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蘇恆毅

姓名職稱 蘇恆毅 教授 蘇恆毅老師大頭照
研究室 機械系館A棟318室
電 話 (02) 2462 2192 ext. 3218
傳 真 (02) 2462-0836
E-mail hysu@mail.ntou.edu.tw
學 歷 國立臺灣大學電機工程研究所博士
研究領域 智慧型監控、人工智慧、大數據分析、機器學習、深度學習、智慧電網、再生能源、廣域量測系統
實驗室

先進智慧型監控實驗室 A415

教學課程 大學部: 人工智慧導論
研究所: 大數據分析與應用
著 作 研究計畫 │Refereed Papers │ Conference Papers │ Other Publications

 研究計畫

  1. “具延遲感知的電網動態廣域電壓控制技術之研究,科技部108年度計畫”,2019/08/01~2021/07/31,經費:1,757,000。【電力學門優秀年輕學者研究計畫】
  2. “考慮高風力發電滲透率之新型輸電網協調式電壓調整演算法開發”,科技部107年度計畫。
  3. “結合資料探勘技術與平行運算技術開發基於廣域量測系統之新型電網安全性即時監測工具”,科技部106年度計畫。
  4. “研發新型廣域自動電壓控制系統以提升電力系統整體電壓安全性並預防電壓崩潰”,科技部104年度計畫。【電力學門新進人員研究成果獎】
  5. “發展新型電壓穩定度裕度估測演算法以強化電力系統靜態電壓穩定度監測之狀況認知”,科技部103年度計畫。

