaction or physiological computing systems (PCS) encompasses such well-known paradigms as brain-computer interface (BCI), neural computer … eye tracking emerged in the market (eg Tobii eye trackers for gaze tracking, Emotiv EPOC+ for BCI applications, MYO …

Event-related potential from EEG for a two-step Identity Authentication System
LA Moctezuma, M Molinas – 2019 IEEE 17th International …, 2019 – ieeexplore.ieee.org
… of using imagined speech for subject recognition using a dataset of 27 subjects and EEG data from 14 channels of the Emotiv Epoc device … 7. of-the-art for multiple BCI problems [25] … “Sex differences in human EEG theta oscillations during spatial navigation in virtual reality,” …

WARREN NEIDICH GLOSSARY OF COGNITIVE ACTIVISM
SO DISTANT – academia.edu
… V VALORIZATION VARIATION VIRTUAL REALITY (VR … According to Wallstreet:online, 27.03.2019, investment in AI will reach 1.2 trillion dollars by 2020 and as Transparency Market Research reports invest- ment in Brain-Computer-Interface will reach 1.2 Trillion dollars by 2024 …

Advancing Diversity, Inclusion, and Social Justice Through Human Systems Engineering
RD Roscoe, EK Chiou, AR Wooldridge – 2019 – taylorfrancis.com
… and make use of diverse methodologies. Finally, in Chapter 12, Jackson, Laurenceau, and Gilbert discuss the design of wearable brain-computer interface (BCI) technologies. Specifically, the authors argue that advancements …

On Assessing Driver Awareness of Situational Criticalities: Multi-modal Bio-sensing and Vision-based Analysis, Evaluations and Insights
MM Trivedi – arXiv preprint arXiv:1910.00444, 2019 – arxiv.org
… ities. This has been utilized for various applications such as in affective computing and virtual reality [17], [18]. The … attention. The EEG was initially recorded from 14-channel Emotiv EEG headset at 128 Hz sampling rate. We …

Efficient Mapping of EEG Algorithms
AH Cervantes – research.tue.nl
… brain [43]. It is used in a variety of fields and application areas, such as Brain computer interfaces (BCI) for game development and wellness[20], and in the medical area as an aid to treat patients with brain-related diseases. So …

Affect and Embodied Meaning in Animation: Becoming-Animated
S Bissonnette – 2019 – books.google.com
… Page 20. performing a series of scenarios that involve painful mutations. The symbiotic relationship we develop with the genetically enhanced killers in BioShock redefines our usual understanding of 4 Alternatively, in virtual reality-based therapies, the human …

Probabilistic models for prosthetic control based on EMG decomposition
K Akhmadeev – 2019 – hal.archives-ouvertes.fr
… the field. Private companies, such as Emotiv1, Neuralink2, and open-source projects, such as OpenBCI3, engage more and more in the development of HMIs oriented to both prosthetic and non- prosthetic use. The potential …

Evaluating Future Trends in Support of the Air Force Strategic Environment Assessment
DT Orletsky, YH Wong, B Alkire, S Berner, DR Frelinger… – 2019 – rand.org
Page 1. David T. Orletsky, Yuna Huh Wong, Brien Alkire, Steven Berner, David R. Frelinger, Forrest E. Morgan, Karl P. Mueller, Marek N. Posard, Richard Silberglitt, William Young Evaluating Future Trends in Support of the Air Force Strategic Environment Assessment …

How (not) to train the brain: Enhancing what’s between your ears with (and without) science
A Raz, S Rabipour – 2019 – books.google.com
Page 1. AMIRRAZ AN DSH E | DA R A B ||PO UR ForeWord by Michael Posner t?Cli?h the DTCi? Enhancing what’s between your ears With (and Without) Science Page 2. How (Not) to Train the Brain Page 3. Amir earned his PhD …

Gamification of Eye Exercises for Evaluating Eye Fatigue
M Wo?niak – Artificial Intelligence and Soft Computing: 18th …, 2019 – books.google.com
Page 126. Gamification of Eye Exercises for Evaluating Eye Fatigue Mindaugas Vasiljevas1 (&), Robertas Dama?evi?ius1, Dawid Po?ap2, and Marcin Wo?niak2 1 Department of Software Engineering, Kaunas University of Technology, 51368 Kaunas, Lithuania {mindaugas …