梁勝富

Accepted Papers to be Published

1. Chih-En Kuo, Yi-Che Liu, Da-Wei Chang, Chung-Ping Young, Fu-Zen Shaw, and Sheng-Fu Liang "Development and Evaluation of a Wearable Device for Sleep Quality Assessment" IEEE Trans. on Biomedical Engineering SCI

Refered Papers

1. Yu-Lin Wang, Yin-Lin Chen, Alvin W.Y Su, Fu-Zen Shaw, Sheng-Fu Liang "Epileptic pattern recognition and discovery of the local field potential in amygdala kindling process" IEEE Trans. on Neural Systems and Rehabilitation Engineering, vol. 24, pp. 374-385, 2016. SCI

2. Sheng-Fu Liang* , Chih-En Kuo, Fu-Zen Shaw, Ying-Huang Chen, Chia-Hu Hsu , Jyun-Yu Chen "Combination of expert knowledge and a genetic fuzzy inference system for automatic sleep staging" IEEE Trans. Biomedical Engineering, vol 63(10), pp. 2108-2118, 2016. SCI

3. Kun-Chan Lan, Da-Wei Chang, Chih-En Kuo, Ming-Zhi Wei, Yu-Hung Li, Fu-Zen Shaw, Sheng-Fu Liang* "Using Off-the-Shelf Lossy Compression for Wireless Home Sleep Staging" Journal of Neuroscience Methods, vol 246, pp. 142-152, 2015. SCI

4. Sheng-Fu Liang*, Chin-En Kuo, Yi-Chieh Lee, Wen-Chieh Lin, Yen-Chen Liu, Peng-Yu Chen, Fu-Yin Cherng, and Fu-Zen Shaw "Development of an EOG-based Automatic Sleep Monitoring Eye Mask" IEEE Trans. on Instrumentation & Measurement, vol. 64, pp. 2977-2985, 2015. SCI

5. W. M. Chen, H. Chiueh, T. J. Chen, C. L. Ho, C. Jeng, M. D. Ker, C. Y. Lin, Y. C. Huang, C. W. Chou, T. Y. Fan, M. S. Cheng, Y. L. Hsin, S. F. Liang, Y. L. Wang, F. Z. Shaw, Y. H. Huang, C. H. Yang, C. Y. Wu "A Fully Integrated 8-Channel Closed-Loop Neural-Prosthetic CMOS SoC for Real-Time Epileptic Seizure Control" IEEE Journal of Solid-State Circuits, vol 49, pp. 232-247, 2014.SCI

6. C. C. Kung, T. H. Hsieh, J. Y. Liou, K. Ju. Lin, F. Z. Shaw, S. F. Liang* "Musicians and non-Musicians' different reliance of features in consonance perception: a behavioral and ERP study" Clinical Neurophysiology, vol 125, pp. 971-978, 2014SCI

7. Chin-En Kuo, Sheng-Fu Liang *, Shao-Sheng Lu, Cheng-Hao Wen, and Chih-Sheng Lin "Estimation and Prediction of Drug Therapy on The Termination of Atrial Fibrillation by Autoregressive Model with Exogenous Inputs" IEEE Journal of Biomedical and Health Informatics, vol. 17 (1), pp. 153-161, 2013.NSC 101-2220-E-006-010SCI

8. S. F. Liang*, Y. C. Chen, Y. L. Wang, P. T. Chen, C. H. Yang and H. M. Chiueh "A Hierarchical Approach for On-line Temporal Lobe Seizure Detection in Long-term Intracranial EEG Recordings" Journal of Neural Engineering, 10(4), 045004, 2013SCI

9. K. Y. Wu, C. W. Chao, C. I. Hung, W. H. Chen, Y. T. Chen, S. F. Liang* "Functional Abnormalities in the Cortical Processing of Sound Complexity and Musical Consonance in Schizophrenia: Evidence from an Evoked Potential Study" BMC Psychiatry, vol 13, pp. 158-165, 2013SCI

10. S. F. Liang*, C. E. Kuo, Y. H. Hu, Y. H. Pan, Y. H. Wang "Automatic Stage Scoring of Single-Channel Sleep EEG by Using Multiscale Entropy and Autoregressive Models" IEEE Trans. on Instrumentation & Measurement, vol. 61, no. 6, pp. 1649-1657, 2012.SCI

11. D. W. Chang, Y. D. Liu, C. P. Young, J. J. Chen, Y. H. Chen, C. Y. Chen, Y. C. Hsu ,F. Z, Shaw, and S. F. Liang* "Design and Implementation of a Modularized Polysomnography System" IEEE Trans. on Instrumentation & Measurement, vol. 61, no. 7, pp. 1933-1944, 2012SCI

