學系成員

方士豪 研發長, AI中心主任, 特聘教授

  • 學歷

    台灣大學電信工程博士

    經歷

    學術服務

    ㄧ元智大學 研發處研發長 (2022/02-present)

    ㄧ元智大學 人工智慧跨域創新應用中心主任 (2021/08-present

    ㄧ元智大學 特聘教授(2021/08-present

    ㄧ元智大學 研發處副研發長 (2021/08-2022/01)

    ㄧ元智大學 人工智慧跨域創新應用中心副主任 (2020/08-2021/07)

    ㄧ中研院 資訊科技創新研究中心 訪問學者 (2020/06-2020/09)

    ㄧ元智大學 校長特助 (2018/08-2020/07)

    ㄧ科技部指標計畫 AI創新研究中心專案計畫主持人 (2018/01-present)

    ㄧ元智大學電機工程學系 教授 (2017/02-present)

    ㄧ元智大學電機工程學系 副教授 (2013/02-2017/01)

    ㄧ元智大學電機工程學系 助理教授 (2009/08-2013/01)

    ㄧ台灣大學電信研究中心 博士後研究員 (2009/02-2009/07)


    產業經歷

    ㄧ遠傳電信 轉型辦公室 人工智慧暨物聯網首席科學家 (2021/02-2021/12)

    ㄧ勝義科技「實體區域智能AI分析系統」專案 顧問 (2019/04-2020/03)

    ㄧ中華電信數據通訊分公司 軟體工程師 (2001/10-2009/01)


    國際學術服務

    國際期刊 IEEE Access之Guest Editor (2021), MDPI Applied Science之Guest Editor (2021), APSIPA SLA 技術委員會成員 (2020), IEICE Trans. on Information and Systems之Associate Editor (2020), IEEE Consumer Electronics Society 技術委員會成員 (2020), 連續2年 (2018-2019) 舉辦 IEEE Big Data workshop (FEMH Challenge), 共有超過100隊來自27個不同國家的積極參與、擔任國際會議IC-TECS Keynote Presentation (2016), 舉辦IEEE BigMM workshop (2016)

    研究專長

    實驗室基於訊號處理,機器學習及AI的前瞻技術,處理真實世界的時序訊號,如5G毫米波,聲學訊號,以及各類穿戴式裝置及物聯網感測之巨量資料。本實驗室所開發之技術均以落地應用為目標,解決實際之工程核心問題。毫米波技術聚焦於室內動態感知,包含人數偵測,姿態辨識,及軌跡追蹤。此項目受到科技部與鴻海計畫支持。聲學訊號分析技術則包含關鍵字識別,雜訊抑制與語音強化,及病理嗓音之健康照護應用。此項目受到點通科技,亞東醫院,及高通的計劃支持。穿戴式及物聯網感測資料則廣泛應用於室內定位與地理知識學習,此項目亦與新創公司合作中。

  • 期刊論文

    Journal (Published and Accepted)

