Research Projects & Academic Outcomes
Journals
Preprint/under review
Neurological Evidence of Diverse Self-Help Breathing Trainings with Virtual Reality and Bio-Feedback Assistance: An Extensive Exploration of EEG Markers.
InfoFlowNet: A Multi-head Attention-based Self-supervised Learning Model with Surrogate Approach for Uncovering Brain Effective Connectivity.
Classification of Mindfulness Experiences from Gamma-band Effective Connectivity: Application of Machine-Learning Algorithms on Resting, Breathing, and Body Scan.
published/accepted
Wang, Z.J., Lee, H.-C., Chuang, C.-H., Hsiao, F.-C., Lee, S.-H., Hsu, A.-L., Wu, C.W., Traces of EEG-fMRI Coupling Reveals Neurovascular Dynamics on Sleep Inertia, accepted by Scientific Reports.
CH* Chuang, TF Chiu, HC Hsu, SS Lin, Coupling mobile brain imaging and virtual reality omnidirectional treadmill to explore attenuated situational awareness during distracted walking, IEEE Transactions on Cognitive and Developmental Systems. https://doi.org/10.1109/tcds.2023.3323779
CH Chuang, KL Lai, JY Li, JT King, WT Chen, SP Chen, YF Wang, HY Liu, FJ Hsiao, LL Pan, SJ Wang, Abnormal Heart Rate Variability and Its Application in Predicting Treatment Efficacy in Patients with Chronic Migraine: An Exploratory Study, Cephalalgia, 43(10). https://doi.org/10.1177/03331024231206781
CH Chuang* and HC Hsu, Pseudo–Mutual Gazing Enhances Interbrain Synchrony During Remote Joint Attention Tasking, Brain and Behavior, 13 (10), 2023. https://doi.org/10.1002/brb3.3181.
SF Guu, YP Chao, FY Huang, YT Jeng, HH NG, CF Hsu, CH Chuang, CM Huang, CW Wu, Interoceptive Awareness: MBSR Training Alters Information Processing of Salience Network, Frontiers in Behavioral Neuroscience, 17:1008086, 2023. https://doi.org/10.3389/fnbeh.2023.1008086.
HY Hydra Ng, C W. Wu, FY Huang, CM Huang, CF Hsu, YP Chao, TP Jung, CH Chuang*, Enhanced Electroencephalography Effective Connectivity in Frontal Low-Gamma Band Correlates of Emotional Regulation after Mindfulness Training, Journal of Neuroscience Research, 2023. https://doi.org/10.1002/jnr.25168 IF: 4.2
CH Chuang*, KY Chang, CS Huang, TP Jung. IC-U-Net: A U-Net based Denoising Autoencoders using Mixtures of Independent Components for Automatic EEG Artifact Removal, NeuroImage, 263, 2022. https://doi.org/10.1016/j.neuroimage.2022.119586
CH Chuang*, SW Lu, YP Chao, PH Peng, HC Hsu, CC Hung, CL Chang, TP Jung, Near-zero phase-lag hyperscanning in a novel wireless EEG system. Journal of Neural Engineering, 18 (066010), 2021. https://doi.org/10.1088/1741-2552/ac33e6.
HY Hydra Ng, C W. Wu, FY Huang, YT Cheng, SF Guu, CM Huang, CF Hsu, YP Chao, TP Jung, CH Chuang*, Mindfulness Training Alters Resting-State EEG Dynamics in Novice Practitioners via Mindful Breathing and Body-scan, Frontiers in Psychology 2021, 12(748584). doi: 10.3389/fpsyg.2021.748584.