12. S. F. Liang*, C. E. Kuo, Y. H. Hu and Y. S. Cheng "A rule-based automatic sleep staging method" Journal of Neuroscience Methods, vol. 205, no.1, pp. 169-176, 2012SCI

13. Shing-Tai Pan, Chih-En Kuo, Jian-Hong Zeng and Sheng-Fu Liang* "A transition-constrained discrete hidden Markov model for automatic sleep staging" BioMedical Engineering OnLine, 11:52, 2012.SCI

14. C. P. Young, S. F. Liang, D. W. Chang, Y. C. Liao, F. Z. Shaw and C. H. Hsieh "A Portable Wireless On-line Closed-loop Seizure Controller in Freely Moving Rats" IEEE Trans. onIEEE Trans. on Instrumentation & Measurement , vol. 60, no.2, pp. 513-521, 2011SCI

15. Y. H. Pan, Y. H. Wang, S. F. Liang and K. T. Lee "Fast Computation of Sample Entropy and Approximate Entropy in Biomedicine" Computer Methods and Programs in Biomedicine, vol. 104, pp. 382-396, 2011.SCI

16. S. F. Liang , Y. C. Liao, F. Z. Shaw, D. W. Chang, C. P. Young, H. M. Chiueh "Closed-loop Seizure Control on Epileptic Rat Models" Journal of Neural Engineering, vol. 8, 045001, 10 pages, 2011.SCI

17. T. J. Chen, H.M. Chiueh, S. F. Liang, S. T. Chang, C. Jeng, Y. C. Hsu, and T. C. Chien "The Implementation of a Low-Power Biomedical Signal Processor for Real-Time Epileptic Seizure Detection on Absence Animal Models" IEEE Journal on Emerging and Selected Topics in Circuits and Systems, vol. 1, no.4, pp. 613-621, 2011.SCI

18. D. W. Chang, S. F. Liang, C. P. Young, F. Z. Shaw, W. Y. Su, Y. D. Liu, Y. L. Wang, Y. C. Liu, J. J. Chen and C. Y. Chen "A Versatile Wireless Portable Monitoring System for Brain-Behavior Approaches" IEEE Journal on Emerging and Selected Topics in Circuits and Systems, vol. 1, no.4, pp. 440-450, 2011.

19. S. F. Liang, H. M. Chen and Y. C. Liu "Image Enlargement by Applying Coordinate Rotation and Kernel Stretching to Interpolation Kernels" EURASIP Journal on Advances in Signal Processing, vol. 2010, 576831, 18 pages, 2010SCI

20. S. F. Liang, H. C. Wang, W. L. Chang "Combination of EEG Complexity and Spectral Analysis for Epilepsy Diagnosis and Seizure Detection" EURASIP Journal on Advances in Signal Processing, vol. 2010, 853434, 15 pages, 2010.SCI

21. C. C. Huang, S. F. Liang, M. S. Young and F. Z. Shaw "A Novel Application of the S-transform in Removing Powerline Interference from Biomedical Signals" Physiological Measurement, vol. 30, pp. 13-27, 2009.SCI

22. Y. S. Tsai,I. F. Chung,J. C. Simpon,M. I. Lee,C. C. Hsiung,T. Y. Chiu,L. S. Kao,T. C. Chiu,C. T. Lin,W. C. Lin,S. F. Liang,C. C. Lin "Automated Recognition System to Classify Subcellular Protein Localizations in Images of Different Cell Lines Acquired by Different Imaging Systems" Microscopy Research And Technique, no. 71, pp. 305-314, 2008.SCI

23. S. F. Liang, S. M. Lu, J. Y. Chang,C. T. Lin "A Novel Two-Stage Impulse Noise Removal Technique Based on Neural Networks and Fuzzy Decision" IEEE Trans. on Fuzzy Systems, vol. 16, no. 4, pp. 863-873, Aug. 2008.SCI,EI

24. C.T. Lin, L. W. Ko, J. C. Chiou,J. R. Duann, R. S. Huang, S. F. Liang,T. W. Chiu,T. P. Jung "Noninvasive Neural Prostheses Using Mobile and Wireless EEG" Proceedings of the IEEE, vol.96 , no. 7, pp. 1167-1183, July 2008.SCI,EI

25. C. T. Lin, Y. C. Chen, T. Y. Huang, L. W. Ko, and S. F. Liang, H. Y. Hsieh, and J. R. Duann "Development of Wireless Brain Computer Interface with Embedded Multi-task Scheduling and its Application on Real-time Driver’s Drowsiness Detection and Warning" IEEE Transactions on Biomedical Engineering,vol. 55, no. 5, pp. 1582-1591, 2008SCI,EI

26. S. F. Liang, S. M. Lu, J. Y. Chang and C. T. Lin "A Novel Two-Stage Impulse Noise Removal Technique Based on Neural Networks and Fuzzy Decision" IEEE Trans. on Fuzzy Systems, vol. 16, no. 4, pp. 863-873, 2008SCI

27. C.T. Lin, N. R. Pal, C.Y. Chuang, T. P. Jung, L. W. Ko, and S. F. Liang "EEG-based Subject- and Session-independent Drowsiness Detection: An Unsupervised Approach" EURASIP Journal on Advances in Signal Processing, vol. 2008, 519480, 11 pages, 2008.

