Fraunhofer-Gesellschaft

Publica

Hier finden Sie wissenschaftliche Publikationen aus den Fraunhofer-Instituten.
2021A Compact and Interpretable Convolutional Neural Network for cross-subject Driver Drowsiness Detection from single-channel EEG
Cui, Jian; Lan, Zirui; Liu, Yisi; Li, Ruilin; Li, F.; Sourina, Olga; Müller-Wittig, Wolfgang K.
Journal Article
2021Subject Matching for Cross-Subject EEG-based Recognition of Driver States Related to Situation Awareness
Li, Ruilin; Wang, Lipo; Sourina, Olga
Journal Article
2021Subject-Independent Drowsiness Recognition from Single-Channel EEG with an Interpretable CNN-LSTM model
Cui, Jian; Lan, Zirui; Zheng, Tianhu; Liu, Yisi; Sourina, Olga; Wang, Lipo; Müller-Wittig, Wolfgang K.
Conference Paper
2020EEG-based Recognition of Driver State Related to Situation Awareness Using Graph Convolutional Networks
Li, Ruilin; Lan, Zirui; Cui, Jian; Sourina, Olga; Wang, Lipo
Conference Paper
2020Human Factors Evaluation of ATC Operational Procedures in Relation to Use of 3D Display
Liu, Yisi; Trapsilawati, Fitri; Lan, Zirui; Sourina, Olga; Johan, Henry; Li, Fan; Chen, Chun-Hsien; Müller-Wittig, Wolfgang K.
Conference Paper
2020Inter-subject transfer learning for EEG-based mental fatigue recognition
Liu, Yisi; Lan, Zirui; Cui, Jian; Sourina, Olga; Müller-Wittig, Wolfgang K.
Journal Article
2020SAFE: An EEG Dataset for Stable Affective Feature Selection
Lan, Zirui; Liu, Yisi; Sourina, Olga; Wang, Lipo; Scherer, Reinhold; Müller-Putz, Gernot
Journal Article
2019Detection of Humanoid Robot Design Preferences Using EEG and Eye Tracker
Liu, Yisi; Li, Fan; Tang, Lin Hei; Lan, Zirui; Cui, Jian; Sourina, Olga; Chen, Chun-Hsien
Conference Paper
2019Domain adaptation techniques for EEG-based emotion recognition: A comparative study on two public datasets
Lan, Zirui; Sourina, Olga; Wang, Lipo; Scherer, Reinhold; Müller-Putz, Gernot
Journal Article
2019EEG-Based Cross-Subject Mental Fatigue Recognition
Liu, Yisi; Lan, Zirui; Cui, Jian; Sourina, Olga; Müller-Wittig, Wolfgang K.
Conference Paper
2019EEG-based Human Factors Evaluation of Air Traffic Control Operators (ATCOs) for Optimal Training
Liu, Yisi; Lan, Zirui; Traspsilawati, Fitri; Sourina, Olga; Chen, Chun-Hsien; Müller-Wittig, Wolfgang K.
Conference Paper
2018EEG-based cadets training and performance assessment system in maritime virtual simulator
Liu, Yisi; Lan, Zirui; Sourina, Olga; Konovessis, Dimitrios; Liew, Hui Ping; Krishnan, Gopala; Ang, Hock Eng
Conference Paper
2018EEG-based evaluation of mental fatigue using machine learning algorithms
Liu, Yisi; Lan, Zirui; Khoo, Han Hua Glenn; Ho, K.; Li, King Ho Holden; Sourina, Olga; Müller-Wittig, Wolfgang K.