CT Lin, CH Chuang*, YC Hung, CN Fang, D Wu, YK Wang, A driving performance forecasting system based on brain dynamic state analysis using 4-D convolutional neural networks, IEEE Transactions on Cybernetics, 2021, 51(10), 4959-4967, doi: https://doi.org/10.1109/TCYB.2020.3010805. IF: 11.448, SCIE
CT Lin, JT King, CH Chuang, W Ding, WY Chuang, LD Liao, & YK Wang, ‘Exploring the brain responses to driving fatigue through simultaneous EEG and fNIRS measurement’, International Journal of Neural Systems, 2020, 30(1) doi: https://doi.org/10.1142/S0129065719500187. IF: 8.0, SCIE
Z Cao, CH Chuang, JT King, & CT Lin, 'Multi-channel EEG recordings during a sustained-attention driving task', Scientific Data, 6(19), 2019. doi: https://doi.org/10.1038/s41597-019-0027-4. IF: 8.5, SCIE
TN Do, CH Chuang, SJ Hsiao, CT Lin, YK Wang, ‘Neural comodulation of independent brain processes related to multitasking’, IEEE Transactions on Neural Systems and Rehabilitation Engineering, 2019, 27(6), 1160-1169. IF: 4.9, SCIE
KC Huang, CH Chuang, YK Wang, CY Hsieh, JT King,& CT Lin, 'The effects of different fatigue levels on brain–behavior relationships in driving'. Brain and Behavior, 0, e01379. IF: 3.1, SCIE
CH Chuang, JT King, BS Wu, ZH Cao, YK Wang, & CT Lin, 'Brain electrodynamic and hemodynamic signatures against fatigue during driving', Frontiers in Neuroscience, 2018, 12(181), 1-12. IF: 3.566, SCIE
CT Lin, TY Hsieh, YT Liu, YY Lin, CN Fang, YK Wang, G Yen, N Pal, CH Chuang*, ‘Minority Oversampling in Kernel Adaptive Subspaces for Class Imbalanced Datasets’, IEEE Transactions on Knowledge and Data Engineering, 2018, 30(5), 950-962. IF: 8.9, SCI
D Wu, JT King, CH Chuang, CT Lin, & TP Jung, 'Spatial filtering for EEG-based regression problems in brain-computer interface (BCI),' IEEE Transactions on Fuzzy Systems 2018, 26(2), 771-781. IF: 7.671, SCI/SCIE
CT Lin, CS Huang, WY Yang, A Singh, CH Chuang, YK Wang, ‘Real-time EEG signal enhancement using canonical correlation analysis and Gaussian mixture clustering’, Journal of Healthcare Engineering, 2018, 2018(5081258), 1-11. IF: 2.746, SCIE
CT Lin, TC Chiu, YK Wang, CH Chuang, K Gramann, 'Granger causal connectivity dissociates navigation networks that subserve allocentric and egocentric path integration', Brain Research, 2018, 1679, 91-10. IF: 2.746, SCI/SCIE
Z Cao, CT Lin, CH Chuang, KL Lai, SJ Wang, ‘Exploring resting-state EEG complexity before migraine attacks,’ Cephalalgia 2018, 38(7), 1296-1306, IF: 3.609 SCI
CT Lin, CH Chuang*, ZH Cao, A K Singh, CS Hung, YH Yu, M Nascimben, YT Liu, JT King, TP Su, SJ Wang, 'Forehead EEG in support of future feasible personal healthcare solutions: sleep management, headache prevention, and depression Treatment', IEEE ACCESS 2017, 5, 10612-10621. IF: 3.244 SCIE
SL Wu, YT Liu, TY Hsieh, YY Lin, CY Chen, CH Chuang, & CT Lin, ‘Fuzzy integral with particle swarm optimization for a motor-imagery-based brain-computer interface,’ IEEE Transactions on Fuzzy Systems 2017, 25, 21-28. IF: 7.671, SCI/SCIE
CT Lin, YT Liu, SL Wu, Zehong Cao, YK Wang, CS Huang, JT King, SA Chen, SW Lu, CH Chuang*, 'Novel neurotechnology and computational intelligence method applied to EEG-based brain-computer interfaces,' IEEE Systems, Man, and Cybernetics Magazine 2017, 3, 16-26.