28. H. C. Pu, S. F. Liang, and Chin-Teng Lin "A HVS-Directed Neural-Network-Based Image Resolution Enhancement Scheme for Image Resizing" Image Processing and Pattern Recognition, vol. 15, no.4, pp. 605-615, 2007.SCI, EI

29. C. T. Lin, I. F. Chung, L. W. Ko, Y. C. Chen, S. F. Liang, and J. R. Duann "EEG-based Assessment of Driver Cognitive Responses in a Dynamic Virtual-Reality Driving Environment" IEEE Trans. on Biomedical Engineering, vol. 54, no. 7, pp. 1349-1352, Jul. 2007.SCI

30. S. C. Hsu, S. F. Liang, H. C. Pu, and, C. T. Lin "A Robust In-Car Digital Image Stabilization Technique" IEEE Trans. On Systems, Man, and Cybernetics - Part C: Application and Reviews, vol. 37, no. 2, pp. 234-247, March 2007.SCI

31. S. F. Liang, H. M. Chen, and S. C. Wang "A Spatial and Directional Hybrid Approach for Image Interpolation" Image Processing and Pattern Recognition, vol. 13, no. 3, 2007.

32. C. T. Lin, L.W. Ko, I.F. Chung, T.Y. Huang, Y.C. Chen, T.P. Jung and S. F. Liang* "Adaptive EEG-Based Alterness Estimation System by Using ICA-Based Fuzzy Neural Networks" IEEE Trans. on Circuits and Systems I, vol. 53, no. 11, pp.2469-2476, Nov. 2006.SCI, EI

33. S. M. Lu, S. F. Liang, and C. T. Lin "A HVS-Directed Neural-Network-Based Approach for Salt-Pepper Impulse Noise Removal" Journal of Information Science and Engineering, vol. 14, no.4, pp. 925-939, Jul. 2006.SCIE, EI

34. C. T. Lin, C. M. Yeh, and S. F. Liang "Support-Vector-Based Fuzzy Neural Network for Pattern Classification" IEEE Trans. on Fuzzy Systems, vol. 14, no.1, pp. 31-41, Feb. 2006.SCI, EI

35. C. T. Lin, R. C. Wu, S. F. Liang, W. H. Chao, Y. J. Chen, and T. P. Jung "EEG-based Drowsiness Estimation for Safety Driving Using Independent Component Analysis" IEEE Trans. on Circuits and Systems I, vol. 52, no. 12,pp. 2726-2738, Dec. 2005.SCI, EI

36. C. T. Lin, W. C. Cheng, and S.F. Liang "Neural-Network-Based Adaptive Hybrid-Reflectance Model for 3-D Surface Reconstruction" IEEE Trans. On Neural Networks, vol. 16, no. 6, pp. 1601-1615, Nov. 2005.SCI, EI

37. C. T. Lin, W. C. Cheng, and S. F. Liang "A 3-D Surface Reconstruction Approach Based on Post-Nonlinear ICA Model" IEEE Trans. on Neural Networks, vol. 16,no. 6, pp. 1638-1650, Nov. 2005.SCI, EI

38. C. D. Huang, S. F. Liang, C. T. Lin, and R. C. Wu "Machine Learning with Automatic Feature Selection for Multi-Class Protein Fold Classification" Journal of Information Science and Engineering, vol. 21 no.4, pp. 711-720, Jul. 2005.SCIE, EI

39. S. C. Hsu, S. F. Liang, and C. T. Lin "A Robust Digital Image Stabilization Technique Based on Inverse Triangle Method and Background Detection" IEEE Trans. on Consumer Electronics, vol. 51, no. 2, pp. 335-345, May 2005SCI, EI

40. C. T. Lin, W. C. Cheng, and S. F. Liang "An On-line ICA-Mixture-Model-based Self-Constructing Fuzzy Neural Network" IEEE Trans. on Circuits and Systems I, vol. 52, no. 1, pp. 207-221, Jan. 2005SCI, EI

41. C. T. Lin, R. C. Wu, T. P. Jung, S. F. Liang, and T.Y. Huang "Estimating Driving Performance Based on EEG Spectrum Analysis" EURASIP Journal on Applied Signal Processing, vol. 19, pp, 3165-3174, 2005.SCI, EI

42. C. T. Lin, C. M. Yeh, J. F. Chung, S. F. Liang, and H. C. Pu "Support-Vector-Based Fuzzy Neural Networks" International Journal of Computational Intelligence Research, vol.1, no. 2, pp. 127-138, 2005.