    1. Chen-Xi Yu, Zhezhuang Xu, Hsiao-Chun Wu, Kun Yan, Ying-Ren Chien, and Shih-Hau Fang, "Non-Invasive Human-Activity Recognition Using Millimeter-Wave Radar, " IEEE Systems Journal (accepted on Dec, 2021).
    2. Syu-Siang Wang, Chih-Chung Lai, Chi-Te Wang, Yu Tsao, and Shih-Hau Fang, "Continuous Speech for Improved Learning Pathological Voice Disorders," IEEE Open Journal of Engineering in Medicine and Biology (accepted on Dec., 2021).
    3. Heng-Cheng Kuo, Yu-Peng Hsieh, Huan-Hsin Tseng, Chi-Tei Wang, Shih-Hau Fang, Yu Tsao, "Toward Real-World Pathological Voice Detection," arXiv preprint arXiv:2112.02538, Dec., 2021
    4. Whenty Ariyanti, Tassadaq Hussain, Jia-Ching Wang, Chi-Tei Wang, Shih-Hau Fang, Yu Tsao, "Ensemble and Multimodal Learning for Pathological Voice Classification," IEEE Sensors Letters,.vol. 5, no.7, pp.1-4, Jul., 2021.
    5. Potorti, Francesco, et al. "Off-line Evaluation of Indoor Positioning Systems in Different Scenarios: The Experiences from IPIN 2020 Competition," IEEE Sensors Journal, May., 2021.
    6. Chi-Te Wang, Ji-Yan Han, Shih-Hau Fang, and Ying-Hui Lai, "Ambulatory Phonation Monitoring with Wireless Microphones based on Speech Energy Envelope," JMIR mHealth and uHealth, vol. 8, no.12, e16746 , Dec., 2020.
    7. Larry Lin, Chin-Yuan Chen, Hsien-Yueh Yang, Zhezhuang Xu, and Shih-Hau Fang, "Dynamic System Approach for Improved PM2.5 Prediction in Taiwan," IEEE Access, vol. 8, pp. 210910-210921, Nov., 2020.
    8. Francesco Potortì, et al. "The IPIN 2019 Indoor Localisation Competition - Description and Results," IEEE Access, vol. 8, pp. 206674-206718, Nov., 2020.
    9. Kun Hsi. Tsai, Wei Chien Wang, Chui Hsuan Cheng, Chan Yen Tsai, Jou Kou Wang, Tzu Hao Lin, Shih Hau Fang, Li Chin Chen, and Yu Tsao, "Blind Monaural Source Separation on Heart and Lung Sounds Based on Periodic-Coded Deep Autoencoder," IEEE Journal of Biomedical and Health Informatics, vol.24, no. 11, pp. 3203-3214, Nov., 2020.
    10. Kun Yan, Hsiao-Chun Wu, Shih-Hau Fang, Chiapin Wang, Shaopeng Li, and Lixuan Zhang "Indoor Femtocell Interference Localization," IEEE Transactions on Wireless Communications, vol. 19, no. 8, pp. 5176-5187, Aug., 2020.
    11. Mike Lee, Larry Lin, Chin-Yuan Chen, Yu Tsao, Ting-Hsuan Yao, Min-Han Fei and Shih-Hau Fang, "Forecasting Air Quality in Taiwan By Using Machine Learning," Scientific Reports, vol. 10, Article number: 4153, Mar., 2020. [Top 100: Rank 79 of downloads "Scientific Report" Earth Science papers published in 2020.]
    12. Limeng Pu, Hsiao-Chun Wu, Chiapin Wang, Shih-Hau Fang, Supratik Mukhopadhyay, Costas Busch, "Novel Fast User-Placement Ushering Algorithms and Performance Analysis for LTE Femtocell Networks," IEEE Transactions on Cognitive Communications and Networking, vol. 6, no. 1, pp. 381-393, Mar., 2020.
    13. Shih-Hau Fang, Larry Lin, Yi-Ting Yang, Xiaotong Yu, and Zhezhuang Xu, "CityTracker: Citywide Individual and Crowd Trajectory Analysis Using Hidden Markov Model," IEEE Sensors Journal, vol. 19, no. 17, pp. 7693-7701, Sep., 2019
    14. Zhezhuang Xu Anguo Liu, Xi Yue, Yulong Zhang and Shih-Hau Fang "Combining Proximity Estimation with Visible Symbol Assignment to Simplify Line-of-Sight Connections in Mobile Industrial Human-Machine Interaction," IEEE Access, vol.7, pp. 133559-133571, Sep., 2019.