CT Lin, CH Chuang*, S Kerick, T Mullen, TP Jung, LW Ko, SA Chen, JT King, K McDowell, 'Mind-wandering tends to occur under low perceptual demands during driving', Scientific Reports 2016, 6, 1-11. IF: 4.259 SCI/SCIE
Z Cao, CT Lin, CH Chuang, KL Lai, AC Yang, JL Fuh, SJ Wang, 'Resting-state EEG power and coherence vary between migraine phases', Journal of Headache and Pain 2016, 17, 1-9. IF: 3.580 SCIE
SW Chuang, CH Chuang, YS Yu, JT King, CT Lin, 'EEG alpha and gamma modulators mediate motion sickness-related spectral responses', International Journal of Neural Systems 2016, 26, 1-14. IF: 6.333 SCIE
YT Liu, YY Lin, SL Wu, CH Chuang, & CT Lin, 'Brain dynamics in predicting driving fatigue using a recurrent self-evolving fuzzy neural network', IEEE Transactions on Neural Networks and Learning Systems 2016, 27, 347-360. IF: 6.108 SCI/SCIE
KC Huang, TY Huang, JT King, YK Wang, CH Chuang, CT Lin, & TP Jung, ‘An EEG-based fatigue detection and mitigation system', International Journal of Neural Systems 2016, 26, 1-14. IF: 6.108 SCI/SCIE
YH Yu, SW Lu, CH Chuang, JT King, CL Chang, SA Chen, & CT Lin, 'An inflatable and wearable wireless system for making 32-channel electroencephalogram measurements', IEEE Transactions on Neural Systems and Rehabilitation Engineering 2016, 24, 806-813. IF: 6.108 SCI/SCIE
CS Huang, N Pal, CH Chuang & CT Lin, 'Identifying changes in EEG information transfer during drowsy driving by transfer entropy', Frontiers in Human Neuroscience 2015, 9, 1-12.
CH Chuang*, CS Huang, LW Ko, & CT Lin, 'An EEG-based perceptual function integration network for application to drowsy driving', Knowledge-Based Systems 2015, 80, 143-152.
CT Lin, CH Chuang, CS Huang, SF Tsai, SW Lu, YH Chen, & LW Ko, 'Wireless and wearable EEG system for evaluating driver vigilance', IEEE Transactions on Biomedical Circuits and Systems 2014, 8, 165-176.
CH Chuang, LW Ko, TP Jung, & CT Lin, 'Kinesthesia in a sustained-attention driving task', Neuroimage 2014, 91, 187-202.
CH Chuang, LW Ko, YP Lin, TP Jung, & CT Lin, 'Independent component ensemble of EEG for brain-computer interface', IEEE Transactions on Neural Systems and Rehabilitation Engineering 2014, 22, 230-238.
CT Lin, KC Huang, CH Chuang, LW Ko, & TP Jung, 'Can arousing feedback rectify lapses in driving? Prediction from EEG power spectra', Journal of Neural Engineering 2013, 10, 1-10.
FC Lin, LW Ko, CH Chuang, TP Su, & CT Lin, 'Generalized EEG-based drowsiness prediction system by using a self-organizing neural fuzzy system', IEEE Transactions on Circuits and Systems I-Regular papers 2012, 59, 2044-2055.
CT Lin, CH Chuang, YK Wang, SF Tsai, TC Chiu, & LW Ko, 'Neurocognitive characteristics of the driver: A review on drowsiness, distraction, navigation, and motion sickness', Journal of Neuroscience and Neuroengineering 2012, 1, 61-81.
JM Yang, BC Kuo, PT Yu, & CH Chuang, 'A dynamic subspace method for hyperspectral image classification', IEEE Transactions on Geoscience and Remote Sensing 2010, 48, 2840-2853.
Scholarly Book Chapters
BJ Lance, J Touryan, YK Wang, SW Lu, CH Chuang, P Khooshabeh, P Sajda, A Marathe, TP Jung, CT Lin, and K McDowell, 'Towards Serious Games for Improved BCI', Handbook of Digital Games and Entertainment Technologies, R. Nakatsu, M. Rauterberg and P. Ciancarini, eds., pp. 1-28, Singapore: Springer Singapore, 2015.
