廖憲正 ( Liao, Hsien-Cheng )

廖憲正

AI+AR：熟悉機器學習技術、人工智慧應用、AR Cloud平台、XR應用規劃等領域
在相關領域擁有超過20年之專業經驗，具豐富專案管理、跨領域溝通、跨團隊合作經驗
參與超過10個政府與產業科技專案提案，輔導產業導入新技術，協助技術開發規劃與執行
成果展示影片：portfolio

Email: hcliao [at] iii.org.tw

TEL: (02)6607-3196

2016–present: 資深工程師、專案經理、組長、副主任，財團法人資訊工業策進會

團隊領導：帶領團隊開發(1)大範圍虛實融合智慧空間開發平台(Hyperspace)以及(2)智慧穿戴動作偵測開發工具套件(Activity Intelligence)，協助業者加速體感應用開發，加快進入市場時間
產業推動：針對不同領域業者，如健身房、VR遊戲等，推動相關智慧化產品開發，協助業者就地升級
技術轉移：「大範圍虛實融合智慧空間開發平台」以及「智慧穿戴動作偵測開發工具套件」技術轉移予資服業者與虛擬實境設備廠商開發XR互動應用
計畫管理與執行：
- 「超實境智慧體感育樂應用服務」科技專案管理與執行：負責「大範圍虛實融合智慧空間開發平台」 (Hyperspace) 研發規劃、管理與執行，打造國內第一個AR Cloud平台
- 「虛擬隨身運動教練」科技專案管理與執行：負責運動健身產業數位轉型需求發掘、技術規格設立、研發時程訂立與管控、重要活動辦理等相關事宜
- 工業局「AI智慧應用新世代人才培育計畫」專案執行：輔導企業導入AI思維，募集可應用AI技術解決之產業問題，並徵集AI技術團隊進行解題，以促進產業AI化與AI產業化等國家目標。並針對有意願導入AI技術之廠商開設「出題工作坊」以介紹目前AI應用趨勢，AI適用範圍以及技術限制，並透過實際演練的方式，協助參與者釐清自身公司需求、剖析問題、列出欲開發之技術項目並嘗試制定最後結果的衡量標準。
計畫申請：協助科技專案申請，通過2計畫案（4年期）以及2創新前瞻計畫
專利申請：獲證專利7件、3件申請中
獲獎：2020運動科技應用競賽佳作、Best Paper Award TALE 2019、資策會108年度最佳論文獎、資策會2018技術菁英獎

2007–2016: 研究員、資深研究員，資訊與通訊研究所，財團法人工業技術研究院

技術研發：
- 開發以深度神經網路為基礎的語音關鍵詞偵測與長距離語音辨識技術，相關技術皆應用於接續之科技專案中
- 音訊事件偵測技術研發，制定音訊事件偵測器開發標準化流程
- 使用紙喇叭之主動式噪音消除技術開發
- 完成結合麥克風陣列之強健性語音辨識技術開發
- 完成以決策樹為基礎的聲調評量技術（應用於華語文學習線上系統）
- 多模人機介面開發，應用於在iPad上結合觸控與語音互動之電子繪本
計畫申請：進行前瞻計畫申請，共通過3計畫案
專利申請：獲證專利14件
曾擔任資通所創意委員（2009）、智權委員（2013-2015）、技術出版編輯委員（2016）

2003–2004: 訪問研究員，Computer Architecture and Software Technology (FIRST), Fraunhofer, Berlin, Germany

參與機器學習模組開發
腦機介面研究開發

2002–2003: 兼職講師，醫學工程學系，元培科技大學

1999–2007: 研究助理、教學助理，生醫訊號處理實驗室，電機與控制工程學系，國立交通大學

2007 傑出教學助理獎
學術研究：
- 協助完成腦電波分析實驗室設置，完成腦電波即時分析系統開發，打造實驗室第一個腦機介面
- 完成禪坐腦電波時頻訊號分析研究
- 協助指導碩士生進行碩士論文研究
專利申請：獲證專利2件