Conference Paper
2018EEG-based mental workload and stress monitoring of crew members in maritime virtual simulator
Lim, Wei Lun; Liu, Yisi; Subramaniam, Salem Chandrasekaran Harihara; Liew, Serene Hui Ping; Krishnan, Gopala; Sourina, Olga; Konovessis, Dimitrios; Ang, Hock Eng; Wang, Lipo
Conference Paper
2018NeuroFeedback training for enhancement of the focused attention related to athletic performance in elite rifle shooters
Liu, Yisi; Subramaniam, Salem Chandrasekaran Harihara; Sourina, Olga; Shah, Eesha; Chua, Joshua; Ivanov, Kirill
Conference Paper
2018Stable feature selection for EEG-based emotion recognition
Lan, Zirui; Sourina, Olga; Wang, Lipo; Liu, Yisi; Scherer, Reinhold; Müller-Putz, Gernot
Conference Paper
2017Large-Scale Automated Sleep Staging
Sun, Haoqi; Jia, Jian; Goparaju, Balaji; Huang, Guang-Bin; Sourina, Olga; Bianchi, Matt Travis; Westover, Brandon M.
Journal Article
2017Mobile EEG-based situation awareness recognition for air traffic controllers
Yeo, Lee Guan; Sun, Haoqi; Liu, Yisi; Trapsilawati, Fitri; Sourina, Olga; Chen, Chun-Hsien; Müller-Wittig, Wolfgang K.; Ang, Wei Tech
Conference Paper
2017Neurofeedback training for rifle shooters to improve cognitive ability
Liu, Yisi; Subramaniam, Salem Chandrasekaran Harihara; Sourina, Olga; Shah, Eesha; Chua, Joshua; Ivanov, Kirill
Conference Paper
2017Unsupervised feature learning for EEG-based emotion recognition
Lan, Zirui; Sourina, Olga; Wang, Lipo; Scherer, Reinhold; Müller-Putz, Gernot
Conference Paper
2016Neuroscience based design: Fundamentals and applications
Sourina, Olga; Liu, Yisi; Hou, Xiyuan; Lim, Wei Lun; Müller-Wittig, Wolfgang K.; Wang, Lipo; Konovessis, Dimitrios; Chen, Chun-Hsien; Ang, Wei Tech
Conference Paper
2015CogniMeter: EEG-based emotion, mental workload and stress visual monitoring
Hou, Xiyuan; Liu, Yisi; Sourina, Olga; Müller-Wittig, Wolfgang K.
Conference Paper
2015Machine learning reveals different brain activities in visual pathway during TOVA Test
Sun, Haoqi; Sourina, Olga; Yang, Yan; Huang, Guang-Bin; Denk, Cornelia; Klanner, Felix
Conference Paper
2015MIND - an EEG neurofeedback multitasking game
Lim, Wei Lun; Sourina, Olga; Wang, Lipo
Conference Paper
2015Prediction of Human Cognitive Abilities based on EEG measurements
Liu, Yisi; Lim, Wei Lun; Hou, Xiyuan; Sourina, Olga; Wang, Lipo
Conference Paper
2014EEG-based emotion monitoring in mental task performance
Liu, Yisi; Sourina, Olga; Chai, Woon Huei
Conference Paper
2014EEG-based subject-dependent emotion recognition algorithm using fractal dimension
Liu, Yisi; Sourina, Olga
Conference Paper
2014EEG-enabled affective human-computer interfaces
Sourina, Olga; Liu, Yisi
Conference Paper
2014EEG-enabled tests for neurofeedback training assessment
Liu, Yisi; Sourina, Olga
Conference Paper
2014Neurofeedback games for the enhancement of cognitive abilities related to multitasking
Sourina, Olga; Hou, Xiyuan; Wang, Lipo; Lim, Wei Lun; Liu, Yisi
Conference Paper
2014Neurofeedback games to improve cognitive abilities
Liu, Yisi; Sourina, Olga; Hou, Xiyuan
Conference Paper
2014Real-time subject-dependent EEG-based emotion recognition algorithm
Liu, Yisi; Sourina, Olga
Conference Paper
2014Stability of features in real-time EEG-based emotion recognition algorithm
Lan, Zirui; Sourina, Olga; Wang, Lipo; Liu, Yisi
Conference Paper
2013EEG-enabled affective applications
Sourina, Olga; Liu, Yisi
Conference Paper