    15. Shih-Hau Fang, Yu Taso., Min-Jing Hsiao, Ji-Ying Chen, Ying-Hui Lai, Feng-Chuan Lin, and Chi-Te Wang, "Detection of Pathological Voice Using Cepstrum Vectors: A Deep Learning Approach," Journal of Voice, vol. 33, no.5, pp.634-641, Sep., 2019. [Most cited articles from Journal of Voice published since 2018] [Google citation: 114]
    16. Valerie Ranaudin, et al. "Evaluating Indoor Positioning Systems in a Shopping Mall: The Lessons Learned from the IPIN 2018 Competition," IEEE Access, vol.7, pp. 148594-148628, Sep., 2019.
    17. Shih-Hau Fang, Chi-Te Wang, Ji-Ying Chen, Yu Tsao, and Feng-Chuan Lin, "Combining Acoustic Signals and Medical Records to Improve Pathological Voice Classification," APSIPA Transactions on Signal and Information Processing, vol. 8 (E14), June, 2019.
    18. Shih-Hau Fang, Chu-Chen Li, Wen-Chen Lu, Zhezhuang Xu, and Ying-Ren Chien,” Enhanced Device-Free Human Detection: Efficient Learning From Phase and Amplitude of Channel State Information," IEEE Transactions on Vehicular Technology, vol. 68, No. 3, pp. 3048-3051, Mar 2019.
    19. Y. Tsao, H.-C. Chu, Shih-Hau Fang, J. Lee, and C.-M. Lin, "Adaptive Noise Cancellation Using Deep Cerebellar Model Articulation Controller," IEEE Access vol. 6, pp. 37395-37402, Apr, 2018.
    20. Z. Xu, R. Wang, X. Yue, T. Liu, C. Chen and Shih-Hau Fang, "FaceME: Face-to-Machine Proximity Estimation Based on RSSI Difference for Mobile Industrial Human-Machine Interaction," IEEE Transactions on Industrial Informatics vol.4 no.8, pp.3547-3558, Aug, 2018
    21. Shih-Hau Fang, Yu-Che Cheng, and Y.-R. Chien, "Exploiting Sensed Radio Strength and Precipitation for Improved Distance Estimation," IEEE Sensors Journal vol. 18, no. 16, pp. 6863-6873, Aug, 2018.
    22. Chi-Te Wang, Ying-Hui Lai, Sheng-Yang Tsui, Yu Tsao, Chii-Wann Lin, Feng-Chuan Lin, and Shih-Hau Fang, "Demographic and Symptomatic Features of Voice Disorders and Their Potential Application in Classification Using Machine Learning Algorithms," Folia Phoniatrica et Logopaedica, vol. 70, pp. 174-182, Sep., 2018.
    23. Chiapin Wang, Shih-Hau Fang*, Hsiao-Chun Wu, Sheng-Min Chiou, Wen-Hsing Kuo, Po-Chiang Lin, "Novel User-Placement Ushering Mechanism to Improve Quality-of-Service for Femtocell Networks," IEEE Systems Journal, vol. 12, no. 2, pp. 1993-2004, June, 2018.
    24. T.-S., Joaquín, R.-J. Antonio, A. Moreira, L. Tomás, S. Knauth, M.-S. Germán Martín, F. Seco, P.-N., Antoni, M.-J., Nicolau, A. Costa, M. Filipe, F. Joaquín, J.-P. Morales, H.-T., Cheng, S.-S Yang, Shih-Hau Fang*, Y.-R. Chien and Y. Tsao "Off-line Evaluation of Mobile-Centric Indoor Positioning Systems: The Experiences from the 2017 IPIN Competition," Sensors, vol. 18, no. 2, Feb, 2018.
    25. Shih-Hau Fang*, Yu-Xaing Fei, Zhezhuang Xu, and Yu Tsao, "Learning Transportation Modes from Smartphone Sensors Based on Deep Neural Network," IEEE Sensors Journal, vol. 17, no. 18, pp. 6111-6118, Sep., 2017.
    26. Tzu-Hao Lin, Shih-Hua Fang, and Yu Tsao, "Improving Biodiversity Assessment Via Unsupervised Separation of Biological Sounds from Long-Duration Recordings," Scientific Reports, 7:4547, July, 2017.
