學系成員

[C01] Chengxi Yu, Shih-Hau Fang, Larry Lin, Ying-Ren Chien and Zhezhuang Xu, “The Impact of Environmental Factors on mm-Wave Radar Point-Clouds for Human Activity Recongnition", IEEE International Workshop on Electromagnetics and Student Innovation Competition (iWEM), Aug., 2020
[C02] Yishuo Shi, Wen-Hsing Kuo, Chih-Wei Huang, Yen-Cheng Chou, Shih-Hau Fang, and De-Nian Yang, “Cross-Layer Allocation Scheme for Multi-View Videos in Massive MIMO Networks" IEEE International Conference on Communications , Jun., 2020.
[C03] Yu-Hui Shen, Ying-Ren Chien, Shih-Hau Fang, “Human Detection with Weak Ranging Signal for FMCW Radar Systems", ACM/IEEE International Conference on Information Processing in Sensor Networks (IPSN), April 2020
[C04] Xiaotong Yu, Zhezhuang Xu, Xin Zhou, Jiejun Zheng, Yuxiong Xia, Larry Lin, Shih-Hau Fang, “Load Forecasting Based on Smart Meter Data and Gradient Boosting Decision Tree", Chinese Automation Congress , Nov., 2019.
[C05] Fu-Kai Chuang, Syu-Siang Wang, Jeih-weih Hung, Yu Tsao, and Shih-Hau Fang, “Speaker-aware Deep Denoising Autoencoder with Embedded Speaker Identity for Speech Enhancement", Interspeech, Sep., 2019.
[C06] Shih-Hau Fang, Chiamin Lin, “Deep learning-based Indoor Positioning in Communication Theory Workshop 2019″, IEEE CTW, May., 2019
[C07] Shih-Hau Fang, Yu Taso, Ying-Ren Chien, Shi-Shen Yang, and Shih-Jyun Ye “Smartphone-based Positioning with Insufficient Sensed Observations", IEEE ICCE-TW, May, 2019.
[C08] Chiapin Wang*, Tsung-Yi Fan Chian, Shih-Hau Fan, Chieh-Ju Li, Yeh-Liang Hsu, “Machine Learning Based Sleep-Status Discrimination Using a Motion Sensing Mattress", AICAS, Mar., 2019.
[C09] Chiapin Wang*, Jen-Hau Chan, Shih-Hau Fang, Ho-Ti Cheng, Yeh-Liang Hsu, “Novel Sleep Apnea Detection Based on UWB Artificial Intelligence Mattress", AICAS, Mar., 2019.
[C10] Zong-Ying Chuang, Xiao-Tong Yu, Ji-Ying Chen, Zhe-Zhuang Xu, Chi-Te Wang, Feng-Chuan Lin, Shih-Hau Fang. “DNN-based Approach to Detect and Classify Pathological Voice", IEEE BigData, pp. 5238-5241, Dec., 2018.
[C11] Yi-Te Hsu, Zining Zhu, Chi-Te Wang, Shih-Hau Fang, Frank Rudzicz and Yu Tsao. “Robustness against the channel effect in pathological voice detection", NeurIPS , Machine Learning for Health (ML4H) Workshop, Dec., 2018.
[C12] Larry Lin and Shih-Hau Fang*, “A Probabilistic Approach for Learning Mobility Pattern in Metropolitan Areas," AICCC, Dec., 2018.
[C13] Jieling Zheng, Xiren Miao, Shih-hau Fang*, Jing Chen, Hao Jiang, “Enhanced Character Segmentation for Multi-Language Data Plate in Substation Transformer Based on Connected Component Analysis," ICARCV, pp. 180-185, Nov., 2018.
[C14] Y.-H. Lai, Z. Wei, Zhong, S.-T. Tang, Shih-Hau Fang*, W.-H. Liao, Yu Tsao, “Improving the Performance of Hearing Aids in Noisy Environments Based on Deep Learning Technology," IEEE Engineering in Medicine and Biology Society, July 2018.
[C15] R. Wang, Z. Xu, R. Xie, Xing Liu, and Shih-Hau Fang*, “Improving Face-to-Machine Proximity Estimation with Neighbor Relations in Mobile Industrial Human Machine Interaction", IEEE International Conference on Industrial Cyber-Physical Systems, May, 2018
