Laboratory for NeuroErgonomics
神經人因工程實驗室
Kickoff 2016.2.1
Research Focus
Leverage knowledge and methodologies of Brain Dynamics (Neuro-) and Human Factor and Performance (Ergonomics) to
advance our understanding of performance-related brain network dynamics
design brain-computer interfaces to maintain or augment the human performance in real-world settings
develop realistic applications of multimedia interaction and brain/cognition assessment at home
Research scope
EEG signal processing
Machine learning
Big data mining
Biosignal sensing hardware
Brain-computer interface
Brain hyperscanning
Student Recruitment
We invite both undergraduate and graduate students to join our lab. They can gain knowledge and contribute to the design of brain-computer interfaces towards real-life applications (歡迎研究生與大學部專題生加入).
M.S. students interested in our lab are highly encouraged to carefully review the details about thesis topics and timelines (refer to People tab on the top) before requesting a discussion appointment via email.
Our lab is dedicated to persuing scientific innovation and making practical contributions while striving to train and guide students to become outstanding. No Sincerity & Motivation, No Bother!
113 學年度可收受碩士班學生數: 醫科所名額(甲組: 2位；乙組: 1位)、電機所名額(庚組 : 2位, 合聘教師名額)
已收受人數 (updated by 2024.5.10): 醫科所 (推甄甲組: 2位)
Recent announcements
2024.1.29 Congratulations. Hung-Yuan successfully defended his master's thesis regarding "Constructing a personalized affective model".
2023.11.6 Congratulations! Dr. Yuan-Pin Lin is named one of the World’s Top 2% Scientists 2022.
2023.10.24 New journal paper. Yi-Wei's work entitled "Exploring Spatio-spectral Electroencephalogram Modulations of Imbuing Emotional Intent during Active Piano Playing" has been accepted for publication by IEEE Transactions on Neural Systems & Rehabilitation Engineering.
2023.10.9 New journal paper. Wei-Jen and Hsing-Yi's work entitled "Electroencephalogram-Driven Machine-Learning Scenario for Assessing Impulse Control Disorder Comorbidity in Parkinson’s Disease Using a Low-Cost, Custom LEGO-Like Headset " has been accepted for publication by IEEE Transactions on Neural Systems & Rehabilitation Engineering.
2023.9.19 New journal paper. Shang-You's work entitled "Movement Artifact Suppression in Wearable Low-Density and Dry EEG Recordings Using Active Electrodes and Artifact Subspace Reconstruction" has been accepted for publication by IEEE Transactions on Neural Systems & Rehabilitation Engineering.
2023.7.26 Congratulations. Yi-Hsiang successfully defended his master's thesis regarding "Wearable LEGO-like headset and its streaming platform".
2023.7.17 New lab member. Wei-Yun Hong joins our lab to work on her master's thesis.
2023.7.3 New lab member. Ming-Chuan Chen joins our lab to work on his master's thesis.
2023.6.27 The 4th EEG workshop. Our lab is organizing the 4th EEG summer workshop at NSYSU during Aug. 14~18. 23 students from 9 labs (6 universities) will participate in this workshop. The topics cover fundamental rationale and coding practices of temporal, spectral, and spatial EEG analysis and machine learning, as well as hands-on EEG experiments.
2023.6.23 New granted project. Our NSTC Research Project titled "Developing an Adaptive Affective Brain-Computer Interface Infrastructure for Psychophysiological Modulations " has been granted (till 2026/7/31). This project is awarded with Project for Excellent Junior Research Investigators (國科會優秀年輕學者計畫).
2023.6.13 New lab member. Zhe-Cheng Liu joins our lab to work on his master's thesis.
2023.6.7 New conference paper. Hung-Yuan's work entitled "Validation of Model-Basis Transfer Learning for a Personalized Electroencephalogram-Based Emotion-Classification Model" has been accepted for Oral Presentation at the 45th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC'23), Sydney, Australia, 24-28 July 2023.
2023.3.31 Congratulations. Shin-Yuan successfully defended her master's thesis regarding "Parkinson's disease Research".
2023.3.21 New journal paper. Yi-Wei's work entitled "Cross-Day Data Diversity Improves Inter-Individual Emotion Commonality of Spatio-Spectral EEG Signatures Using Independent Component Analysis" has been accepted for publication by IEEE Transactions on Affective Computing.
2023.3.2 New lab member. Ya-Qi Yang joins our lab to work on her bachelor's project.
2023.2.11 New journal paper. Wei-Jen's work entitled "Event-Related Potential-Based Collaborative Brain-Computer Interface for Augmenting Human Performance Using a Low-Cost, Custom Electroencephalogram Hyperscanning Infrastructure" has been accepted for publication by IEEE Transactions on Cognitive and Developmental Systems.