LW Ko, CH Chuang, CS Huang, YH Chen, SW Lu, LD Liao, WT Chang, & CT Lin, 'Real-Time Vigilance Estimation Using Mobile Wireless Mindo EEG Device with Spring-Loaded Sensors', Foundations of Augmented Cognition, Lecture Notes in Computer Science D. Schmorrow and C. Fidopiastis, eds., pp. 450-458: Springer Berlin Heidelberg, 2013.
Conference Papers
YT Cheng, CF Hsu, HY Hydra Ng, CW Li, CH Chuang, CM Huang, YP Chao, CW Wu, Comparison of ERP between Pure EEG and Simultaneous EEG-fMRI Recordings in Sustained Attention Task, OHBM2020.
HY Hydra Ng, YT Cheng, CW Li, CH Chuang, CM Huang, CF Hsu, YP Chao, FY Huang, CW Wu, EEG Spectral Disparity of Breath Awareness and Body Scan among Novice Mindfulness Practitioners, OHBM2020.
SL Wu, YT Liu, KP Chou, YY Lin, J Lu, G Zhang, CH Chuang, WC Lin, & CT Lin, ‘A motor imagery based brain-computer interface system via swarm-optimized fuzzy integral and its application’, 2016 IEEE International Conference on Fuzzy Systems, Vancouver, Canada, 24-29 July 2016
D Wu, CH Chuang, & CT Lin, 'Online driver's drowsiness estimation using domain adaptation with model fusion', International Conference on Affective Computing and Intelligent Interaction, pp. 904-910, Xi’an, China, 21-24 Sep., 2015
LW Ko, WK Lai, WG Liang, CH Chuang, SW Lu, YC Lu, TY Hsiung, HH Wu, & CT Lin, 'Single channel wireless EEG device for real-time fatigue level detection', IEEE International Joint Conference on Neural Networks, pp. 1-5, Killarney, Ireland, 12-17 Jul., 2015.
YY Liu, YT Yin, SL Wu, CH Chuang, & CT Lin, 'EEG-based driving fatigue prediction system using functional-link-based fuzzy neural network', IEEE International Joint Conference on Neural Networks, pp. 4109-4113, Beijing, China, 6-11 Jul., 2014.
CH Chuang, YP Lin, LW Ko, TP Jung, & CT Lin, 'Automatic design for independent component analysis based brain-computer interfacing', 35th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, pp. 2180 - 2183, Osaka, Japan, 3-7 Jul., 2013.
CT Lin, CH Chuang, CS Huang, YH Chen, & LW Ko, 'Real-time assessment of vigilance level using an innovative Mindo4 wireless EEG system', IEEE International Symposium on Circuits and Systems, pp. 1528-1531, Beijing, China, 19-23 May, 2013.
KC Huang, TP Jung, CH Chuang, LW Ko, & CT Lin, 'Preventing lapse in performance using a drowsiness monitoring and management system', 34th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, pp. 3336-3339, San Diego, USA, 28 Aug.- 1 Sep., 2012.
CH Chuang, CS Huang, CT Lin, LW Ko, JY Chang, & JM Yang, 'Mapping information flow of independent source to predict conscious level: A Granger Causality Based Brain-Computer Interface', International Symposium on Computer, Consumer and Control, pp. 813-816, Taichung, Taiwan, 4-6 Jun., 2012.
CH Chuang, PC Lai, LW Ko, BC Kuo, & CT Lin, 'Driver’s cognitive state classification toward brain computer interface via using a generalized and supervised technology', International Joint Conference on Neural Networks, pp. 1-7, Barcelona, Spain, 18-23 Jul., 2010.
YH Yu, PC Lai, LW Ko, CH Chuang, BC Kuo, & CT Lin, 'An EEG-based classification system of passenger's motion sickness level by using feature extraction/selection technologies', International Joint Conference on Neural Networks, pp. 1-6, Barcelona, Spain, 18-23 Jul., 2010.