43. S. F. Liang and A. W. Y. Su "Modeling and Analysis of Acoustic Musical Strings by Using Kelly-Lochbaum Lattice Networks" Journal of Information Science and Engineering, vol. 20, no. 6, pp. 1161-1182, Nov. 2004.SCIE, EI

44. C. T. Lin, R. C. Wu, J. Y. Chang, and S. F. Liang "A Novel Prosodic-information Synthesizer Based on Recurrent Fuzzy Neural Network for the Chinese TTS System" IEEE Trans. on Systems, Man, and Cybernetics--PART B: Cybernetics, vol. 34, no. 1, pp. 309-324, Feb. 2004.SCI, EI

45. A. W. Su and S. F. Liang "A Class of Physical Modeling RecurrentNetworks for Analysis/Synthesis of Plucked String Instruments" IEEE Trans. on Neural Networks, vol. 13, no. 5, pp. 1137-1148, Sep. 2002.SCI, EI

46. A. W. Su and S. F. Liang "A New Automatic IIR Analysis/Synthesis Technique for Plucked String Instruments" IEEE Trans. on Signal and Audio Processing,vol. 9, no. 7, pp. 747-754, Oct. 2001.SCI, EI

47. S. F. Liang and C. T. Lin "From Tablature Input to Sound Synthesis—The Computer-Aided Composition System for Chin" International Journal of Fuzzy Systems, vol. 2, no. 4, pp. 278-290, Dec. 2000.

48. S. F. Liang and A. W. Su "Recurrent Neural-Network-Based Physical Model for the Chin and Other Plucked-String Instruments" Journal of The Audio Engineering Society, vol. 48, no. 11, Nov. 2000.SCI, EI

49. S. F. Liang, Alvin W. Su and C. T. Lin "Model-Based Synthesis of Plucked String Instruments by Using a Class of Scattering Recurrent Networks" IEEE Trans. on Neural Networks, vol. 11, no. 1, pp. 171-185, Jan. 2000.SCI, EI

Conference Papers

International Conference

1. S. F. Liang, C. P. Young, D. W. Chang, F. Z. Shaw, Y. D. Liu, Y. C. Liu, J. J. Chen "Development of an Actigraph System for Sleep-Wake Identification" 2011 IEEE International Instrumentation and Measurement Technology Conference, Hangzhou, China, May 10-12, 2011.

2. T. J. Chen, C. Jeng, H. M. Chiueh, S. F. Liang and Y. C. Hsu "The Prototype of Biomedical Signal Processor for Closed-Loop Seizure Control" IEEE CAS-FEST 2011 Topic: Brain Machine Interface (BMI), Rio de Janeiro, May 15, 2011

3. S. F. Liang, T. H. Hsieh, W. H. Chen, and K. J. Lin "Classification of EEG Signals from Musicians and Non-Musicians by Neural Networks" The 2011 World Congress on Intelligent Control and Automation (WCICA 2011), Taipei, Taiwan, June 21-25, 2011

4. S. F. Liang, Y. H. Chen, C. E. Kuo, J. Y. Chen, S. C. Hsu "A Fuzzy Inference System for Sleep Staging" The 2011 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE 2011), Taipei, Taiwan, June 27-30, 2011.

5. T. J. Chen, C. Jeng, H. M. Chiueh, S. F. Liang and Y. C. Hsu "A Silicon Implementation of Entropy Coding Hardware Accelerator for Epilepsy Seizure Detection" 2011 Symposium on Engineering, Medicine and Biology Applications (SEMBA 2011), Kaohsiung, Taiwan, July 8-10, 2011.

6. S. F. Liang, C. E. Kuo, Y. H. Hu, and Y. S. Cheng "A Rule-based Automatic Sleep Staging Method" 33rd Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC ’11), Boston, USA, Aug. 30-Sep. 3, 2011.

7. T. J. Chen, C. Jeng, S. T. Chang, H. M. Chiueh, S. F. Liang, Y. C. Hsu, and T. C. Chien "A Hardware Implementation of Real-Time Epileptic Seizure Detector on FPGA" IEEE Biomedical Circuit and Systems Conference (BioCAS 2011), San Diego, USA, Nov. 10-12, 2011.

8. C. E. Kuo and S. F. Liang "Automatic Stage Scoring of Single-Channel Sleep EEG based on Multiscale Permutation Entropy" IEEE Biomedical Circuit and Systems Conference (BioCAS 2011), San Diego, USA, Nov. 10-12, 2011.