2023.1.12 Congratulations. Meng-Yu successfully defended her master's thesis regarding "NeuroMarketing Research".
2020 ~ 2022
2022.7.18 Congratulations. Yao-Hong has successfully defended his master's thesis regarding "Novel Conductive EEG Electrode".
2022.7.13 New lab member. Zi-Ping Huang joins our lab to work on his master's thesis.
2022.7.11 New lab member. Jia-Wen Huang joins our lab to work on her master's thesis.
2022.7.1 New lab member. Ying-Jhen Su joins our lab to work on her master's thesis.
2022.3.29 New demonstration. An SSVEP-basis four-user brain-computer music interface for a co-play of musical accompaniment (link).
2021.11.26 New patent. Taiwan Intellectual Property Office has approved our patent application entitled "A Method for Evaluating Parkinson's Disease Related Impulse Control Disorder via Brainwave and a System Thereof".
2021.10.15 Congratulations! Shang-You successfully defended his master's thesis regarding "Validating motion artifact suppression strategies during EEG recording".
2021.7.2 New lab member. Yi-Jie Yeh joins our lab to work on EEG project.
2021.6.17 Congratulations! Bo-Wei Tsai is awarded with the Shen-Non Research Award (傑出獎) by the Department of Biological Sciences, NSYSU.
2021.6.11 New journal paper. Hsing-Yi's work titled "Objective Assessment of Impulse Control Disorder in Patients with Parkinson’s Disease Using a Low-Cost LEGO-like EEG Headset: A Feasibility Study" has been accepted for publication in Journal of NeuroEngineering and Rehabilitation.
2021.4.17 New lab member. Danylo Fatieiev joins our lab to work on his master thesis.
2021.4.12 New lab member. Jan-Rung Hsu joins our lab to work on his master thesis.
2020.12.10 New lab member. Shin-Yuan Huang joins our lab to work on her master thesis.
2020.11.6 Congratulations! Dr. Lin is awarded with Best Young Professional Member Award by IEEE Tainan Section.
2020.7.27 Congratulations! Hsing-Yi successfully defended her master's thesis regarding "Assessing Impulse Control Disorders in Parkinson's Disease".
2020.7.11 The 3rd EEG workshop. Our lab is organizing the 3rd EEG summer workshop during Aug. 24~28. There are 25 participants from 12 groups joining this training course (link).
2020.7.1 New lab member. Meng-Yu Yao and Hung-Yuan Huang join our lab working on their master theses.
2020.6.15 New lab member. Bo-Wei Tsai joins our lab working on EEG project.
2020.6.14 New visitor. Jason Chou visits our lab and learns the EEG source analysis this summer.
2020.5.11 Congratulations! Yi-Lu has successfully defended his master's thesis regarding "Affective BCI Infrastructure".
2020.5.5 New conference paper. Shang-You's work titled "Validating a LEGO-Like EEG Headset for a Simultaneous Recording of Wet and Dry-Electrode Systems During Treadmill Walking" has been accepted for presentation in the 42nd Annual International Conference of the IEEE Engineering in Medicine and Biology Society this year.
2020.5.4 New conference abstract. Yi-Lu's work titled "Improving a Personalized EEG-based Affective Brain-Computer Interface Model towards Cross-day Prediction" has been accepted for presentation in the 43rd Annual Meeting of the Japan Neuroscience Society this year.
2020.4.21 New special issue. Dr. Lin is invited to organize a special issue in Sensors. The scope is about advancing the decoding of EEG signatures towards BCI practice in real world (link).
2020.2.20 New lab member. Yi-Hsiang Lien joins our lab to work towards his master thesis.
2016 ~ 2019
2019.10.30 New journal paper. Yi-Wei Shen's work titled "Challenge for Affective Brain-Computer Interfaces: Non-stationary Spatio-spectral EEG Oscillations of Emotional Responses" has been published in Frontiers in Human Neuroscience (link).
2019.10.13 Taiwan-Latvia-Lithuania Joint Research Collaboration. Latvian and Lithuanian groups are visiting our lab during 2019.10.14~18 (link).
2019.10.2 New journal paper. Dr. Yuan-Pin Lin, Ting-Yu Chen and Wei-Jen Chen's work titled " Cost-efficient and Custom Electrode-holder Assembly Infrastructure for EEG Recordings " has been published in Sensors (link).
2019.8.17 Conference presentation. Yi-Lu Tsai and Wei-Jen Chen presented their works at WACBE 2019 (link).
2019.8.8 New lab member. Yi-Feng Shu and Yao-Hong Huang join our lab to work toward their master thesis.
2019.8.6 New journal paper. Dr. Yuan-Pin Lin's work titled "Constructing a Personalized Cross-day EEG-based Emotion-Classification Model Using Transfer Learning " has been accepted for publication in IEEE Journal of Biomedical and Health Informatics (link).