 Refereed Papers

  1. Heng-Yi Su* and Chun-Rong Huang, “Enhanced wind generation forecast using robust ensemble learning,” IEEE Trans. Smart Grid, vol. 12, no. 1, pp. 912-915, Jan. 2021. (SCI), Impact Factor 2019: 8.267, Ranking 2019: 14/266, 5-Year Impact Factor: 9.758. (ISSN: 1949-3053)
  2. 蘇恆毅、劉建宏、朱家齊*、李盛輝、洪穎怡、林堉仁,廖清榮,『考慮再生能源高滲透率下之抽蓄水力電廠最佳機組排程研究』,台電工程月刊,第867期,第 1~11頁,2020年11月。
  3. Heng-Yi Su* and Hsu-Hui Hong, “A stochastic multi-objective approach to pilot bus selection for secondary voltage regulation,” IEEE Trans. Power Syst., vol. 35, no. 4, pp. 3262-3265, Jul. 2020. (SCI), Impact Factor 2019: 6.074, Ranking 2019: 25/266, 5-Year Impact Factor: 6.991. (ISSN: 0885-8950)
  4. Heng-Yi Su*, Tzu-Yi Liu, and Hsu-Hui Hong, “Adaptive residual compensation ensemble models for improving solar energy generation forecasting,” IEEE Trans. Susta. Energy, vol. 11, no. 2, pp. 1103-1105, Apr. 2020. (SCI), Impact Factor 2019: 7.440, Ranking 2019: 17/266, 5-Year Impact Factor: 8.190. (ISSN: 0885-8950)
  5. Heng-Yi Su* and Tzu-Yi Liu, “Enhanced worst-case design for robust secondary voltage control using maximum likelihood approach,” IEEE Trans. Power Syst., vol. 33, no. 6, pp. 7324-7326, Nov. 2018. (SCI), Impact Factor 2019: 6.074, Ranking 2019: 25/266, 5-Year Impact Factor: 6.991. (ISSN: 0885-8950)
  6. Heng-Yi Su* and Tzu-Yi Liu, “Enhanced-Online-Random-Forest model for static voltage stability assessment using wide area measurements,” IEEE Trans. Power Syst., vol. 33, no. 6, pp. 6696-6704, Nov. 2018. (SCI), Impact Factor 2019: 6.074, Ranking 2019: 25/266, 5-Year Impact Factor: 6.991. (ISSN: 0885-8950)
  7. Heng-Yi Su* and Tzu-Yi Liu, “WAMS-based coordinated automatic voltage regulation incorporating voltage stability constraints using sequential linear programming approximation algorithm,” Electric Power Systems Research, vol. 163, Part A, pp. 482-490, Oct. 2018. (SCI), Impact Factor 2019: 3.211, Ranking 2019: 78/266, 5-Year Impact Factor: 3.086. (ISSN: 0378-7796)
  8. Heng-Yi Su* and Tzu-Yi Liu, “Robust Thevenin equivalent parameter estimation for voltage stability assessment,” IEEE Trans. Power Syst., vol. 33, no. 4, pp. 4637-4639, Jul. 2018. (SCI), Impact Factor 2019: 6.074, Ranking 2019: 25/266, 5-Year Impact Factor: 6.991. (ISSN: 0885-8950)
  9. Heng-Yi Su*, Feng-Ming Kang, and Chih-Wen Liu, “Transmission grid secondary voltage control method using PMU data,” IEEE Trans. Smart Grid, vol. 9, no. 4, pp. 2908-2917, Jul. 2018. (SCI), Impact Factor 2019: 8.267, Ranking 2019: 14/266, 5-Year Impact Factor: 9.758. (ISSN: 1949-3053)
  10. Han-Yin Liu, Yu-Liang Hsu, Heng-Yi Su, Ruei-Chin Huang, Fu-Yuan Hou, Guan-Cheng Tu, and Wei-Hsin Liu, “A comparative study of amorphous, anatase, rutile, and mixed phase TiO2 films by mist chemical vapor deposition and ultraviolet photodetectors applications,” IEEE Sensors Journal, vol. 18, no. 10, pp. 4022-4029, 2018-05. (SCI), Impact Factor 2019: 3.073, Ranking 2019: 91/266, 5-Year Impact Factor: 3.193. (ISSN: 1424-8220)