[C16] Yu Taso, Shih-Chun Yeh, Yu-You Liang, Chu-Hsuan Wang and Shih-Hau Fang, “Subcarrier Selection for Efficient CSI-based Indoor Localization," ICACAR, Feb., 2018
[C17] Wei-Chung Lu, Shih-Chun Yeh, Chung-Chih Chuang, and Shih-Hau Fang “Robust Wi-Fi Fingerprinting-based Positioning in the Presence of Lying Identities," ICCSIM, Jan., 2018.
[C18] Xi Yue, Zhezhuang Xu, Wenchao Huang, Rongkai Wang, Hao Jiang, Cailian Chen, Shih-Hau Fang, “LightCon: Simplify Line-of-Sight Connection in Industrial Wireless Networks," IEEE IECON, Nov., 2017.
[C19] Ting Liu, Zhezhuang Xu, Rongkai Wang, Hao Jiang, Cailian Chen, Shih-Hau Fang, “Face-to-Machine Proximity Estimation for Mobile Industrial Human Machine Interaction" IEEE ICC, pp. 1-6, May, 2017.
[C20] Limeng Pu, Hsiao-Chun Wu, Chiapin Wang, Shih-Hau Fang, Supratik Mukhopadhyay, and Costas Busch, “Novel Fast User-Placement Ushering Algorithms for Indoor Femtocell Networks" IEEE GLOBECOM, pp. 1-6, Dec., 2016.
[C21] Tzu-Hao Lin, Chih-Kai Yang, Lien-Siang Chou, Shih-Hau Fang, and Yu Tsao “Acoustic response of Indo-Pacific humpback dolphins to the variability of marine soundscape" 5th Joint Meeting of the Acoustical Society of America and Acoustical Society of Japan, vol. 140, no. 4, Nov., 2016.
[C22] Chu-Chen Li and Shih-Hau Fang*, “Device-Free Human Detection Using WiFi Signals", IEEE GCCE, pp.1-3, Oct., 2016.
[C23] Ting-Jia Wu, Shih-Hau Fang*, Yong-Bin Wu, Cheng-Tse Wu, Jen-Wei Haung, and Yu Tsao, “A Study of Mobile Advertisement Recommendation Using Real Big Data From AdLocus", IEEE GCCE, pp.1-2, Oct., 2016.
[C24] Yu-Xiang Fei, Ji-Ying Chen, Shih-Hau Fang, Yu Tsao, Jen-Wei Huang and Bo-Wei Liang, “Advertisement-Click Prediction Based on Mobile Big Data from HyXen AdLocus" Proceedings of Engineering and Technology Innovation, vol. 4, pp. 28-30, Jun., 2016.
[C25] Hao-Hsiang Liao, Yu-Xiang Fei, Shih-Hau Fang, Yu Tsao, and Jen-Wei Huang, “Transportation Modes Classification Using Sensors on Smartphones" IEEE International Conference on Applied System Innovation, May, 2016.
[C26] Wen-Chen Lu, Yu-Che Cheng and Shih-Hau Fang, “A Study of Singular Value Decomposition for Wireless LAN Location Fingerprinting" Second International Conference on Multimedia Big Data, pp. 466-470, Apr., 2016.
[C27] Shih-Hau Fang* and Che-Kuan Lin, “Room Size Estimation from Acoustic Impulse Responses" IEEE Global Conference on Consumer Electronics, pp. 269-270, Oct., 2015.
[C28] Chen-Yi Liu and Shih-Hau Fang*, “Building a Platform for Monitoring Weather Conditions with Measurements Comparison" International Conference on Machine Learning and Cybernetics, pp. 582-585, Jul., 2015.
[C29] TeSheng Tsai, Sheng-Min Chiou, Yu-Hsuan Sylvia Yang, Shih-Hau Fang*, Chiapin Wang, and Wen-Hsing Kuo, “Indoor User Navigation for Enhanced Quality of Experience in Wireless Local Area Networks" International Conference on Mobile Computing and Ubiquitous Networking, pp. 60-61, Jan., 2015.