9. [1] S. F. Liang, D. W. Chang, C. P. Young, F. Z. Shaw, Y. D. Liu, T. C. Chien "Development and Applications of a Wireless Portable Physiological Signal Monitoring System for Freely Moving Rats" The 3rd International Conference on Neuroprosthetic Devices (ICNPD-2011), Sydney, Australia, Nov. 25-26, 2011.

10. D. W. Chang, S. F. Liang, C. P. Young, F. Z. Shaw, Y. D. Liu, Y. C. Liu and J. J. Chen "A Wireless Portable Behavioral State and Physiological Signal Monitoring System for Freely Moving Rats" in Proc. Int. Instrum. Meas. Technol. Conf., Austin, pp. 1353-1357, 2010.

11. C. E. Kuo, S. S. Lu, S. F. Liang "Estimation of Therapeutic Effects on Atrial Fibrillation from Swines by Using State-space Models" The 4th International Symposium on Medical Information and Communication Technology (ISMICT), Taipei, 2010.

12. S. F. Liang , Y. C. Liao, F. Z. Shaw, and H. M. Chiueh "Closed-loop seizure control on Epileptic rat models" 39th Neural Interfaces Conference , Long Beach, CA, 21-23, 2010.

13. S. F. Liang , W. L. Chang, and H. M. Chiueh "EEG-based Absence Seizure Detection Methods" in Proceeding of International Joint Conference on Neural Networks 2010

14. S. F. Liang , F. Z. Shaw, C. P. Young, D. W. Chang, and Y. C. Liao "A closed-loop brain computer interface for real-time seizure detection and control" 32rd Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2010.

15. C. E. Kuo, S. S. Lu, C. S. Lin, S. F. Liang "Estimation and Prediction of Propafenone on The Termination of Atrial Fibrillation by State-space Models" International Computer Symposium 2010

16. S. F. Liang, H. C. Wang, and Y. C. Liao "An Automatic Epileptic Seizure Detection System and its Implementation on An Embedded System" 13th International Conference on Human-Computer Interaction, San Diego, USA, Posters pp. 711-715, 2009.

17. S. F. Liang, C. S. Liu, W. L. Chang, Y. H. Tsao, L. W. Ko, and C. T. Lin "Assessment of Musical Training Induced Neuroplasticity by Auditory Event Related Potentials and Neural Networks" in Proceeding of International Joint Conference on Neural Networks 09, Atlanta, U.S. A, pp. 1797-1801, 2009.

18. Y. C. Liao, C. H. Hsieh, S. F. Liang, C. P. Young, D. W. Chang, F. Z. Shaw "A Wireless and Portable Real-time Epilepsy Detection and Control System" 2009 International Symposium on Biomedical Engineering combined with the Annual Scientific Meeting of Biomedical Engineering Society of R.O.C., Taiwan, 2009.

19. S. F. Liang, Y. J. Chen, W. L Chang "Evaluation of Linear and Nonlinear Models for Epilepsy Diagnosis" The 17th National Conference on Fuzzy Theory and Its Application, Kaohsiung, Dec. 18-19, pp. 1247-1251, 2009.

20. C.T. Lin, N. R. Pal, C.Y. Chuang, T.P. Jung, L.W. Ko, S.F. Liang "An EEG-based Subject- and Session-independent Drowsiness Detection" 2008 IEEE World Congress on Computational Intelligence (WCCI 2008,) Hong Kang, 2008.

21. S.F. Liang, C.T. Lin, J.L. Jeng, T.W. Chiu, L.W. Ko, R.S. Huang, T.P. Jung, J.R. Duann "Changes of EEG Spectra from Alertness to Drowsiness in a Driving Simulator" 14th Annual Meeting of the Organization for Human Brain Mapping, Melbourne, Austria, 2008.

22. T.P. Jung, L.W. Ko, J.L. Jeng, R.S. Huang, J.R. Duann, S.F. Liang, and C.T. LIN "EEG Spectral Changes from Alertness to Drowsiness in a Dynamic Driving Simulator" 37th Annual Meeting of the Society for Neuroscience, San Diego, USA, Nov. 3 -7, 2007.

23. C.T. Lin, L.W. Ko, J.C. Chiou, S.F. Liang, and T.P. Jung "A Mobile Brain Computer Interface Platform for Operational Neuroscience" 37th Annual Meeting of the Society for Neuroscience, San Diego, USA, Nov. 3 -7, 2007.

24. S.F. Liang, C.T. Lin, Y.C. Chen, S.W. Chuang, T.W. Chiu, J.R. Duann, T.P. Jung, and L.W. Ko "EEG Correlates of Motion-Sickness in a Dynamic Driving Simulator" 37th Annual Meeting of the Society for Neuroscience, San Diego, USA, Nov. 3 -7, 2007.