  11. Yi-Chung Chen* and Heng-Yi Su, “A distributed neural filter for finding depth-k skyline friends in social networks,” Journal of Information Science and Engineering, vol. 34, no. 5, pp. 1097-1118, 2018-09. (SCI), Impact Factor 2019: 0.541, Ranking 2019: 152/156, 5-Year Impact Factor: 0.519. (ISSN: 1016-2364)
  12. Heng-Yi Su* and Tzu-Yi Liu, “GECM-based voltage stability assessment using wide-area synchrophasors,” Energies, vol. 10, no. 10, pp. 1-16, 2017-10. (SCI), Impact Factor 2019: 2.702, Ranking 2019: 63/112, 5-Year Impact Factor: 2.822. (ISSN: 1996-1073)
  13. Heng-Yi Su* and Tzu-Yi Liu, “A PMU-based method for smart transmission grid voltage security visualization and monitoring,” Energies, vol. 10, no. 8, pp. 1-16, 2017-07. (SCI), Impact Factor 2019: 2.702, Ranking 2019: 63/112, 5-Year Impact Factor: 2.822. (ISSN: 1996-1073)
  14. Yu-Liang Hsu*, Po-Huan Chou, Hsing-Cheng Chang, Shyan-Lung Lin, Shih-Chin Yang, Heng-Yi Su, Chih-Chien Chang, Yuan-Sheng Cheng, and Yu-Chen Kuo, “Design and implementation of a smart home system using multisensor data fusion technology,” Sensors, vol. 17, no. 7, pp. 1-21, 2017-07. (SCI), Impact Factor 2019: 3.031, Ranking 2019: 15/64, 5-Year Impact Factor: 3.302. (ISSN: 1424-8220)
  15. Heng-Yi Su*, Yu-Liang Hsu, and Yi-Chung Chen, “PSO-based voltage control strategy for loadability enhancement in smart power grids,” Appl. Sci., vol. 6, no.12, pp. 1-14, 2016-12. (SCI), Impact Factor 2019: 2.474, Ranking 2019: 32/91, 5-Year Impact Factor: 2.458. (ISSN: 2076-3417)
  16. Heng-Yi Su*, “An efficient approach for fast and accurate voltage stability margin computation in large power grids,” Appl. Sci., vol. 6, no.335, pp. 1-17, 2016-11. (SCI), Impact Factor 2019: 2.474, Ranking 2019: 32/91, 5-Year Impact Factor: 2.458. (ISSN: 2076-3417)
  17. Heng-Yi Su* and Chih-Wen Liu, “Estimating the voltage stability margin using PMU measurements,” IEEE Trans. Power Syst., vol. 31, no. 4, pp. 3221-3229, Jul. 2016. (SCI), Impact Factor 2019: 6.074, Ranking 2019: 25/266, 5-Year Impact Factor: 6.991. (ISSN: 0885-8950)
  18. Heng-Yi Su*, Yi-Chung Chen, and Yu-Liang Hsu, “A synchrophasor based optimal voltage control scheme with successive voltage stability margin improvement,” Appl. Sci., vol. 6, no. 14, pp. 1-12, 2016-01. (SCI), Impact Factor 2019: 2.474, Ranking 2019: 32/91, 5-Year Impact Factor: 2.458. (ISSN: 2076-3417)
  19. Heng-Yi Su* and Chih-Wen Liu, “An adaptive PMU-based secondary voltage control scheme,” IEEE Trans. Smart Grid, vol. 4, no. 3, pp. 1514-1522, Sep. 2013. (SCI), Impact Factor 2019: 8.267, Ranking 2019: 14/266, 5-Year Impact Factor: 9.758. (ISSN: 1949-3053)
  20. Heng-Yi Su* and Chih-Wen Liu, “An adaptive PMU-based secondary voltage control scheme,” IEEE Trans. Smart Grid, vol. 4, no. 3, pp. 1514-1522, Sep. 2013. (SCI), Impact Factor 2019: 8.267, Ranking 2019: 14/266, 5-Year Impact Factor: 9.758. (ISSN: 1949-3053)
    蘇恆毅*,劉志文,『智慧型電網概念淺論』,電工通訊季刊,第三季,第20~27頁,2009年9月。