    27. Ying-Ren Chien and Shih-Hau Fang, "Novel Anti-Jamming Algorithm for GNSS Receivers Using Wavelet-Packet-Transform-Based Adaptive Predictors," IEICE Transactions on Fundamentals of Electronics, Communications and Computer Sciences, vol. E100-A, no. 2, pp. 602-610, Feb., 2017.
    28. Chiapin Wang, Shih-Hau Fang*, Wen-Hsing Kuo, Hsiao-Chun Wu, "Indoor user navigation for Carrier Aggregation in LTE-Advanced," IET Communications, vol. 11, no. 2, pp. 258-266, Jan., 2017.
    29. Shih-Hau Fang*, Wei-Hsiang Chang, Yu Tsao, Huang-Chia Shih, Chiapin Wang, "Channel State Reconstruction Using Multilevel Discrete Wavelet Transform for Improved Fingerprinting-Based Indoor Localization," IEEE Sensors Journal, vol. 16, no. 21, pp. 7784-7791, Nov., 2016.
    30. Shih-Hau Fang* and Yu-Hsuan Sylvia Yang, "The Impact of Weather Condition on Radio-based Distance Estimation: A Case Study in GSM Networks with Mobile Measurements," IEEE Transactions on Vehicular Technology, vol. 65, no. 8, pp. 6444-6453, Aug., 2016.
    31. Shih-Hau Fang, Hao-Hsiang Liao, Yu-Xiang Fei, Kai-Hsiang Chen, Jen-Wei Huang, Yu-Ding Lu and Yu Tsao, "Transportation Modes Classification Using Sensors on Smartphones," Sensors, vol. 16, no. 8, Aug., 2016.
    32. Shih-Hau Fang*, Ying-Tso Hsu, Yao Shiao, and Fan-Yu Sung, "An Enhanced Device Localization Approach Using Mutual Signal Strength in Cellular Networks," IEEE Internet of Things Journal, vol. 2, no. 6, pp. 596-603, Dec., 2015.
    33. Shih-Hau Fang*, Chu-Shuan Wang, and Y. Tsao, "Compensating for Orientation Mismatch in Robust Wi-Fi Localization Using Histogram Equalization," IEEE Transactions on Vehicular Technology, vol. 64, no. 11, pp. 5210-5220, Nov., 2015.
    34. Shih-Hau Fang* and Chu-Shuan Wang, "A Novel Fused Positioning Feature for Handling Heterogeneous Hardware Problem," IEEE Transactions on Communications, vol. 63, no. 7, pp. 2713-2723, July, 2015.
    35. Yu Tsao, Shih-Hau Fang*, Yao Shiao, "Acoustic Echo Cancellation Using a Vector-Space-Based Adaptive Filtering Algorithm," IEEE Signal Processing Letters, vol. 22, no. 3 pp. 351-355, Mar., 2015.
    36. Y.-S. Chen, M.-T. Sung, Shih-Hau Fang, and K.-L. Lin, "8051 NET-ISP: Internet-Based Remote Programmable Embedded Micro-Controller System," Engineering Letters, vol. 23, no. 1, pp. 1-7, Feb. 2015.
    37. Tsung-Nan Lin, Shih-Hau Fang, Chung-Wei Lee, and Yen-Chih Chou, "A Group-Discrimination-Based Access Point Selection for WLAN Fingerprinting Localization," IEEE Transactions on Vehicular Technology, vol. 63, no. 8, pp. 3967-3976, Oct., 2014. [Google citation: 20]
    38. Shih-Hau Fang*, "Cross-Provider Cooperation for Improved Network-Based Localization," IEEE Transactions on Vehicular Technology, vol. 62, no. 1, pp. 297-305, Jan., 2013.
    39. Shih-Hau Fang*, Chung-Chih Chuang and Chiapin Wang, "Attack-Resistant Wireless Localization Using an Inclusive Disjunction Model," IEEE Transactions on Communications, vol. 60, no. 5, pp. 1209-1214, May, 2012. [Google citation: 13]
    40. Shih-Hau Fang*, Ting-Yu Huang, Chu-Hsuan Wang, Chin-Huang Yang, and Yung-Sheng Chen, "An Enhanced ZigBee Indoor Positioning System With an Ensemble Approach," IEEE Communications Letters, vol. 16, no. 4, pp. 564-567, April, 2012. [Google citation: 137]
