張建國Chien-Kuo Chang副教授Associate Professor
實驗室Laboratory
電力研究實驗室 Power Research Lab.
Location : EE-306
Phone : 02-2733-3141 ext. 7711
學術背景與專業概覽Academic & Professional Overview
- 國立台灣科技大學 副教授(2022.8-迄今)
- 國立台灣科技大學 助理教授(2021.2-2022.8)
- 國立台灣科技大學 電機系 師資儲備專案助理教授(2018.8-2021.1)
- 工業技術研究院 綠能所 研究員 (2012-2018)
- 國立台灣科技大學 電機博士(2006-2012)
- Researcher, ITRI(Industrial Technology Research Institute), 2012-2018
- Ph.D., Department of Electrical Engineering, National Taiwan University of Science and Technology (2006 - 2012)
- 電路學
- 電機機械實習
- 局部放電之檢測與辨識
- Electric Circuit.
- Electric Machinery Experiment.
- Detection and Recognition of Partial Discharges
- (1) 高電壓工程、局部放電、絕緣劣化與破壞試驗。
- (2) 資料探勘、機器學習、深度學習等人工智慧於故障診斷之應用。
- (3) 再生能源與儲能於電網之動態、穩態與情境分析。
- (4) 演算法於電力系統智慧化調度與運轉控制之應用。
- (5) 感測器(電場/磁場/超音波/紅外線)、濾波器(電路/數位)、資料蒐集、邊緣運算、雲端計算與展示。
- (6) 鋰電池劣化與破壞之檢測、靜電場量測與消除、非破壞性檢測。
- (1) High voltage engineering, partial discharge, insulation degradation and breakdown tests.
- (2) Application of artificial intelligence in fault diagnosis : data mining, machine learning, and deep learning.
- (3) Dynamic, steady-state and situational analysis of renewable energy and energy storage in the power grid.
- (4) Application of algorithms in intelligent dispatch and operation control of power systems.
- (5) Sensors (electric field, magnetic field, ultrasonic, infrared), filters (circuit, digital), data collection, edge computing, cloud computing and display.
- (6) Detection of lithium battery degradation and damage, electrostatic field measurement and elimination, and non-destructive testing.
代表著作Publications
C. -K. Chang and Y. -H. Lin, "Defect Recognition for Partial Discharge Patterns of Gas Insulated Switchgear and Cable Joint Based on Deep Learning Methods," in IEEE Transactions on Dielectrics and Electrical Insulation, doi: 10.1109/TDEI.2024.3431431.
Chien-Kuo Chang, Yu-Chi Liu, Hua-Wen Tsai, and Fu-Yen Lin, "Photovoltaic-System Participation in Power-System Frequency Response under High Renewable Energy Penetration", International Journal of Power Systems, 9, 1-10, 2024.
Chien-Kuo Chang, Hua-Wen Tsai, Zhen-Yu You, "Application of Energy Storage Systems to Improve the High Current of Distribution Feeders During Uninterrupted Load Transferring", Power System Technology, Vol. 48, No. 1, 2024.
Chang, C.-K. and Boyanapalli, B. K., “Study of partial discharges measurement cycles effect on defect recognition for underground cable joints”, Measurement Science and Technology, vol. 35, no. 6, IOP, 2024.
C. -K. Chang and H. -H. Chang, "Learning entirely unknown classes in time-series data using convolutional neural networks for insulation status assessment of partial discharges in power cable joints," in IEEE Transactions on Dielectrics and Electrical Insulation, doi: 10.1109/TDEI.2023.3280441.