1997–1998: 研究助理，尖端電控實驗室，電機工程學系，國立中興大學

專題研究：完成電動助行車控制器開發，協助完成自行車中心委託開發案

Publication

Journal

Liao, H.-C., and Liao, Y.-F., “Maximum confidence measure-based dual-microphone beamforming direction and beamwidth steering algorithm for robust speech recognition”, Journal of the Chinese Institute of Engineers, Vol. 39, No. 5, 2016.
Liao, H.-C., Kuo, C.-C., and Lin, C.-H., "Challenges and Preliminary Study on Indoor Distant Speech Recognition," ICL Technical Journal, No. 164, pp. 42-54, 2015.
Liao, H.-C., Guan, Y.-H., Tu, J.-J., and Chen J.-C., "Developing a prototype of an adaptive Chinese pronunciation training system", System, No. 45, pp. 52-66, 2014.
Liao, H.-C., "Investigation on Interaural Time Difference Based Speech Enhancement," ICL Technical Journal, No. 139, pp. 34-38, 2011.
Chen, J.-C., Liao, H.-C., and Chang, S.-C., "Corrective Feedback Technique for Automatic Mandarin Tone Assessment," ICL Technical Journal, No. 139, pp. 39-45, 2011.
Guan, Y.-H. and Liao, H.-C., “An Automatic Mandarin Tonal Error-Detection System: The Preliminary Results,” Chung Yuan Journal of Teaching Chinese as a Second Language, Vol. 35, No. 6, pp. 117–137, 2009.
Liao, H.-C. and Wu, L.-W., "An EEG-based Brain-controlled robot agent," ICL Technical Journal, No. 128, pp. 85-92, 2009.
Wu, L.-W., Liao, H.-C., Hu, J.-S., and Lo, P.-C., "Brain-controlled robot agent: an EEG-based eRobot agent," Industrial Robot, Vol. 35, No. 6, pp. 507–519, 2008.
Liao, H.-C. and Lo, P.-C., “Investigation on Spatiotemporal Characteristics of Zen-Meditation EEG Rhythms,” the Journal of International Society of Life Information Science, Vol. 25, No. 1, pp. 63–71, 2007.
Liao, H.-C., Liu, C.-Y. and Lo, P.-C., “Investigation of Visual Perception under Zen-Meditation based on Alpha-dependent F-VEPs,” Journal of Biomedical Engineering Research, Vol. 27, No. 6, pp. 384–391, 2006.
Liao, H.-C. and Lo, P.-C., “Meditation EEG Overview Based on Subband Features Quantified by AR Model,” the Journal of International Society of Life Information Science, Vol. 24, No. 1, pp. 19–28, 2006.

Conference

朱家德、張均東、黃柏文，楊筑鈞、廖憲正、蒙以亨，"半自動化高精地圖標記工具之研發", 台灣地理資訊學會年會暨學術研討會, 2021.
Kuo, G.-W., Yang, H.-L., Liao, H.-C., Hu, S.-H., Tseng, H.-C., Yeh, C.-H., Tsai, I-C. "AIGO : A com-prehensive platform for cultivating AI talent using real-world Industrial problem", IEEE International Conference on Teaching, Assessment, and Learning for Engineering (TALE), 2019, pp. 394-398. (Best Paper Award)
Liu, C.-H., Lin, C.-C., Chen, W.-C., Wang, S.-M., Zeng, J.-C., Liao, H.-C., "OinVRTM - an immersive social VR platform with VR 360 live streaming", Taiwan Academic Network Conference, 2018.
Liao, H.-C., Chiang, W.-M., Tsai, K.-C., Chen, B.-N., Weng, Isabel, Chiang, Y.-T. and Cheng, Y.-J., "Using multi-sensor as a user interface for Mobile VR games", National Computer Symposium, 2017.
Liao, H.-C., Tsai, K.-C., Chiang, W.-M., Chen, B.-N., Weng, Isabel, Chiang, Y.-T. and Cheng, Y.-J. " Demo: A gesture detection development toolkit for interaction in virtual reality", Annual Meeting of Taiwan Association of Computer-Human Interaction, 2017.
Tsai, S.-H., Liao, H.-C., Shieh, S.-S., Kuo, C.-J., and Lin, H.-J., "Pressure relief device with biofeedback for brain entrainment", 2011 conference of Taiwan Institute of Kansei, 2011.
Liao, H.-C., Liao, Y.-F., and Lee, C.-H., "Maximum Confidence Measure Based Interaural Phase Difference Estimation for Noise Masking in Dual-Microphone Robust Speech Recognition", In INTERSPEECH-2011, pp. 473-476, 2011.
Chen, S-C., Chung, H.-C., Liao, Y.-F., Liao, H.-C., "Improving Sub-band Likelihood Maximizing Beamforming for Microphone Array Signal Processing", National Symposium on Telecommunications, 2010.
Guan, Y.-H., Liao, H.-C. and Tu, J.-J., "Developing A Prototype of An Adaptive Chinese Pronunciation Training System", ACTFL ANNUAL CONVENTION AND WORLD LANGUAGES EXPO, 2010.
Liao, H.-C., Chen, J.-C., Chang, S.-C., Guan, Y.-H., and Lee, C.-H., "Decision Tree Based Tone Modeling with Corrective Feedbacks for Automatic Mandarin Tone Assessment", In INTERSPEECH-2010, pp. 602-605, 2010.
Liao, H.-C. and Tsai, S.-H., "A Google Earth Neurofeedback Game," Proceeding of 2009 Annual Symposium of The Biomedical Engineering Society of ROC, Dec. 2009.
Liao, H.-C. and Lo, P.-C., “Investigation of EEG Local Spatiotemporal Synchronization by Multivariate AR Model – a Preliminary Study,” Proceeding of 2008 Annual Symposium of The Biomedical Engineering Society of ROC, Dec. 2008.
Huang, C.-C., Liao, H.-C. and Lo, P.-C., “Development of Real-time HRV Analyzer and its Application to the Biofeedback System,” Proceeding of 2006 Annual Symposium of The Biomedical Engineering Society of ROC, Dec. 2006.
Liao, H.-C. and Lo, P.-C., “Long-term Meditation EEG Interpretation Based on Subband AR Coefficients,” Proceeding of 2002 Annual Symposium of The Biomedical Engineering Society of ROC, pp.E1.48-49, Dec. 2002.
Liao, H.-C. and Lo, P.-C., “Meditation EEG Classification by Subband Decomposed AR Coefficients,” Conference on Health and Management, 2002.