[C30] Yu Tsao, Shih-Hau Fang*, Yao Shiao, “Acoustic Echo Cancellation Using a Vector-Space-Based Adaptive Filtering Algorithm" IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), Apr. 2015
[C31] Yu-Ting Lin, Yu-Hsuan Yang and Shih-Hau Fang*, “A Case Study of Indoor Positioning in an Unmodified Factory Environment" International conference on Indoor Positioning and Indoor Navigation, pp.721-722, Oct., 2014.
[C32] Fan-Yu Sung Shih-Hau Fang* and Ying-Ren Chien, “An Experimental Study of MEMS-Based Magnetometers on Android Mobile Phones" IEEE International Conference on Consumer Electronics, pp.227-228, May, 2014.
[C33] Yu-Hsuan Yang, Ze-Huei Peng, Chau Y.A., Shih-Hau Fang, Chih-Min Lin, “A Study of Advanced Wideband-DRFM ECM Technique Topic 2 A Study of Time Delay Technique for Wideband-DRFM ECM" 國防科技學術合作計畫成果發表會, Nov., 2013.
[C34] Chu-Hsuan Wang, Tai-Wei Kao, Shih-Hau Fang*, Yu Tsao, Lun-Chia Kuo, Shih-Wei Kao and Nien-Chen Lin, “Robust Wi-Fi Location Fingerprinting Against Device Diversity Based on Spatial Mean Normalization" Signal and Information Processing Association Annual Summit and Conference, pp. 1-4, Oct., 2013.
[C35] Chung-Wei Lee, Tsung-Nan Lin, Shih-Hau Fang*, and Yen-Chih Chou, “A Novel Clustering-Based Approach of Indoor Location Fingerprinting" IEEE International Symposium on Personal, Indoor and Mobile Radio Communications, pp. 3191-3196, Sep., 2013. [Google citation: 25]
[C36] Chih-Ming Lee and Shih-Hau Fang*, “Extended Abstract: Secure Computing for Network-based Applications in Cloud Environments" IEEE Asia Pacific Wireless Communications Symposium, Aug., 2013.
[C37] Wei-Jia Lai, Ying-Ying Su, Chih-Ming Lee, Shih-Hau Fang*, Wang-Jung Lin, Xu-Peng He and Kun-Chi Feng, “A Survey of Secure Fingerprinting Localization in Wireless Local Area Networks" IEEE International Conference on Machine Learning and Cybernetics, pp. 1413-1417, Jul., 2013.
[C38] Wen-Hsing Kuo and Shih-Hau Fang, “The Impact of GPS Positioning Errors on the Hop Distance in Vehicular Adhoc Networks (VANETs)" International Conference on Computing, Networking and Communications, Workshop on Computing, Networking and Communications, pp. 51-55, Jan., 2013.
[C39] Wen-Hsing Kuo, Yen-Shien Tung, and Shih-Hau Fang, “A Node Management Scheme for R2V Connections in RSU-Supported Vehicular Adhoc Networks" International Conference on Computing, Networking and Communications, Mobile Computing Symposium, pp. 768-772, Jan., 2013.
[C40] 林煜庭, 劉蓁宜, 梁議中, 李志民, 方士豪, “A Smart Phone-based Fall Detection System" 福祉科技與服務管理研討會, Jun., 2013.
[C41] Chia-Sheng Hus and Shih-Hau Fang*, “A Study of Wireless Signal Strength Under Typhoon: Experiments and Observations" International Conference on Advanced in Communication Technology, pp.47-56, Jan., 2013.
[C42] Shih-Hau Fang*, Wei-Jia Lai, and Chih-Ming Lee, “Privacy Considerations for Cloud-Based Positioning" International Conference on Intelligent Transport Systems Telecommunications, Nov., 2012.
[C43] Shih-Hau Fang*, Ying-Tso Hsu, Bo-Cheng Lu and Wen-Hsing Kuo, “A Calibration-free RSS-based Mobile Positioning System" IEEE Vehicular Technology Conference, May, 2012.