Chang, C.-K.; Cheng, S.-T.; Boyanapalli, B.-K. Three-Phase Unbalance Improvement for Distribution Systems Based on the Particle Swarm Current Injection Algorithm. Energies 2022, 15, 3460. https://doi.org/10.3390/en15093460
Chien-Kuo Chang, Hsuan Hao Chang and Bharath Kumar Boyanapalli “` Application of Pulse Sequence Partial Discharges based Convolutional Neural Network on Pattern Recognition for Underground Cable Joints,” IEEE Transactions on Dielectrics and Electrical Insulation. (SCI/EI) (Accepted on March 19 2022)
Chien-Kuo Chang and Bharath Kumar Boyanapalli “` Assessment of the Insulation Status Aging in Power Cable Joints Using Support Vector Machine,” IEEE Transactions on Dielectrics and Electrical Insulation, vol. 28, no. 6, pp. 2170-2177, Dec. 2021. (SCI/EI)
張建國、張軒豪、吳佑軒、吳瑞南，應用局部放電圖譜與卷積神經網路於地下電纜絕緣狀態檢測之研究，台電工程月刊，879期，11月號，2021。
Chien-Kuo Chang, Ruay-Nan Wu and Hung-Yu Ke, “Analysis of Lightning Data for Back Flashover Prevention in 69 kV Overhead Transmission Line in Taiwan”, Journal of Technology. (EI)(accepted on June 18, 2021)
Chien-Kuo Chang, Bharath Kumar Boyanapalli, and Ruay-Nan Wu “` Adaptive Criterion for Partial Discharges for Predicting Failure of Premolded Power Cable Joints,” IEEE Transactions on Dielectrics and Electrical Insulation, vol. 28, no. 3, pp. 955-963, June 2021, doi: 10.1109/TDEI.2021.009383.
Chien-Kuo Chang, Sheng-Hung Lee, Ruay-Nan Wu, and Chung-Heng Lee, “The Use of Dynamic Programming and Golden Section Search for the Optimal Load Shedding Strategy of HEMS Participating in Demand Response Program”, The Journal of Engineering, 1– 9,2021. https://doi.org/10.1049/tje2.12046
Chien-Kuo Chang, Bharath Kumar Boyanapalli, and Ruay-Nan Wu, "Application of Fuzzy Entropy to Improve Feature Selection for Defect Recognition Using Support Vector Machine in High Voltage Cable Joints," IEEE Transactions on Dielectrics and Electrical Insulation, vol. 27, no. 6, pp. 2147-2155, Dec. 2020.
Chien-Kuo Chang, Sheng-Hung Lee, Ruay-Nan Wu, Chung-Heng Lee and Jyun-Hui Chang, “The use of the peak-clipping method for energy management in households with energy storage equipment,” Journal of the Chinese Institute of Engineers, vol. 43, no. 3, pp. 257-268, Jan. 2020.(SCI)
張建國、張軒豪、賴長興、吳瑞南，電力設備局部放電線上檢測技術，量測月刊，第193期，2020年7月。
張建國、管中徽、林瑞珠、賴家駿，以專利分析探討局部放電檢測技術的發展與未來台灣發展方向，專利師，第42期，2020年7月。
Chien-Kuo Chang, Chang-Sing Lai and Ruay-Nan Wu, “Decision Tree Rules for Insulation Condition Assessment of Pre-molded Power Cable Joints with Artificial Defects,” IEEE Transactions on Dielectrics and Electrical Insulation, vol. 26, no. 5, pp. 1636-1644, Oct. 2019.
