智慧型資訊擷取實驗室


1.本實驗室專注於資料擷取技術及人工智慧的應用。

2.以智慧型資料擷取技術來提高效率並應用於智慧物聯網系統是本實驗室的主要範疇。

3.人工智慧的應用是另一個主題,包含各類演算法到深度學習理論的應用與研究測試。

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張介仁


 

職稱: 教授

研究專長: 智慧系統規劃、影像處理

電子郵件: jrchang@niu.edu.tw

聯絡電話: (03)9357400 ext.7346

 

 

成員


林冠君、石庭碩、余尚恩、林士堯

112研究生

楊坊埼、陳品均、楊立丞、王俊智、蔡承憲

112專題生

卓楷翔、黃楷竣、江弘崴、江心仁

112專題生

林冠霆、王光佑、魏仲鎧、莊博承

111研究生

張聖倫、李珩瑋、白晉宇、林聖傑、周伯翰、葉定荃

111專題生

余孟哲、趙奕錡、古正宏、姜智文、曾柏瑜

111專題生

劉荊惠、Ashraf、陳哲奇

110研究生

王祥鈞、林冠君、蔡皓瑄、石庭碩、李佳勳

110專題生_1

李子其、楊弘詣、賴冠儒、張家豪、鄭翔升、洪敬桓

110專題生_2

汪兆仁、黃鈺傑、黃志展、王泰文

109研究生

顏于傑、吳彤瑋、張晴筑、楊詠庭、郭羽倢

109專題生_1

王光佑、林冠霆、黃信樺、洪帛豪、黃若綱

109專題生_2

徐浚宸、吳弼庭、陳弘諺、張祥恩

109專題生_3

Paven、呂英碩、李梃均、黃榮龍、鄭名甫、賴家賢

108研究生

許紫琳、呂彥廷、張立威、吳嘉賢

108專題生_1

張郁琳、黃思穎、劉荊惠、吳宇翔

108專題生_2

包一彭、林宗達、林聖翔

107研究生

黃鈺傑、黃平生、陳伯勳、林家均

107專題生

羅維良

104研究生

林育民、游弘凱

103研究生

莊弘琦、陳煥中

102研究生

林宏文

101研究生

石俊益

100研究生

鄭又豪

98研究生

研究計劃


利用AOI量測評估防災設備製造(新晶科技股份有限公司)

2024-07-01~2025-06-30

運用資料探勘於世界頂尖桌球選手之大數據資料庫建立(科技部)

2022-08-01~2023-07-31

東台灣農村再生漁業多元化地方經濟樞紐輔導團計畫(行政院農業委員會)

2021-01-01~2021-12-31

應用AR模擬方式傳達宜蘭河故事(經濟部水利署第一河川局)

2021-04-15~2021-10-31

利用大數據理論提升防災傳統產業的製造功能(新晶科技股份有限公司)

2021-05-01~2022-12-31

應用深度學習技術於電池組裝(喬信電子股份有限公司)

2021-09-01~2022-12-31

東台灣農村再生漁業多元化地方經濟樞紐輔導團計畫(行政院農業委員會)

2020-07-01~2020-12-31

應用人工智慧改進電池組裝(喬信電子股份有限公司)

2020-09-01~2021-08-31

AIoT大數據技術平台暨綠能應用研發(科技部)

2019-08-01~2020-07-31

推動地方影視音扎根-影像多媒體數位課程委託案(宜蘭縣政府文化局)

2019-09-18~2019-12-10

頭城土地公文物語音導覽應用服務APP開發(林廷縉)

2017-01-01~2017-11-27

釋迦E化雲端輔導創新計劃(江弘業)

2015-06-01~2015-10-30

「宜蘭社區大學課務系統託管維護」計畫(財團法人宜蘭社區大學教育基金)

2014-06-15~2015-06-14

「宜蘭社區大學課務系統託管維護」計畫(財團法人宜蘭社區大學教育基金會)

2013-06-15~2014-06-14

「校務行政系統電腦程式更新」委託開發(財團法人宜蘭社區大學教育基金)

2011-12-15~2012-12-15

具綠能概念的智慧型電力電表分析系統(行政院國家科學委員會)

2011-07-01~2012-02-28

宜蘭縣政府環保局薪資資訊系統維護暨百年問題解決計畫(宜蘭縣政府環保局)