[C44] Shih-Hau Fang*, Chu-Hsuan Wang, Sheng-Min Chiou and Pochiang Lin, “Calibration-free Approaches for Robust Wi-Fi Positioning Against Device Diversity: A Performance Comparison" IEEE Vehicular Technology Conference, May, 2012. [Google citation: 28]
[C45] Shih-Hau Fang*, Yi-Chung Liang, and Kuan-Ming Chiu, “Developing a Mobile Phone-based Fall Detection System on Android Platform" Computers, Communications and Applications Conference, pp.143-146, Jan, 2012. [Google citation: 107]
[C46] Shih-Hau Fang*, Ting-Yu Huang, and Yao Shiao, “Quantifying Importance of Reference Locations for RSS-based Localization" Computers, Communications and Applications Conference, pp.107-110, Jan., 2012.
[C47] Shih-Hau Fang*, Wei-Jia Lai, and Yi-Chung Liang, “An encryption-based approach for protecting privacy in network-based location systems" IEEE International Conference on Machine Learning and Cybernetics, vol. 1, pp. 377-380, July, 2011.
[C48] Chin-Huang Yang, Ting-Yu Huang, Shih-Hau Fang* and Yung-Sheng Chen, “A ZigBee Indoor Positioning System Using a Multi-Expert Approach" IEEE International Conference on Machine Learning and Computing, Feb, 2011. [Google citation: 44]
[C49] Shih-Hau Fang* and Tsung-Nan Lin, “Accurate Indoor Location Estimation by Incorporating the Importance of Access Points in Wireless Local Area Networks" IEEE Global Telecommunications Conference, pp. 1-5, 6-10, Dec, 2010. [Google citation: 26]
[C50] Bo-Cheng Lu, Ying-Tzuo Shiu and Shih-Hau Fang, “Dynamic Neural Networks for Mobile Phone Localization in a Cellular Network" Outstanding Paper Award in MATLAB \& Simulink Tech Forum and Expo, 2010.
[C51] Shih-Hau Fang* and Tsung-Nan Lin, “A Novel Access Point Placement Approach for WLAN-based Location Systems" IEEE Wireless Communications and Networking Conference, pp. 1-4, April, 2010. [Google citation: 27]
[C52] Shih-Hau Fang* and Tsung-Nan Lin, “Accurate WLAN Indoor Localization Based on RSS Fluctuations Modeling" IEEE International Symposium on Intelligent Signal Processing, pp. 27-30, August, 2009. [Google citation: 27]
[C53] Shih-Hau Fang*, Jen-Chian Chen, Hau-Ru Huang and Tsung-Nan Lin, “Metropolitan-Scale Location Estimation Using FM Radio with Analysis of Measurements" IEEE International Wireless Communications and Mobile Computing Conference, pp. 171-176, 6-8, Aug, 2008. [Google citation: 24]
[C54] Shih-Hau Fang* and Tsung-Nan Lin, “Robust wireless LAN location fingerprinting by SVD-based noise reduction" IEEE 3rd International Symposium on Communications, Control and Signal Processing, pp. 295-298, 12-14 March, 2008. [Google citation: 11]
[C55] Shih-Hau Fang*, Pochiang Lin and Tsung-Nan Lin, “Indoor localization by a novel probabilistic approach" IEEE 8th Workshop on Signal Processing Advances in Wireless Communications, pp. 1-4, 17-20, June, 2007.
[C56] Shang-ming Li, Shih-Hau Fang, Jeih-weih Hung and Lin-shan Lee, “Improved MFCC Feature Extraction by PCA-Optimized Filter-Bank for Speech Recognition" Automatic Speech and Understanding Workshop, Dec, 2001. [Google citation: 30]