25. C.T. Lin, L.W. Ko, J.C. Chiou, S. F. Liang, T.P. Jung "A Mobile Brain Computer Interface Platform for Operational Neuroscience" 37th Annual Meeting of the Society for Neuroscience, San Diego, USA

26. S.F. Liang, C.T. Lin, Y.C. Chen, S.W. Chuang, T.W. Chiu, J.R. Duann, T.P. Jung, L.W. Ko "EEG Correlates of Motion-Sickness in a Dynamic Driving Simulator" 37th Annual Meeting of the Society for Neuroscience, San Diego, USA

27. C.T. Lin, S.W. Chuang, Y.C. Chen, L.W. Ko, S.F. Liang, and T.P. Jung "EEG Effects of Motion Sickness Induced in a Dynamic Virtual Reality Environment" Proceedings of the 29th Annual International Conference of the IEEE EMBS, Lyon, France, August 23-26, 2007.

28. C.T. Lin, L.W. Ko, Y.H. Lin, T.P. Jung, S.F. Liang, and L.S. Hsiao "EEG Activities of Dynamic Stimulation in VR Driving Motion Simulator" 12th International Conference on Human-Computer Interaction, Beijing, P.R. China, July 22-27, 2007

29. C.T. Lin, L.W. Ko, Y.H. Lin, T.P. Jung, S.F. Liang, and L.S. Hsiao "EEG Activities of Dynamic Stimulation in VR Driving Motion Simulator" 12th International Conference on Human-Computer Interaction, Beijing, P.R. China, July 22-27, 2007.

30. C.T. Lin, T.P. Jung, L.W. Ko, Y.H. Lin, T.Y. Huang, Y.C. Chen, W.C. Lin, and S.F. Liang "EEG Responses of Kinesthetic Stimulation in a Dynamic Driving Simulator" 13th Annual Meeting of the Organization for Human Brain Mapping, Chicago, Illinois. USA, June 10-14, 2007.

31. C. T. Lin, L.W. Ko, K.L. Lin, B.C. Kuo, S.F. Liang, I.F. Chung, and L.D. Van "Classification of Driver's Cognitive Responses Using Nonparametric Single-trial EEG Analysis" 2007 IEEE International Symposium on Circuits and Systems, New Orleans, USA, May 27-30, 2007.

32. J.C. Chiou, L.W. Ko, C. T. Lin, C. T. Hong, T. P. Jung, S. F. Liang, and J. L. Jeng "Using Novel MEMS EEG Sensors in Detecting Drowsiness Application" 2006 IEEE Biomedical Circuits and Systems Conference (BioCAS 2006), London, United Kingdom, Nov. 29-Dec. 1, 2006.

33. C. T. Lin, L. W. Ko, H. Y. Hsieh, and S. F. Liang "Development of Portable Wireless Brain Computer Interface with Embedded Systems" 2006 IEEE Biomedical Circuits and Systems Conference (BioCAS 2006), London, United Kingdom, Nov. 29-Dec. 1, 2006.

34. H. Y. Hsieh, S. F. Liang, L. W. Ko, M. Lin, and C. T. Lin "Development of a Real-Time Wireless Embedded Brain Signal Acquisition/Processing System and its Application on Driver’s Drowsiness Estimation" Proceeding of IEEE International Conference on Systems, Man, and Cybernetics (SMC 2006), Taipei, Taiwan, Oct. 8-11, 2006.

35. C.T. Lin, S.F. Liang, Y.C. Chen, Y.C. Hsu, and L.W. Ko "Driver’s Drowsiness Estimation by Combining EEG Signal Analysis and ICA-based Fuzzy Neural Networks" 2006 IEEE International Symposium on Circuits and Systems, Kos, Greece, May 21-24, 2006.

36. S. F. Liang, C. T. Lin, Y. C. Chen, R. C. Wu, T. Y. Huang, and Y. J. Chen "Adaptive Feature Extractions in an EEG-based Alertness Estimation System" IEEE International Symposium on Systems, Man and Cybernetics (SMC 2005), Waikoloa, Hawaii, Oct. 10-12, 2005

37. C. T. Lin, S. F. Liang, C. M. Yeh, and K. W. Fan "Fuzzy Neural Network Design using Support Vector Regression for Function Approximation with Outliers" IEEE International Symposium on Systems, Man and Cybernetics (SMC 2005), Waikoloa, Hawaii, Oct. 10-12, 2005

38. C. T. Lin, Y. C. Chen, and S. F. Liang "Study of Electroencephalogram Changes in an Unexpected Obstacle Dodging Task" 12th International Conference on Neural Information Processing, Oct. 30~Nov. 2, Taipei, 2005.