2010-01-01~2010-12-31

籃球計分顯示控制系統(協興電子器材行)

2010-08-01~2011-01-31

宜蘭縣政府環保局薪資管理資訊系統維護計畫(宜蘭縣政府環保局)

2009-01-01~2009-12-31

宜蘭縣政府環保局薪資管理資訊系統維護計畫(宜蘭縣政府環境保護局)

2008-01-01~2008-12-31

智慧型交通資訊分析機(行政院國家科學委員會)

2008-07-01~2009-02-28

期刊論文 (Journal Papers)


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  1. You-Shyang Chen, Jieh-Ren Chang, Ashraf Mohammad, Fang-Chang Kuo, (2024) "Industry applications of identifying spot laser-welded nugget for automatic ESS manufacturing process, The International Journal of Advanced Manufacturing Technology, Volume(Pub Date : 2023-12-20 ,), p0~0.
  2. You-Shyang Chen, You-Shyang Chen , Ying-Hsun Hung , Mike Yau-Jung Lee, Chien-Jung Lai, Jieh-Ren Chang ,* and Chih-Yao Chien, (2024) "Identification of the Yield Rate by a Hybrid Fuzzy Control PID-Based Four-Stage Model: A Case Study of Optical Filter Industry, Axioms, Volume(Axioms 2024, 13(1), 54;), p0~0.
  3. You-Shyang Chen, You-Shyang Chen , Ying-Hsun Hung , Mike Yau-Jung Lee , Jieh-Ren Chang , , Chien-Ku Lin and Tai-Wen Wang, (2024) "Advanced Study: Improving the Quality of Cooling Water Towers’ Conductivity Using a Fuzzy PID Control Model, Mathematics, Volume(2024, 12(20), 3296), p0~0.
  4. Vaidehi Sharma, Nehil Sood, Mohita Jaiswal, Abhishek Sharma, Sandeep Saini, Jieh‑Ren Chang, (2024) "Dynamic gesture recognition using hand pose‑based neural networks for sign language interpretation, Universal Access in the Information Society, Volume(07 November 2024), p0~0.
  5. YS Chen, JR Chang, YH Hung, JH Lai, (2023) "Oversampling Application of Identifying 3D Selective Laser Sintering Yield by Hybrid Mathematical Classification Models, Mathematics, Volume(11(14), 3204, 21 July 2023), p0~0.
  6. Fang-Chang Kuo, Hwang-Cheng Wang, Chih-Cheng Tseng, Jung-Shyr Wu, Jia-Hao Xu, Jieh-Ren Chang, (2023) "D2D Resource Allocation Based on Reinforcement Learning and QoS, Mobile Networks and Applications, Volume(2023), p0~0.
  7. You-Shyang Chen, Ying-Hsun Hung,Yu-Sheng Lin, Jieh-Ren Chang*, Chi-Hsiang Lo, and Hong-Kai You, (2023) "Prevention of PID Phenomenon for Solar Panel Based on Mathematical Data Analysis Models, Mathematics, Volume(2023, 11(19), 4044), p0~0.
  8. You-Shyang Chen, You-Shyang Chen, Jieh-Ren Chang, Yaswanth P. K. Thotakura & Ashraf Mohammad, (2023) "A hybrid four-stage detection model to pre-identify the sustainable manufacturing process of Li-ion battery pack, The Journal of Supercomputing, Volume(Published 08 November 2023), p0~0.
  9. Shyi-Tsong Wu, Jieh-Ren Chang, (2022) "Secure One-Way Hash Function Using Cellular Automata for IoT, Sustainability, Volume(15(4):3552), p3552~0.
  10. Jieh-Ren Chang, You-Shyang Chen, Chien-Ku Lin* and Ming-Fu Cheng,, (2021) "Advanced Data Mining of SSD Quality Based on FP-Growth Data Analysis, Applied Sciences, Volume(11(4), 1715), p1~15.
  11. Yaswanth Pavan Kumar. T, , Jieh-Ren Cheng, Tien -Tai Chang, (2021) "Li-Ion Battery Pack Testing by using Artificial Neural Network , INTERNATIONAL JOURNAL OF ENGINEERING RESEARCH & TECHNOLOGY (IJERT) ICACT, Volume(Volume 09 – Issue 08), p0~0.
  12. Jieh-Ren Chang, You-Shyang Chen, Chih-Min Lo, and Huan-Chung Chen, (2021) "An Advanced AFWMF Model for Identifying High Random-Valued Impulse Noise for Image Processing, Applied Sciences-Basel, Volume(11(15):7037), p0~0.
  13. Chih-Cheng Tseng, Chih-Cheng Tseng, Hwang-Cheng Wang, Jieh-Ren Chang, Ling-Han Wang & Fang-Chang Kuo,, (2021) "Design of Two-Step Random Access Procedure for URLLC Applications, Wireless Personal Communications, Volume(), p0~0.