Ruay-Nan Wu, I-Hua Chung and Chien-Kuo Chang, “Classification of Partial Discharge Patterns in GIS Using Adaptive Neuro Fuzzy Inference System,” Journal of the Chinese Institute of Engineers, Vol. 37, No. 8, 2014. (SCI)
吳瑞南、鍾易樺、張建國、郭文慶，應用適應性類神經模糊推論系統於GIS局部放電圖譜辨識，電機月刊，第274期，10月號，2013年。
吳瑞南、張建國、范建得，因應除核之能源政策調和與管理研究，台灣科技法律與政策，第九卷、第二期，12月，2013。
Ruay-Nan Wu and Chien-Kuo Chang, " The Use of Partial Discharges as an Online Monitoring System for Underground Cable Joints," IEEE Transactions on Power Delivery, Vol. 26, No. 3, pp. 1585-1591, July 2011. (SCI/EI)
張宏展、吳瑞南、郭政謙、姜政綸、張建國、鄭強、陳柏江，「既設地下線路改接工程之竣工耐壓試驗方式研究」，台電工程月刊第760期，pp. 33-51，2011。
Ruay-Nan Wu, Yu-Hsun Lin, I-Hua Chung and Chien-Kho Chang‚ “Recognition of Insulation Status of High Voltage Cast-Resin Current Transformers,” International Journal of Electrical Engineering, Vol.15, No.1, pp.49-56, 2008.(EI)
Chien-Kuo Chang, Min-Chiu Wu, Chun-Wei Wang and Bharath-Kumar Boyanapalli,, "Reduction of Partial Discharge Inception Voltage of Surface Discharges on Epoxy Resin Specimens",2024 the 8th International Conference on Manufacturing, Material and Metallurgical Engineering (ICMMME) Yokohama, Japan, July 12-14, 2024
Chien-Kuo Chang, Lu Shiue-Der, Liu Yu-chi, Wu Bo-Wei, Yu-Hsiang Lin and Wu Chia-Chun, "Assessment of Taiwan's Net Zero Emission Power Development Scenario", The 13th Asian Conference on Asian Studies, Tokyo, Japan, May 19-23, 2023.
Chien-Kuo Chang and B. -K. Boyanapalli, " Application of Convolutional Neural Networks on Insulation Status Prediction using Partial Discharges for Underground Cable Joints," International Conference on Computing, Communication and Power Technology (IC3P-2022), India (Virtual), Jan. 7-8, 2022.
Chien-Kuo Chang and Bharath-Kumar Boyanapalli, THE DETECTION OF CHANGE-POINT OF PARTIAL DISCHARGES ON POWER CABLE JOINTS, 2021 International Conference on Fuzzy Theory and Its Applications (iFUZZY 2021), October 2021, Taiwan.
Chien-Kuo Chang, Ruay-Nan Wu, Chung-Ching Lai, Hsuan-Hao Chang, Bharath Kumar Boyanapalli, “Partial Discharge Defect Recognition for Underground Cable Joints Using Convolutional Neural Networks”, International Conference on Pervasive Artificial Intelligence (ICPAI), Taipei, Dec. 2020.
Chien-Kuo Chang, Chang-Sing Lai and Ruay-Nan Wu,” Study on Partial Discharges Features Evolution of Underground Cable Joints during Insulation Degradation,” The 9th Asian Conference on Sustainability, Energy & the Environment (ACSEE2019), Japan, May 2019.
Chien-Kuo Chang, Sheng-Hung Lee, Ruay-Nan Wu, and Chung-Heng Lee, ”Optimal Appliances Scheduling of Home Energy Management System Using Dynamic Programming Method for Auto Demand Response,” ICCE-TW 2019, Taiwan, May 2019.
Chien-Kuo Chang, Sheng-Hung Lee, Ruay-Nan Wu, and Chung-Heng Lee, ”Energy Storage Dispatch of Home Energy Management System Using Sequent Quadratic Programming for Peak Shaving,” ICCE-TW 2019, Taiwan, May 2019.
Chien-Te Fan, Ruay-Nan Wu, Jui-Chu Lin, Chein-Kuo Chang, “A Reconciliation Consideration of the Energy Policy Adapting to Abolishing Nuclear Power in Taiwan,” International Conference on Nuclear Security, Safety and Technology, Seoul, Korea, Oct. 2011.
Ruay-Nan Wu, Chien-Kuo Chang, Hong-Chan Chang, Jui-Chu Lin, Chien-Te Fan,” The Study of Feasibility of Technical Co-operation in BIPV Industries between Taiwan and Mainland China,” Green Lighting Shanghai Forum 2012, pp. 72-79, Shanghai, China, April 25-27, 2012.