著作：

[B01] Shih-Hau Fang, “Cross-Provider Cooperation for Improved Network-Based Localization", in Cooperative Localization and Navigation: Theory, Research and Practice, Publisher: CRC Press (Taylor & Francis Group), pp.281-300, Aug, 2019
[B02] Shih-Hau Fang, “Robustness in Fingerprinting-based Indoor Positioning Systems" in Positioning and Navigation in Complex Environments, pp. 88-141, Publisher: IGI Global, Jan., 2018.

專利：

[P01] 方士豪、曹昱、洪志偉、王緒翔、莊富凱, “應用深度學習的語音增強系統", 中華民國專利, 2020/05台灣經濟部智慧財產局實體審查中。
[P02] 王棨德、方士豪、曹昱、賴穎暉、林峯全, “嗓音疾病偵測分類系統", 中華民國專利(發明第I622980號) , 2018/05/01-2037/09/04 (專利權人：亞東醫院)
[P03] 王棨德、賴穎暉、曹昱、方士豪、林峯全, “嗓音即時監測系統",中華民國專利專利(發明第I626647號) , 2018/06/11-2037/10/10(專利權人：亞東醫院)
[P04] 方士豪、高永威、郭倫嘉、林宛蓉、宋凡宇, “室內定位方法、室內定位系統與電腦可讀取媒體",中華民國專利(發明第I517737號) , 2016/01/11-2034/02/13(專利權人：財團法人工業技術研究院)
[P05] Shih-Hau Fang, Yung-Wei Kao, Lun-Chia Kuo, Wan-Jung Lin, Sung Fan-Yu, “Indoor positioning method, indoor positioning system, and computer-readable medium", US 20150237480A1, Publication date: 20150820 (Assignee: ITRI, Taiwan/China/US Patents).
[P06] 曹昱、方士豪、蕭堯、蘇煜程、錢膺仁, “回音消除方法及其系統" 中華民國專利 (發明第I559297號) , 2016/11-2034/08 (專利權人：元智大學)
[P07] Yu Tsao, Shih-Hau Fang, Yao Shiao, Ying-Ren Chien, “Acoustic Echo Cancellation Method And System Using The Same", US 20160057534A1, Publication date: 20160225 (Assignee: YZU, US Patents)
[P08] 邱冠明、梁議中、方士豪, “智慧型行動電話之跌倒偵測與示警系統",中華民國專利 (新型第M 449320號) , 2013/03-2022/10 (專利權人：元智大學、亞東醫院)

 教授

[A01] 2020潘文淵文教基金會2020物聯網創新應用獎佳作

[A02] 2019第十六屆國家新創獎（學研新創組）

[A03] 2019科技部未來科技突破獎

[A04] 2019徐有庠先生紀念基金會 第十七屆有庠傑出教授獎

[A05] 2018遠東精神獎優等（集團綜效類）元智首位獲獎教師

[A06] 2018科技部 AI創新研究中心 計畫主持人

[A07] 2018元智大學 研究傑出獎

[A08] 2017中國電機工程學會 優秀青年電機工程師獎

[A09] 2013科技部 優秀年輕學者計畫

[A10] 2012元智大學101學年度青年學者研究獎

[A11] 2010鈦思科技 Outstanding Paper Award

 指導學生獲獎
[A12] 2020 MATLAB® Expo技術應用文章/論文 優選獎
[A13] 第五屆中國“互聯網+”大學生創新創業大賽臺灣地區金牌
[A14] 2017 Rank 3 in IPIN 2017 Track 3 Smartphone-based positioning
[A15] 2016 Rank 3 in IEEE Second International Conference on Multimedia Big Data: HTC Challenge
[A16] 2014 103中國工程學會 工程論文競賽 佳作
[A17] 2013 102學年度元智大學 學生工程論文競賽 佳作
• 2012雲端創意應用競賽"Home Care System"項目 亞軍