  14. You-Shyang Chen, Jieh-Ren Chang*, Chyi-Jia Huang, (2020) "Strategic Decision-making Processes of NPD by Hybrid Classification Model Techniques, Journal of Internet Technology, Volume(vol. 21, no. 6), p1635~1646.
  15. Tanmay Sharma, Bhavesh Acharya, Himanshu Daga, Abhishek Sharma, Kathiravan Srinivasan, Vikas Bajpai,Jieh-Ren Chang, (2020) "An insight on UAV/drone autonomous navigation methods and applications, Int. J. Soc. Humanist. Comput., Volume(3(3/4)), p245~269.
  16. Manan Jethanandani,, Abhishek Sharma, , Jieh-Ren Chang, (2020) "Multi-label classification based ensemble learning for human activity recognition in smart home, Internet of Things, Volume(Volume 12), p1~13.
  17. Hwai-Tsu Hu, Jieh-Ren Chang, Shiow-Jyu Lin, (2018) "Synchronous blind audio watermarking via shape configuration of sorted LWT coefficient magnitudes, Signal Processing, Volume(147), p190~202.
  18. Hwai-Tsu Hu, Jieh-Ren Chang:, (2018) "Dual image watermarking by exploiting the properties of selected DCT coefficients with JND modeling, Multimedia Tools Appl., Volume(77(20)), p26965~26990.
  19. Ching-Hsue Cheng, You-Shyang Chen, Arun Kumar Sangaiah, Jieh-Ren Chang, Ting-Yu Wang:, (2018) "Lessoning travelers' motivating behavior for a growing phenomenon in Taiwan by an advanced hybrid object-oriented hierarchical model, J. Comput. Science , Volume(25), p58~75.
  20. Jieh-Ren Chang, Hung-Chi Juang, You-Shyang Chen and Cheng-Ming Chang, (2017) "Safe binary particle swam algorithm for an enhanced unsupervised label refinement in automatic face annotation, Multimedia Tools and Applications, Volume(Volume 76, Issue 18, ), p18339~18359.
  21. Hwai-Tsu Hu, Jieh-Ren Chang, Ling-Yuan Hsu,, (2017) "Windowed and distortion-compensated vector modulation for blind audio watermarking in DWT domain, Multimedia Tools and Applications, Volume(Volume 76, Issue 24), p26723~26743.
  22. Jieh-Ren Chang, You-Shyang Chen, Hong-Wun Lin and Hwai-Tsu Hu, (2017) "An advanced computing in fuzzy rule-based preprocessing design of image filters’ system for removing impulse noises, The Journal of Supercomputing, Volume(Volume 73, Issue 7), p3212~3228.
  23. Hwai-Tsu Hu, Jieh-Ren Chang, (2017) "Efficient and robust frame-synchronized blind audio watermarking by featuring multilevel DWT and DCT, Cluster Computing, Volume(Volume 20, Issue 1), p805~816.
  24. Jieh-Ren Chang, Betty Chang, (2015) "The Development of a Tourism Attraction Model by Using Fuzzy Theory, Mathematical Problems in Engineering, Volume(Volume 2015 (2015) ), p~.
  25. Jieh-Ren Chang, Yow-Hao Jheng, Chia-Hui Chang, Chi-Hsiang Lo, (2015) " “An Efficient Algorithm for Vehicle Guidance Combining the Dijkstra and A* Algorithm with Fuzzy Inference Theory”, Journal of Internet Technology, Volume(Vol. 16, Issue 2), p189~200.
  26. Hsien-Hsin Chou, Hong-Wun Lin, Jieh-Ren Chang, (2014) "A sparsity-ranking edge-preservation filter for removal of high-density impulse noises, AEU - International Journal of Electronics and Communications , Volume(Volume 68, Issue 11), p1129~1135.
  27. W. B. Faulkner, Farhad Memarzadeh, Gerald Riskowski, Keith Hamilton, Ching-Zu Chang, Jieh-Ren Chang , (2013) "Particulate concentrations within a reduced-scale room operated at various air exchange rates, Building and Environment, Volume( Vol. 65,), p71~80.
  28. 張介仁, 王乃堅, (2002) "利用模糊類神經網路解型態分類的方法, 宜蘭技術學報電機資訊專輯, Volume(第9卷), p~.