Ruay-Nan Wu and Chien-Kuo Chang, "Real-time Insulation Status Assessment of Underground Cable Joints Based on Standard Deviation," IEEE International Power Modulator and High Voltage Conference, San Diego, CA, USA, June 3-7, 2012.
Ruay-Nan Wu and Chien-Kuo Chang, "Deterioration Trend on Electrical Treeing of Underground Cable Insulation," IEEE International Power Modulator and High Voltage Conference, San Diego, CA, USA, June 3-7, 2012.
Ruay-Nan Wu, Zong-Wei Wang and Chien-Kuo Chang, "Study on Real-time Demand Response of Home Energy Management," International Joint Conference on Changing Energy Law and Policy in Asia Region, Hsinchu, Taiwan, Oct 17-18, 2013。
Ruay-Nan Wu, Chien-Kuo Chang, Chien-Te Fan and Sheng-Hung Lee, ”Chang A Study on the Application of Energy Storage Devices for Electricity Expense Reduction,” The 6th International Scientific Conference titled - Energy and Climate Change,” Athens, Greece, Oct. 9-10-11, 2013.
吳瑞南、陳晉昇、張建國、廖偉翔，“高電壓電纜接頭絕緣狀態評估的特徵選取之研究”中華民國第三十五屆電力研討會論文集，臺灣高雄市，pp. 1-6，2014。
吳瑞南、李展宇、張建國、陳哲凱，“灰色預測應用於即時性住宅能源管理之研究”中華民國第三十六屆電力研討會論文集，臺灣桃園市，POWER141，2015
王逢偉、陳貽評、王潔如、賴志仁、張建國、黃怡碩，「澎湖智慧電網示範場域導入日本東芝微型能源管理系統之應用」，第36屆電力工程研討會，power0516-1~5，2015。
張建國、黃怡碩、陳翔雄，「澎湖智慧電網示範系統規劃與推動」，第36屆電力工程研討會，power0515-1~7，2015。
R. N. Wu, B. W. Wang, C. K. Chang, W. S. Liao and C. Y. Li, “The Insulation Status Assessment of High Voltage Cable Joints by Decision Tree Method,” International Conference on Energy and Environmental Protection, China, June 2015.
吳瑞南、陳哲凱、張建國、葉耀崇，“因應需量反應之住宅型能源管理系統研究” 中華民國第三十七屆電力研討會論文集，臺灣臺中市，POWER270，2016。
吳瑞南、戴嘉宏、張建國、雷宗憲、葉念祖，“支持向量機應用於電力電纜接頭絕緣狀態評估之研究” 中華民國第三十七屆電力研討會論文集，臺灣臺中市，POWER272，2016。
吳瑞南、葉念祖、張建國、侯谷諺，“電能自給式地下電纜接頭局部放電監測系統之研製” 中華民國第三十八屆電力研討會論文集，臺灣嘉義縣，POWER242，2017。
吳瑞南、雷宗憲、張建國、謝沅澔，“暴力演算法應用於地下電纜接頭絕緣狀態評估規則之研究” 中華民國第三十八屆電力研討會論文集，臺灣嘉義縣，POWER240，2017。
吳瑞南、葉耀崇、張建國、李勝弘、張鈞惠，“因應需量競價住宅型電能管理系統卸載策略之研究” 中華民國第三十八屆電力研討會論文集，臺灣嘉義縣，POWER242，2017。
專利：[1] 張建國、郭政謙、鄭仕堂，電壓控制方法，中華民國發明專利，證書字號I814174，2023年。
專利：吳瑞南、張建國、李卓翰，地下電力電纜接頭之局部放電信號線上量測技術，中華民國發明專利，證書字號I737309，2021年。
專利：吳瑞南、張建國、詹清貴，非接觸式電源供應裝置(Non-contact power supply devices)，中華民國新型專利，證書字號M368123，2009。