 Conference Papers

  1. 廖清榮,蘇恆毅*,劉建宏,朱家齊,李盛輝,洪穎怡,林堉仁,“Role of Pumped Hydro Storages in Optimal Scheduling of Future Taiwan Power Systems with Highly Penetrated Renewable Energy Resources”,第41屆電力工程研討會,2020年9月。(最佳論文獎)
  2. 劉子毅,張恩睿,余政達,洪旭輝,蘇恆毅*,“開發基於增強型隨機森林模型於太陽光電發電量預測”, 第41屆電力工程研討會,2020年9月。
  3. 康峰銘,陳毅澤,余政達,黃俊融,蘇恆毅*,“基於分類樹技術之廣域電壓穩定度監測系統”, 第41屆電力工程研討會,2020年9月。
  4. 黃建凱,黃俊融,張恩睿,蘇恆毅*,“基於智慧電表數據之新型短期負載預測工具”,第40屆電力工程研討會,2019年9月。
  5. 陳健峰,洪旭輝,張恩睿,蘇恆毅*, “基於改良型階層式極限學習機之適應性電價預測方法”,第40屆電力工程研討會,2019年9月。
  6. Tzu-Ping Lai, Shun Yao, Wing-Lun Siu, Heng-Yi Su and Yi-Chung Chen, “An Interactive, Location-Aware Taiwanese Social Network for Both Everyday Use and Disaster Management,” Multidisciplinary International Social Networks Conference, 2019-08. Wenzhou, China.
  7. Chin-Yu Ou, Yi-Chung Chen, Hsu-Hui Hong, Chien-Feng Chen, and Heng-Yi Su, “Using Fuzzy Neural Network to Predict the Traveling Time on Road Network,” International Joint Conference Of TCSE, JASPIC And SEA, 2019-07. Chiba, Japan + Taoyuan, Taiwan.
  8. Yu-Ying Zhan, Chia-Hui Chou, Yi-Chung Chen*, Tsu-Chiang Lei, Hsin-Ping Wang, and Heng-Yi Su, “Using People Flow Data to Analyze Retail Store Placement - Using Feng Chia University Dining Locations as Examples,” 2019 IEEE International Conference on Consumer Electronics-Taiwan, 2019-05. Yilan, Taiwan.
  9. Heng-Yi Su*, Tzu-Yi Liu, and Shao-Qi Lei, “A SLP approach to solving the coordinated voltage control with consideration of power system voltage stability enhancement,” 4th IEEE International Conference on Applied System Innovation 2018 (IEEE ICASI 2018), n/n, 2018-04. Chiba, Tokyo, Japan.
  10. 蘇恆毅*,劉子毅,黃建凱,林俊憲,“基於分位數迴歸森林之增強模型於太陽能發電量預測”,第38屆電力工程研討會,2017年12月。
  11. Heng-Yi Su* and Tzu-Yi Liu, “Wide-area synchrophasor-based voltage security assessment considering generator equivalent circuit model,” 2017 The 3rd International Conference on Inventions (ICI2017), n/n, 2017-09. Nantou, Taiwan.
  12. 蘇恆毅*,雷紹祺,劉子毅,“基於MATLAB GUI之靜態電壓穩定度模擬分析工具設計”,第37屆電力工程研討會,2016年12月。
  13. Sheng-Min Chiu, Yi-Chung Chen*, Tien-Yen Chang, Yu-Liang Hsu, Heng-Yi Su, Hsi-Min Chen, Tzu-Yu Lin, "A fast way for finding similar friends in social networks by using neuro-fuzzy networks," 2016 International Conference on Machine Learning and Cybernetics (ICMLC 2016), n/n, 2016-07. Jeju Island, South Korea.
  14. Yi-Chung Chen*, Sheng-Min Chiu, Heng-Yi Su, Hsi-Min Chen, Yu-Liang Hsu, and Yu-Ren Yang, "An efficient and precise algorithm for finding similar friends in distributed social networks," International Conference on Information and Social Science (ISS 2016), n/n, 2016-06. Sapporo, Japan.
  15. Yu-Liang Hsu*, Yu-Tai Chen, Po-Huan Chou, Yu-Chen Kou, Yi-Chung Chen, and Heng-Yi Su, "Golf swing motion detection using an inertial-sensor-based portable instrument," 2016 IEEE International Conference on Consumer Electronics-Taiwan, pp. 1-2, 2016-05. Nantou, Taiwan.
  16. Heng-Yi Su*, Hung-Cheng Huang, Yi-Chung Chen, and Yu-Liang Hsu, "A synchrophasor-based scheme for power system voltage stability protection and control," 36th International Academic Conference on Engineering, Technology and Innovations (IACETI), pp. 16-20, 2016-03. Tokyo, Japan.
  17. 蘇恆毅*,黃宏晟,康峰銘,王子豪,“應用同步相量量測技術於電壓穩定度保護與控制”,第36屆電力工程研討會,2015年12月。
  18. Heng-Yi Su*, Shao-Qi Lei, Dou-You Yao, and Tzu-Yi Liu, “Development of energy-efficient software for power system static voltage stability analysis,” Mobile Computing, n/n, 2015-08. Xitou, Taiwan.
  19. Sheng-Min Chiu, Yi-Chung Chen*, Heng-Yi Su and Yu-Liang Hsu, “Finding similar users in social networks by using the depth-k skyline query,” 2015 IEEE International Conference on Consumer Electronics, pp. 162-163, 2015-06. Taipei, Taiwan.
  20. Heng-Yi Su, Yi-Chung Chen*, Qian-Hua Huang, Sheng-Min Chiu, and Yu-Liang Hsu, “An educational/research-aimed tool for voltage stability analysis in smart grids,” 2015 IEEE International Conference on Consumer Electronics, pp. 164-165, 2015-06. Taipei, Taiwan.
  21. Heng-Yi Su*, Yi-Chung Chen, and Jia-Chuan Lin, “Online maximum loadability monitoring scheme for smart grid,” Asia-Pacific Power and Energy Engineering Conference (APPEEC), pp. 170-177, 2015-04. China, Beijing.
  22. Heng-Yi Su*, Yi-Ting Chou, and Chih-Wen Liu, “Estimation of voltage stability margin using synchrophasor,” in Proc. IEEE General Meeting Power Energy Society, 2012, pp. 1–7.
  23. 蘇恆毅*,劉志文,“應用於輸電線測距電驛之新型適應性濾波演算法設計”,第26屆電力研討會,2005年12月。

title Other Publications

  1. Heng-Yi Su, Jian-Hong Liu, and Chia-Chi Chu*, “Adaptive WAMS-Based Secondary Voltage Control,” in Wide Area Power Systems Stability, Protection, and Security, Haes Alhelou, Hassan, Abdelaziz, Almoataz Y., Siano, Pierluigi (Eds.), Springer International Publishing, 2021, pp. 353-372. Chapter 13
  2. Heng-Yi Su, Yu-Jen Lin, and Chia-Chi Chu*, “Applications of Decision Tree and Random Forest Methods for Real-Time Voltage Stability Assessment Using Wide Area Measurements,” in Wide Area Power Systems Stability, Protection, and Security, Haes Alhelou, Hassan, Abdelaziz, Almoataz Y., Siano, Pierluigi (Eds.), Springer International Publishing, 2021, pp. 373-391. Chapter 14
  3. Jian-Hong Liu, Heng-Yi Su, and Chia-Chi Chu*, “Wide-Area Measurement-Based Voltage Stability Assessment,” in Wide Area Power Systems Stability, Protection, and Security, Haes Alhelou, Hassan, Abdelaziz, Almoataz Y., Siano, Pierluigi (Eds.), Springer International Publishing, 2021, pp. 325-352. Chapter 12