39. C. T. Lin, Y. C. Chen, and S. F. Liang "Study of Driver’s Electroencephalogram under Motion Sickness in Dynamic Virtual Reality Environment" 12th International Conference on Neural Information Processing, Oct. 30~Nov. 2, Taipei, 2005.

40. C. T. Lin, W. H. Chao, and S. F. Liang "A Single-Trial Event-Related Potential-Based Fuzzy Neural Network for the Recognition of Driver’s Cognitive Response" 12th International Conference on Neural Information Processing, Oct. 30~Nov. 2, Taipei, 2005.

41. C. T. Lin, R. C. Wu, S. F. Liang, Y. C. Chen, T. Y. Huang, and T. P. Jung "Monitoring Driver’s Alertness Based on the Driving Performance Estimation and the EEG Power Spectrum Analysis" 27th IEEE EMBS Annual International Conference, Shanghai, China, September 1-4, 2005

42. S. F. Liang, C. T. Lin, R. C. Wu, and T. Y. Huang "Classifications of Driver Cognitive Responses From EEG Analysis" 2005 IEEE International Symposium on Circuits and Systems (ISCAS 2005), Kobe, Japan, May 23-26, 2005.

43. C. T. Lin, S. F. Liang, T. Y Huang, R. C. Wu, and Y. J. Chen "Assessment of Driver Vigilance and Performance Using EEG-based Fuzzy Neural Networks" 2005 IEEE International Symposium on Circuits and Systems (ISCAS 2005), Kobe, Japan, May 23-26, 2005.

44. S. A. Chen, J. F. Chung, S. F. Liang, and C. T. Lin "Cellular Neural Network (CNN) Circuit Design for the Modeling of Early-stage Human Visual System" IEEE International Workshop on BioMedial Circuits & Systems, Singapore, Dec. 1-3, 2004.

45. R. C. Wu, C. T. Lin, T. P. Jung, S. F. Liang, and T. Y. Huang "EEG-Based Fuzzy Neural Network Estimator for Driving Performance" IEEE International Conference on Systems, Man and Cybernetics, Hague, Netherlands, Oct. 10-13, 2004.

46. R. C. Wu, C. T. Lin, S. F. Liang, T. Y. Huang, Y. U. Chen, and T. P. Jung "Estimating Driving Performance Based on EEG Spectrum and Fuzzy Neural Network" in Proceeding of International Joint Conference on Neural Networks (IJCNN 2004), Budapest, Hungary, Jul. 25-29, 2004.

47. C. T. Lin, W. C. Cheng, and S. F. Liang "A Neural-Network-Based Adaptive Hybrid-Reflectance Model for 3-D Surface Reconstruction" in Proceeding of International Joint Conference on Neural Networks (IJCNN 2004), Budapest, Hungary, Jul. 25-29, 2004.

48. C. H. Huang, S. F. Liang, and H. C. Pu "An Adaptive CNN-Based Retinex Algorithm and Its Analog Circuit Design for Moving Image Enhancement" The 2nd IEEE International Conference on Circuits and Systems for Communications, Moscow, Russia, June. 30 - July 2, 2004.

49. R. C. Wu, S. F. Liang, C. T. Lin, and C. F. Hsu "Applications of Event-Related- Potential-Based Brain Computer Interface to Intelligent Transportation Systems" The 2004 IEEE International Conference on Networking, Sensing, and Control, Taipei, March 21-23, 2004.

50. S. M. Lu, H. C. Pu, S. F. Liang, and C. T. Lin "A HVS-directed Neural-Network- based Approach for Impulse-noise Removal from Highly Corrupted Images" IEEE International Conference on Systems, Man and Cybernetics, Washington, D.C. USA, Oct. 5-8, 2003.

51. H. C. Pu, C. T. Lin, S. F. Liang, and N. Kumar "A Novel Neural-Network-Based Image Resolution Enhancement" in Proceedings of The IEEE International Conference on Fuzzy Systems, St. Louis, MO., 2003.

52. A. W. Su, S. F. Liang, W. C. Chang and C. T. Lin "A Neural-Fuzzy Based Interactive Musical Accompaniment System" in Proceedings of the IASTED International Conference, Applied Informatics Symposium 1 Artificial Intelligence and Applications, Innsbruck, Austria, pp. 241-246, 2001.

53. S. F. Liang, A. W. Su, and C. T. Lin "A New Recurrent-Network-Based Music Synthesis Method for Chinese Plucked-String Instruments-Pipa and Qin" in Proceeding of International Joint Conference on Neural Networks, Washington D.C., 1999.

54. A. W. Su and S. F. Liang "A Generalized Model-Based Analysis/Synthesis Method for Plucked-String Instruments by Using Recurrent Nerual Networks" in Proceeding of the 106th Convention of the Audio Engineering Society, 1999.

