• 師資陣容

    • 行政技術人員

黃國源 Kou-Yuan Huang 教授
  • 美國普渡大學電機工程博士
  • 工程三館 337
  • 03-5712121 # 56620

經歷

1988 – Present Professor, National Chiao Tung Uiversity, Taiwan
Department of Computer Science
1989 - 1990 Chairman, National Chiao Tung Uiversity, Taiwan
Department of Computer and Information Science
1983 – 1988 Assistant Professor, University of Houston - University Park
Department of Computer Science
1993 (Spring) Visiting Scholar, Princeton University
Department of Electrical Engineering
1992 (Fall) Visiting Scholar, University of Texas at Austin
Department of Electrical and Computer Engineering

研究興趣

Deep learning, neural networks, machine learning, pattern recognition, image processing.

實驗室

研究計畫

1.“The study of neural network methods for well log data inversion,” (類神經網路方法於井測資料反推之研究) August 2012 to July 2013, NSC 101-2221-E-009 -147.
2.“Multilayer Perceptron with Swarm Intelligence Training Algorithm for Well Log Data Inversion,” (多層感知器結合群體智能訓練法於井測反推之研究) August 2013 to July 2014, NSC 102-2221-E-009 -165.
3. “The Study of Hopfield Neural Network for Optimization of Seismic Velocity Picking,” (霍氏類神經網路於震測速度選取之最佳化之研究) August 2014 to July 2015, MOST 103-2221-E-009 -142.
4. “The study of neural network methods for well log data inversion (II),” (類神經網路方法於井測資料反推之研究 (II)) August 2015 to July 2016, MOST 104-2221-E-009-182.

代表著作

1. Kou-Yuan Huang, Liang-Chi Shen, Kai-Ju Chen and Ming-Che Huang, “Multilayer perceptron with genetic algorithm for well log data inversion,” 2013 IEEE International Geoscience and Remote Sensing Symposium (IGARSS), Melbourne, Australia, pp.1544-1547, July 21-26, 2013.
2. Kou-Yuan Huang, Kai-Ju Chen, and Jia-Rong Yang, “Seismic velocity picking by genetic algorithm,” 2013 IEEE International Geoscience and Remote Sensing Symposium (IGARSS), Melbourne, Australia, pp. 1548-1551, July 21-26, 2013.
3. Kou-Yuan Huang, Kai-Ju Chen, and Jia-Rong Yang, “Genetic algorithm for seismic velocity picking,” 2013 International Joint Conference on Neural Networks (IJCNN), Dallas, Texas, USA, pp. 2722-2729, August 4-9, 2013.
4. Kou-Jen Huang, Kai-Ju Chen, Kou-Yuan Huang, Luke K. Wang, and Ying-Liang Chou, “Sequential pattern detection and seismic applications using simulated annealing,” Computer Vision, Graphics, and Image Processing (第二十六屆電腦視覺、圖學暨影像處理研討會), I-Lan, Taiwan, B5-6, 8 pages, August 18-20, 2013.
5. Kou-Yuan Huang and Jia-Rong Yang, “Hopfield neural network for seismic velocity picking,” 2014 International Joint Conference on Neural Networks (IJCNN), Beijing, China, pp. 1146-1153, July 6-11, 2014.
6. Kou-Yuan Huang, Liang-Chi Shen, and Jiun-Der You, “Proof of hidden node number in MLP and experiments on well log data inversion,” 2015 International Joint Conference on Neural Networks (IJCNN), Killarney, Ireland, July 12-17, 2015, pp. 1-6. DOI: 10.1109/IJCNN.2015.7280447
7. Kou-Yuan Huang and Jia-Rong Yang, “Seismic velocity picking using Hopfield neural network,” Society of Exploration Geophysicists (SEG) 2015 International Meeting, New Orleans, Louisiana, Oct. 18-23, 2015, SEG Technical Program Expanded Abstracts 2015, pp. 5317-5321.
8. Kou-Jen Huang, Kou-Yuan Huang, I-Chieh Chen, and Luke K. Wang, “Simulated Annealing for Sequential Pattern Detection and Seismic Applications,” IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, Vol. 7, No. 12, December 2014, pp. 4849-4859. (2015 Rank: 33/248=0.133. I.F.: 2.827)
9. 黃國源 (Kou-Yuan Huang), 類神經網路 (Neural Networks), 全華 Publishing Co., Taipei, Taiwan, September 2015, 592 pages.