會議論文 (Conference Papers)


Ready to start your next project with us? Send us a messages and we will get back to you as soon as possible!

  1. Jieh-Ren Chang , Chao-Jen Wang, Zhong-Kai Wei, Chiu-Ju Lu, Hsueh-Yi Lin , "A Research Structure of Big Data Analysis and Application for Table Tennis Match Tactics Based on Computer Vision", 2023 9th International Conference on Applied System Innovation (ICASI), 2023.
  2. Chao-Jen Wang, Hsueh Yi Lin,Chiu Ju Lu, "Frames Extraction from Table Tennis Competition Videos for Action Classification Using Optical Flow and Fuzzy Rules", 2023 9th International Conference on Applied System Innovation (ICASI), 2023.
  3. Ashraf Mohammad, Tien-Tai Chang, "Machine Learning Algorithm for Sorting of Battery Packs at Smart Manufacturing Industries", ICAPIE-2022: 7th International Conference on Advanced Production and Industrial Engineering, 2022.
  4. Yaswanth Pavan Kumar. T, Ashraf Mohammad, "Non-Stationary Time Series Forecasting for Smart Manufacturing Industries", IET CETA 2021, 2021.
  5. Jieh-Ren Chang*, Tsung-Ta Ling, Ting-Chun Li, , "A Research on Image Captioning by Different Encoder Networks", IEEE International Symposium on Computer, Consumer and Control, 2020, Taiwan, 2020.
  6. Jieh-Ren Chang*, You-Shyang Chen, Yipeng Bao, zu-Lin Hsu, "A Capsule Conditional Generative Adversarial Network", The 25th Conference on Technologies and Applications of Artificial Intelligence, 2020.
  7. Manan Jethanandani, Thinagaran Perumal, Jieh-Ren Chang, Abhishek Sharma, Yipeng Bao,, "Multi-Resident Activity Recognition using Multi-Label Classification in Ambient Sensing Smart Homes Manan Jethanandani", 2019 IEEE International Conference on Consumer Electronics - Taiwan (ICCE-TW), 2019.
  8. Manan Jethanandani, Thinagaran Perumal, Yuh-Ching Liaw, Jieh-Ren Chang, Abhishek Sharma, Yipeng Bao, "Binary Relevance Model for Activity Recognition in Home Environment using Ambient Sensors", 2019 IEEE International Conference on Consumer Electronics - Taiwan (ICCE-TW), 2019.
  9. Jieh-Ren Chang, Wai-Leong Loh,, "Vehicle Detection and Tracking in Night Times Using Vision and Rear Features with an Intelligent Methodology", The 8th International Conference on Frontier Computing, Kyushu, Japan (FC 2019), 2019.
  10. Kritika Johari, Jing-Wei Liu, Thinagaran Perumal, Abhishek Sharma, Tanmay Chaturvedi and Jieh-ren Chang, , "Real Time Human Fall Detection Using Accelerometer and IoT", The 7th International Conference on Frontier Computing (FC 2018), KUALA LUMPUR, MALAYSIA, 2018.
  11. Jieh-Ren Chang, Nakul Agarwal,YipengBao, Abhishek Sharma, "IOT Based Smart Water Monitoring using Image Processing", The 7th International Conference on Frontier Computing (FC 2018), KUALA LUMPUR, MALAYSIA, 2018.
  12. Nakul Agarwal, Abhishek Sharma, Jieh Ren Chang, "Real-Time Traffic Light Signal Recognition System for a Self-driving Car", Advances in Signal Processing and Intelligent Recognition Systems, International Symposium on Signal Processing and Intelligent Recognition Systems, 2017.
  13. Jieh-Ren Chang, Yu-Min Lin, "A Settling Time Model for Testing Potential Induced Degradation of Solar Cells", The 5th International Conference on Frontier Computing, Toyko,Japan, 2016.