Domestic Magazine

廖憲正, 蔣益庭, 翁于堯, “AI套件識別人體動作，穿戴裝置運動健身更智慧,” 新通訊, 2017年12月.
童凱彬, 廖憲正, 林敬文, “智慧穿戴裝置的應用與產業發展趨勢,” 2017電子科技產業年鑑, 2017年10月.

Issued Patents

Chiang, W.-M. and Liao, H.-C., “DEVICE, METHOD, AND NON-TRANSITORY COMPUTER READABLE STORAGE MEDIUM FOR LABELLING MOTION DATA,” United States pa-tent US11,164,094B2, June 17, 2022.
Chiang, W.-M. and Liao, H.-C., “動作資料標記裝置、方法及非暫態電腦可讀取記錄媒體,” 中華民國專利I698806, August 12, 2020.
Tsai, K.-C., Cheng, Y.-J. and Liao, H.-C., “MULTIMEDIA INTERACTING SYSTEM AND MULTI-MEDIA INTERACTING METHOD,” United States patent US10,628,106B1, June 11, 2020.
Tsai, K.-C., Cheng, Y.-J. and Liao, H.-C., “多媒體互動系統及多媒體互動方法,” 中華民國專利I674799, October 18, 2019.
Liao, H.-C., “VIRTUAL SPACE POSITIONING METHOD AND APPARATUS,” United States patent US10,444,932B2, November 14, 2019.
Liao, H.-C., “一種虛擬實境操控裝置定位方法與系統,” 中華民國專利I662439, June 20, 2019.
Tsai, S.-H., Shieh S.-S., Kuo C.-J., Liao, H.-C., and Lin H.-J., “Pressure relief apparatus with brain entrainment,” United States patent US9968756B2, May 15, 2018.
Tsai, S.-H., Liao, H.-C., “头戴式装置及其相关的仿真系统、仿真方法,” 中華人民共和國專利CN104750241B, October 2, 2018.
Tsai, S.-H., Liao, H.-C., “HEADSET APPARATUS AND ASSOCIATED SIMULATING SYSTEM AND METHOD ,” ROC patent I566745, January 21, 2017.
Liao, H.-C., Kuo, C.-C., and Liou, C.-H., “FLEXIBLE AUDIBLE INTERACTIVE DEVICE AND METHOD THEREWITH ,” ROC patent I545462, August 11, 2016.
Chiou, C.-T., Liao, H.-C., “Interactive Voice Command Editing System and Method,” ROC patent I457788, October 21, 2014.
Tsai, S.-H., Shieh S.-S., Kuo C.-J., Liao, H.-C., and Lin H.-J., “PRESSURE RELIEF APPARATUS WITH BRAIN ENTRAINMENT,” PRC patent CN103157166B, March 04, 2015.
Tsai, S.-H., Shieh S.-S., Kuo C.-J., Liao, H.-C., and Lin H.-J., “PRESSURE RELIEF APPARATUS WITH BRAIN ENTRAINMENT,” ROC patent I524885, March 11, 2016.
Liao, H.-C., “Speech enhancement method using a cumulative histogram of sound signal intensities of a plurality of frames of a microphone array,” United States patent 9,026,436, May 05, 2015.
Liao, H.-C., “SPEECH ENHANCEMENT METHOD,” PRC patent CN103000183B, December 31, 2014.
Liao, H.-C., “SPEECH ENHANCEMENT METHOD,” ROC patent I459381, November 01, 2014.
Liao, H.-C., “MICROPHONE-ARRAY-BASED SPEECH RECOGNITION SYSTEM AND METHOD,” United States patent 8,744,849, June 03, 2014.
Liao, H.-C., “MICROPHONE-ARRAY-BASED SPEECH RECOGNITION SYSTEM AND METHOD,” PRC patent CN102903360B, August 27, 2014.
Liao, H.-C., “MICROPHONE-ARRAY-BASED SPEECH RECOGNITION SYSTEM AND METHOD,” ROC patent I442384, June 21, 2014.
Chang, S.-C., Liao, H.-C., and Chen, J.-C., “LANGUAGE LEARNING SYSTEM, LANGUAGE LEARNING METHOD, AND COMPUTER PRODUCT THEREOF,” United States patent 8,870,575, October 28, 2014.
Chang, S.-C., Liao, H.-C., and Chen, J.-C., “LANGUAGE LEARNING SYSTEM, LANGUAGE LEARNING METHOD, AND COMPUTER PRODUCT THEREOF,” PRC patent ZL201010264464.5, August 27, 2014.
Chang, S.-C., Liao, H.-C., and Chen, J.-C., “LANGUAGE LEARNING SYSTEM, LANGUAGE LEARNING METHOD, AND COMPUTER PRODUCT THEREOF,” ROC patent I431563, March 21, 2014.
Wu, L.-W. and Liao, H.-C., “Architecture of an Embedded Internet Robot System Controlled by Brain Waves,” United States Patent 7,260,430, August 21, 2007.
Wu, L.-W. and Liao, H.-C., “Architecture of an Embedded Internet Robot System Controlled by Brain Waves,” ROC patent (Invention No. I 257214), June 21, 2006.