TP Jung, KC Huang, CH Chuang, JA Chen, LW Ko, TW Chiu, & CT Lin, 'Arousing feedback rectifies lapse in performance and corresponding EEG power spectrum', Annual International Conference of the IEEE Engineering in Medicine and Biology Society, pp. 1792-1795, Buenos Aires, Argentina, 31 Aug.-4 Sep., 2010.
BC Kuo, SS Lin, HM Wu, & CH Chuang, 'A novel classification processing based on the spatial information and the concept of adaboost for hyperspectral image classification', IEEE International Geoscience and Remote Sensing Symposium, pp. 2816-2819, Honolulu, USA, 25-30 Jul., 2010.
BC Kuo, CH Chuang, CH Li, & CC Hung, 'A nonparametric contextual classification based on Markov random fields', IEEE First Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, pp. 1-4, Grenoble, France, 26-28 Aug., 2009.
BC Kuo, CH Chuang, CH Li, & CT Lin, 'Subspace selection based multiple classifier systems for hyperspectral image classification', IEEE First Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, pp. 1-4, Grenoble, France, 26-28 Aug., 2009.
BC Kuo, CH Chuang, CC Hung, & SW Yang, 'A novel random subspace method using spectral and spatial information for hyperspectral Image Classification', IEEE International Geoscience and Remote Sensing Symposium, pp. I-217-I-220, Boston, USA, 7-11 Jul., 2008.
CH Chuang, BC Kuo, and HP Wang, 'Fuzzy fusion method for combining small number of classifiers in hyperspectral image classification', International Conference Intelligent Systems Design and Applications, pp. 327-332, Kaohsiung, Taiwan, 26-28 Nov., 2008.
PATENTS
林進燈、柯立偉、莊鈞翔、梁偉剛，「瞌睡壓力偵測裝置及其方法」，中華民國專利104130665
林進燈、莊鈞翔、謝艾希，「自適性生理反應之參數預測方法及其預測裝置」，中華民國專利104126847
林進燈、莊鈞翔、呂紹瑋、曹澤宏，「偏頭痛發作預測系統之建立及預測方法偏頭痛發作預測系統之建立及預測方法」，中華民國專利105102802
NATIONAL PROJECTS
科技部 哥倫布計畫(Young Scholar Fellowship: Columbus Program): 發展超掃描腦機介面探索空間巡航表現之跨腦標記 109-2636-E-019 -001 (PI)
科技部 優秀年輕學者研究計畫(Project for Excellent Junior Research Investigators) - 發展閉迴路腦機介面以強化多重任務時的狀況認知 MOST 108-2628-E-019-001-MY3 (PI)
科技部 腦科學專案計畫 - 正念鑄心：整合神經回饋與虛擬實境以增進中老年族群的身心腦健康 MOST 108-2321-B-038-005-MY2 (co-PI)
科技部 新進人員研究計畫 - Navigation Task Training Enhances Cognitive Skills that Decline with Age or Diseases, MOST 105-2221-E-009-069 (PI)
Brain Signatures across Chronic Pain Disorders, MOST 106-2321-B-010-009 (Research Associate)
INDUSTRY LINKAGE
睡眠呼吸中止症患者之多項生理訊號特徵萃取、分析與探勘, sponsored by MediaTek, 2018-2020 (PI)
INTERNATIONAL PROJECTS - sponsored by US Army Research Lab / DCS Corp.
Investigate the Multitasking-related Neural Co-Modulation among Independent Brain Processes, CaN-CTA-MTM, $146,222 USD (PI)
Brain-State Drift Detection and Management for Uncertainty Estimation and Human Performance Modeling, CaN-CTA-ACA-BSDD, $90,000 USD (Co-PI)
Adaptive Robust Closed-Loop Real-Time BCI Systems with Minimum Calibration, CaN-CTA-ACA-ARMC, $135,000 USD (Co-PI)
The Analysis and Interpretation of Real-Life EEG and non-EEG Data Collected in Two Unprecedented Longitudinal Studies, CaN-CTA-RWN-VDELS, $187,500 USD (Co-PI)
Mutually Adaptive & Closed-Loop Overall Performance Management System, CaN-CTA-RWN-BCI-maBCI, $140,000 USD (Co-PI)