  14. Hwai-Tsu Hu, Jieh-Ren Chang, Chun-Chi Chen, Sheng-Yu Lai, , "Synchronized Blind Audio Watermarking via Multilevel DWT and Windowed Vector Modulation", IT Convergence and Security (ICITCS), 2016 6th International Conference on Prague, Czech Republic, 2016.
  15. 張介仁, 林育民, "電資學院學生餐與服務學習課程對專業學習發展成長之探討¬¬—以”工程數學”課程服務國中學生為例", 景文科技大學第三屆服務學習實務研討會, 2015.
  16. 張介仁, 蔡惟軒, "參與融入式服務學習課程對學生的學習路程之探討¬¬—以”以為處里肌實驗”課程服務三星地區農民為例", 景文科技大學第三屆服務學習實務研討會, 2015.
  17. Jieh-Ren Chang, Hung-Chi Juang & Chi-Hsiang Lo,, "An Enhanced Approach for Implementing Unsupervised Label Refinement in Automatic Face Annotatio", The IISES 18th International Academic Conference, 2015.
  18. Jieh-Ren Chang, Yu-Min Lin & Chi-Hsiang Lo,, "A Simple Method for Shortening Detection Process of Potential Induced Degradation of Solar Cells", The IISES 18th International Academic Conference, 2015.
  19. 陳煥中, 張介仁, "利用模糊推論之權重濾波器", 第五屆網路智能與應用研討會, 2015.
  20. 游弘凱, 張介仁、羅祺祥, "使用數據分析進行太陽能電池電位誘發衰減之現象預測", 第五屆網路智能與應用研討會, 2015.
  21. Jieh-Ren Chang, Hung-Chi Juang, "An Effective Machine Learning Approach for Refining the Labels of Web Facial Images", The 4th International Conference on Frontier Computing, 2015.
  22. Jieh-Ren Chang, Hong-Wun Lin, Huan-Chung Chen, "A Smart Design of Pre-processing Classifier for Impulse Noises on Digital Images", The 4th International Conference on Frontier Computing, 2015.
  23. 陳煥中, 張介仁, "改良型的強度邊緣雜訊偵測器—應用於影像處理", WCE 2014民生電子研討會, 2014.
  24. Betty Chang, Jieh-Ren Chang, "Using Fuzzy Theory to Analyze Tourism Preference", The 9th FTRA International Conference on Future Information Technology, 2014.
  25. Jieh-Ren Chang, Hong-Win Lin and Hsien-Hsin Chou, "A Smart Filter Design for Removal of High-Density Noises of Image", The 9th FTRA International Conference on Future Information Technology, 2014.
  26. Jieh-Ren Chang, Chun-Yi Shi and Chi-Hsiang Lo, , "An Intelligent Algorithm for Non-intrusive Appliance Load Monitoring System", The 9th FTRA International Conference on Future Information Technology, 2014.
  27. 石俊益, 張介仁, "基於NILM進行電器設備的類型識別", WCE 2013 民生電子研討會, 2013.
  28. 石俊益, 羅棋祥、張介仁, "使用模糊理論進行問卷資料分析", ISC 2013 第七屆智慧型系統工程應用研討會, 2013.
  29. Jieh-Ren Chang, Yow-Hao Jheng, Chi-Hsiang Lo, Betty Chang, "Attribute Coding for the Rough Set Theory Based Rule Simplications by Using the Particle Swarm Optimization Algorithm", the 3rd International Conference on Intelligent Decision Technologies, 2011.
  30. Betty Chang, Hung-Mei Pei, Jieh-Ren Chang, "Using the Rough Set Theory to Investigate the Building Facilities for the Performing Arts from the Performer’s Perspectives", the 3rd International Conference on Intelligent Decision Technologies, 2011.
  31. 張介仁, 鄭又豪, "利用基因演算法求取模糊理論中最佳α-cut值", 中華民國第十八屆模糊理論及其應用研討會, 2010.
  32. Jieh-Ren Chang, Nai-Jian Wang , "A Simple Method to Extract Fuzzy Rules by Measure of Fuzziness", the proceedings of the ICS(International Computer Symposium), 2006.
  33. 張介仁, , "A High Efficiency Classifier Based on Fuzzy-Neural Network", 追求卓越研討會, 2002.

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