科技部

[P01] 群體人工智慧－群體人工智慧之網宇群眾分包機器學習(3/4), 109-2634-F-002-036, 共同主持人, 2020/01/01~2020/12/31
[P02] 群體人工智慧－群體人工智慧之分散式學習、資料融合及隱私性研究(3/4), 109-2634-F-007-015, 共同主持人, 2020/01/01~2020/12/31
[P03] 群體人工智慧－群體人工智慧之用戶特徵學習、情緒運算及行為塑型研究(3/4), 109-2634-F-007-012, 共同主持人, 2020/01/01~2020/12/31
[P04] 群體人工智慧－群體人工智慧之合作式定位, 地理知識與終端輪廓學習, 及感知互動技術之研究(3/4), 109-2634-F-155-001-, 計畫主持人, 2020/01/01~2020/12/31
[P05] 以人工智慧技術實踐教師用聲行為之即時測量與回饋, 108-2314-B-418-013-, 共同主持人, 2019/08/01~2020/07/31
[P06] 群體人工智慧－群體人工智慧之用戶特徵學習、情緒運算及行為塑型研究(2/4), 108-2634-F-007-005-, 共同主持人, 2019/01/01~2019/12/31
[P07] 群體人工智慧－群體人工智慧之分散式學習、資料融合及隱私性研究(2/4), 108-2634-F-007-004-, 共同主持人, 2019/01/01~2019/12/31
[P08] 群體人工智慧－群體人工智慧之網宇群眾分包機器學習(2/4), 108-2634-F-002-006-, 共同主持人, 2019/01/01~2019/12/31
[P09] 群體人工智慧－群體人工智慧之合作式定位, 地理知識與終端輪廓學習, 及感知互動技術之研究(2/4), 108-2634-F-155-001-, 計畫主持人, 2019/01/01~2019/12/31
[P10] 長短期記憶模型搭配行動裝置用於識別嗓音疾病 , 107-2314-B-418-008-, 共同主持人, 2018/08/01~2019/07/31
[P11] 群體人工智慧－群體人工智慧之分散式學習、資料融合及隱私性研究(1/4), 107-2634-F-007-005-, 共同主持人, 2018/01/01~2018/12/31
[P12] 群體人工智慧－群體人工智慧之用戶特徵學習、情緒運算及行為塑型研究, 107-2634-F-007-006-, 共同主持人, 2018/01/01~2018/12/31
[P13] 群體人工智慧－群體人工智慧之合作式定位, 地理知識與終端輪廓學習, 及感知互動技術之研究(1/4), 107-2634-F-155-001-, 計畫主持人, 2018/01/01~2018/12/31
[P14] 群體人工智慧－群體人工智慧之網宇群眾分包機器學習(1/4), 107-2634-F-002-009-, 共同主持人, 2018/01/01~2018/12/31
[P15] 多模態深度學習演算法用以嗓音疾病之識別與分類, 106-2314-B-418-003-, 共同主持人, 2017/08/01~2018/10/31
[P16] 基於巨量網宇實體數據分析的人本學習、推薦和行為塑型－基於巨量網宇實體數據分析的人本學習、推薦和行為塑型(1/3), 106-3114-E-007-005-, 共同主持人, 2017/06/01~2018/03/16
[P17] 無裝置室內定位– 理論，實驗，與雛形系統, 105-2221-E-155-013-MY3, 計畫主持人, 2016/08/01~2018/03/31
[P18] 以行動科技為基礎的互動式高齡失智者治療與照護環境之創新設計, 協同研究人員, 2014/08/01~2016/07/31
[P19] 惡劣氣候下能保障系統效能之行動定位技術, 102-2221-E-155-006-MY3, 計畫主持人, 2013/08/01~2016/07/31

 其它機構
[P20] Study of no-device machine learning for monitoring parking areas with FMCW radar images, 共同主持人, 2020/06/01~2021/05/31, QUALCOMM
[P21] 基於毫米波雷達的人體姿態偵測系統研發, 計畫主持人, 2019/06/01~2020/05/31, 富智康國際股份有限公司
[P22] 亞東醫院「大人物」課程, 計畫主持人, 2019/08/01~2019/09/30, 亞東醫院
[P23] Study of on-device machine learning and its application on auxiliary detection of voice problems, 共同主持人, 2019/06/01~2020/12/31, QUALCOMM
[P24] 遠銀智能模型研發基金智能推薦系統, 共同主持人, 2019/05/01~2020/12/31, 遠東國際商業銀行
[P25] 邊緣運算語音聲控顧問研究計畫, 計畫主持人, 2019/01/01~2019/04/30, 點通科技股份有限公司
[P26] 病理嗓音偵測與分類, 計畫主持人, 2016/08/01~2017/07/31, 亞東醫院
[P27] 室內定位技術改良與用戶行為大數據分析, 顧問, 2015/05/01~2017/04/30, 勝義科技
[P28] 邁向頂尖大學計畫- 大數據與數據匯流創新中心, 分項子計畫執行人, 2014/04/01~2016/12/31, 教育部
[P29] 應用於工廠產線之室內人員追蹤技術, 顧問, 2014/12/01~2016/07/31, 鴻佰科技(鴻海富士康集團)