2019.8.5 The 2nd EEG workshop. Our lab is organizing the 2nd EEG summer workshop at NSYSU during Aug. 5~9. There are 20 students from 8 labs (7 universities) participating this training course. The topics cover ERP/SSVEP experiments, and basic time-frequency analysis and machine learning implementation (link).
2019.7.26 Taiwan-Latvia-Lithuania Joint Research Collaboration. Our lab members (Yi-Wei, Yi-Lu, and Hsing-Yi) are visiting Lativa and Lithuania Groups during Jul. 23 ~ Aug. 2 (link).
2019.6.25 Congratulations! Meng-Yu Yao's project proposal has been granted by MOST (科技部大專生專題研究計畫 108-2813-C-110-029-E).
2019.6.12 New lab member. Sheng-Hsun Chen joins our lab as technical intern to work on cross-platform software infrastructure.
2019.4.27 New journal paper. Kai-Chiang Chuang's work titled "Cost-Efficient, Portable, and Custom Multi- Subject Electroencephalogram Recording System" has been accepted for publication in IEEE Access.
2019.4.23 New equipment installed. Another computing server with GPU is online.
2019.4.1 New conference abstract. Wei-Jen Chen will present his work titled "Demonstrating a Collaborative Brain-Computer Interface Framework Using Cost-Efficient and Custom EEG Headsets " at the 9th WACBE World Congress on Bioengineering (WACBE'19). Kai-Chiang Chuang is the co-author.
2018.12.12 New granted project. Our Taiwan-Latvia-Lithuania Joint Research Project titled "Brain-Computer Music Interfacing for Embodied Musical Interaction " has been granted (till 2021/12/31).
2018.11.21 New lab member: Meng-Yu Yao joins our lab to work on EEG research.
2018.11.4 New conference abstract. The work titled "Developing a Cost-efficient EEG Acquisition Device with a 3D-printed Self-assembled Electrode Holder" has been accepted and selected as Oral Presentation at Global Conference on Biomedical Engineering (GCBME) in Taoyuan, Taiwan (Hsing-Yi Liang and Kai-Chiang Chuang are the main authors) .
2018.8.10 1st EEG training course : Our lab is holding the 1st EEG training course at NSYSU campus during Aug. 13~17. Three labs and 13 students join this summer course. The topics are about ERP and SSVEP analysis using machine learning and independent component analysis.
2018.7.2 New lab member: Ting-Yu Chen and Shang-You Yang join our lab to work on their master thesis.
2018.5.12 New lab member: Wei-Jen Chen joins our lab to work on a BCI project.
2018.2.8 New lab member: Zi-Zhen Chen joins our lab to work on EEG analysis.
2018.1.24 Lab visitor: Peggy Cao conducts a short-term ERP project in our lab.
2017.7.24 New lab member: Hsing-Yi Liang and Yi-Lu Tsai join our lab to work on their master thesis.
2017.7.23 New granted project: A project is awarded for Excellent Junior Research Investigators, Ministry of Science and Technology (科技部優秀年輕學者計畫).
2017.7.3 Journal paper published: The work titled "Improving Cross-day EEG-based Emotion Classification Using Robust Principal Component Analysis" has been published in Frontiers in Computational Neuroscience.
2017.6.27 Journal paper published The work titled "Improving EEG-based Emotion Classification Using Conditional Transfer Learning" has been published by Frontiers in Human Neuroscience.
2017.6.21 New equipment installed: Computing and data servers are online!
2017.4.3 Congratulations! Kuan-Juan Chiang got admission to Master degree program at Department of Bioengineering in University of California, San Diego, 2017.
2017.3.29 Conference paper accepted: Our work titled "Developing a Portable EEG Platform for Real-life Applications: Preliminary Demonstration" is selected as an Oral Presentation by Symposium on Engineering, Medicine, and Biology Applications (SEMBA'17). Kai-Chiang Chuang is the first author.
2017.3.13 Congratulations! Dr. Lin is recognized by Marquis Who's Who 2017 for excellence in Electrical Engineering.
2016.12.29 New equipment installed: Core facility of EEG recording has been established.
2016.10.12 New granted project: Our proposal entitled "Toward a Real-life Affective Brain-Computer Interface Framework" has been funded by MOST (105-2218-E-110-008).
2016.8.1 New lab member: Kuan-Juan Chiang (undergraduate student, NTU EE) joined our lab to learn EEG data mining.
2016.8.1 New lab member: 沈易緯 (105 graduate student, NSYSU IMST) joined our lab to work on his master thesis.
2016.2.1 New lab member: 莊凱強 (104 graduate student, NSYSU IMST) joined our lab to work on his master thesis.
Location
National Sun Yat-sen University
International Research Building Room 1006-15
No. 70 Lienhai Rd., Kaohsiung 804201, Taiwan
國立中山大學
國研大樓1006-15室
804201高雄市鼓山區蓮海路70號