Pending Patents

Liao, H.-C. and Hong, J.-W., “AUGMENTED REALITY INTERACTION SYSTEM, SERVER AND MOBILE DEVICE,” United States patent application, 17/991,836, November 21, 2022.
Liao, H.-C. and Hong, J.-W., “擴增實境互動系統、伺服器以及行動裝置,” 中華民國專利申請中111143134, November 11, 2022.
Tsai, K.-C., Cheng, Y.-J. and Liao, H.-C., “多媒體互動系統及多媒體互動方法,” PRC patent application, 2018.
Chiang, W.-M. and Liao, H.-C., “動作資料標記裝置、方法及非暫態電腦可讀取記錄媒體,” PRC patent application, 2018.
Liao, H.-C., “A positioning method and system for a controller used in virtual reality,” PRC patent application, 2017.

Non-academic Activities

Judge, The 1st creative competition, College of Electrical Engineering and Computer Science, Chung Yuan Christian University, 2013
WonderView Prize, 7th Fnac 24hr City Photography Contest, 2008.
Honorable mention, National Chiao Tung University’s Architecture Photography Contest, 2006.
Honorable mention, National Chiao Tung University’s Lotus Photography Contest, 2002.
09/1996–06/1997: The president of the Chinese Original Quiet Sitting Club, National Chung Hsing University

Education

博士 Ph.D., 電機與控制工程研究所 Department of Electrical and Control Engineering, 國立交通大學 National Chiao Tung University, Hsinchu, Taiwan, ROC., 2007.

Advisor: Prof. Pei-Chen Lo
Dissertation: “Time-varying Spatio-spectral Analysis of Zen-meditation EEG based on Autoregressive Models”
傑出教學助教獎 Award for Outstanding Teaching Assistant, National Chiao Tung University, 2007.
09/2003–08/2004: 三明治獎學金 Scholarship for "Sandwich Programme" (Research visits to German universities or research institutes. The scholarship is supported by the German Academic Exchange Service and the National Science Council, Taipei)
09/2000–06/2002: 學年獎學金 The fellowship of the ring, Department of Electrical and Control Engineering, National Chiao Tung University

碩士 M.S., 電機與控制工程研究所 Department of Electrical and Control Engineering, 國立交通大學 National Chiao Tung University, Hsinchu, Taiwan, ROC., 2000.

Advisor: Prof. Pei-Chen Lo
Thesis: “Methods for EEG Processing and Analysis at the Preliminary Stage”

學士 B.S., 電機工程學系 Department of Electrical Engineering, 國立中興大學 National Chung Hsing University, Taichung, Taiwan, ROC., 1998.

Major: Control Engineering
Project: “Control system for electric bicycles”

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