55. S. F. Liang, A. W. Su and C. T. Lin "A New Accurate Model-Based Music Synthesis Technique by Using Scattering Recurrent Neural Networks" in Proceedings of 16th ICA/135th Meeting of Acoustical Society of America, pp. 2535-2536, Seattle, 1998.

56. A. W. Su, and S. F. Liang "Synthesis of Plucked-String Tones by Physical Modeling with Recurrent Neural Networks" in Proceedings of the IEEE 1997 Workshop on Multimedia Signal Processing, (Princeton, NJ, 1997), pp.71-76.

National Conference

1. 林婷涵、吳佩珊、蕭富仁、梁勝富 "分析不確定性與情緒對視覺運動行為之影響" 2011年生物醫學工程研討會，台南、台灣，Aug. 19-20

2. 陳鵬宇、陳應王皇、郭至恩、梁勝富 "自動午睡第二週期偵測系統-單通道眼動訊號之應用" 2011年生物醫學工程研討會，台南、台灣，Aug. 19-20

3. 梁勝富、陳應王皇、陳俊宇、陵a瑚、郭至恩 "結合基因演算法與模糊推論之睡眠判讀系統" 第十九屆模糊理論與應用研討會，雲林、台灣，Nov. 18-19

4. 梁勝富、陳應王皇、陳俊宇、林婷涵、陳鵬宇、陳偉儀 "基於模糊推論系統的自動睡眠分期方法" 第十八屆模糊理論與應用研討會，花蓮、台灣，Dec 2010

5. 劉晏甄、梁勝富 "羽球運動員與非運動員之擊球表現及姿勢之探討" 2010年生物醫學工程研討會，高雄、台灣

6. 劉人瑜、林桂如、梁勝富 "對應聲音回饋對動作學習的效益" 2010年生物醫學工程研討會，高雄、台灣

7. C. P. Young, S. F. Liang, F. Z. Shaw, D. W. Chang, C. H. Hsieh, and Y. C. Liao "A Real-time Closed-loop on-line Seizure Monitoring and Controlling System" 1st International Conference on Neuroprosthetic Device, Hsin-Chu, Taiwan

8. S. F. Liang, H. C. Wang, W. L. Chang "Combination of EEG Spectrum and Complexity Analysis for Epileptic Seizure Detection" 2008 生物資訊科技與應用研討會, Hsin-Chu, Taiwan.

9. C. T. Lin, C. M. Yeh, and S. F. Liang "Skew Estimation of Document Images Using Fuzzy C-Regression Models" CVGIP 2004, Hualian, Taiwan, 2004.

10. R. C. Wu, S. F. Liang, and C. T. Lin "Analysis of Event-Related Potential Signals for Brain Computer Interface" The Joint Conference on AI, Fuzzy System, and Grey System, Taipei, 2003.

11. S. F. Liang and A. W. Su "From Vibration Measurement to Physical Modeling of Musical Instruments-A Novel Music Synthesis Approach" the 5th National Conference on the Society of Sound and Vibration, 1997.

12. S. F. Liang and Alvin W.Y. Su "Dynamics Modeling of Musical String by Linear Scattering Recurrent Network" ICS 96 Proceedings on Artificial Intelligence, pp. 263-270, Taiwan, 1996.

National Science Council Projects

General Projects

Students

博士班:

郭至恩(博3)、謝宗澔(博2)

碩士班:

簡子傑(碩2)、陳俊宇(碩2)、陳俊佑(碩2)、劉人瑜(碩2)、劉晏甄(碩1)
王薇慈(碩1)、李昱竑(碩1)、吳思言(碩1)

Honor & Awards

• 101 學年度全國大學校院智慧電子系統設計競賽佳作
• 101 學年度全國大學校院智慧電子創新應用與設計競賽特優
• 中華民國第十九屆模糊理論及其應用研討會100年度碩博士論文獎 - 電機類佳作獎
• 100年度「大學跨學門科學人才培育銜接計畫-暑期研習交流活動簡報比賽」榮獲銀牌獎
• 99年全國e-portfolio優良作品
• 大學跨學門科學人才培育銜接計畫-南區推動中心 金牌獎
• 2010 大學校院嵌入式系統(ES)設計競賽 特優
• 2010年生物醫學工程科技研討會學生論文競賽 壁報展示組 特優
• 中國工程師學會學生分會 99 年度全國工程論文競賽電機工程組 - 優等獎
• 2009Annual Scientific Meeting of Biomedical Eng. Society of R.O.C. 學生口頭論文競賽佳作
• 1st International Conference on Neuroprosthetic Device 壁報比賽第三名
• 國科會 96 年度大專學生研究創作獎