    41. Shih-Hau Fang*, Bo-Cheng Lu, and Ying-Tso Hsu, "Learning Location from Sequential Signal Strength Based on GSM Experimental Data," IEEE Transactions on Vehicular Technology, vol. 61, no. 2, pp.726-736, Feb., 2012. [Google citation: 16]
    42. Shih-Hau Fang and Tsung-Nan Lin, "Principal Component Localization in Indoor WLAN Environments," IEEE Transactions on Mobile Computing, vol. 11, no. 1, pp. 100-110, Jan., 2012. [Google citation: 193]
    43. Shih-Hau Fang*, Ying-Tso Hsu, and Wen-Hsing Kuo, "Dynamic Fingerprinting Combination for Improved Mobile Localization," IEEE Transactions on Wireless Communications, vol. 10, no. 12, pp. 4018-4022, Dec., 2011. [Google citation: 27]
    44. Chiapin Wang, Hao-Kai Lo, and Shih-Hau Fang, "Fairness Analysis of Throughput and Delay in WLAN Environments with Channel Diversities," EURASIP Journal on Wireless Communications and Networking, vol. 42, July, 2011.
    45. Shih-Hau Fang* and Chu-Shuan Wang, "A Dynamic Hybrid Projection Approach for Improved Wi-Fi Location Fingerprinting," IEEE Transactions on Vehicular Technology, vol. 60, no. 3, pp. 1037-1044, March, 2011. [Google citation: 43]
    46. Shih-Hau Fang and Tsung-Nan Lin, "Cooperative Localization in Heterogeneous Wireless Networks," IEEE Transactions on Wireless Communications, vol. 9, no. 5, pp. 1547-1551, May, 2010. [Google citation: 38]
    47. Shih-Hau Fang and Tsung-Nan Lin, "A Dynamic System Approach for Radio Location Fingerprinting in Wireless Local Area Networks," IEEE Transactions on Communications, vol. 58, no. 4, pp. 1020-1025, April, 2010. [Google citation: 72]
    48. Shih-Hau Fang and Tsung-Nan Lin, "Projection Based Location System via Multiple Discriminant Analysis in Wireless Local Area Networks," IEEE Transactions on Vehicular Technology, vol. 58, no. 11, pp. 5009-5019, Nov., 2009. [Google citation: 26]
    49. Shih-Hau Fang, Jen-Chian Chen, Hau-Ru Huan and Tsung-Nan Lin, "Is FM a RF-based Positioning Solution in a Metropolitan Scale Environment? A Probabilistic Approach with Radio Measurements Analysis," IEEE Transactions on Broadcasting, vol. 55, no. 9, pp. 577-588, Sep., 2009. [Google citation: 34]
    50. Shih-Hau Fang and Tsung-Nan Lin, "Indoor Location System Based on Discriminant Adaptive Neural Network in IEEE 802.11 Environments," IEEE Transactions on Neural Networks, vol. 19, no. 11, pp. 1973-1978, Nov., 2008. [Google citation: 267]
    51. Shih-Hau Fang, Tsung-Nan Lin and Kun-Chou Lee, "A Novel Algorithm for Multi-Path Fingerprinting in Indoor WLAN Environments," IEEE Transactions on Wireless Communications, vol. 7, no. 9, pp. 3579-3588, Sep., 2008. [Google citation: 238]
    52. Shih-Hau Fang, Tsung-Nan Lin and Po-Chiang Lin, "Location Fingerprinting in A Decorrelated Space," IEEE Transactions on Knowledge and Data Engineering, vol. 20, no. 5, pp. 685-691, May, 2008. [Google citation: 130]
  • 會議論文

    Conference (Published and Accepted)

    1. Chao-Hsiang Hung, Syu-Siang Wang, Chi-Te Wang, Shih-Hau Fang, " Using SincNet for Learning Pathlogical Voice Disorders," International Conference on Interdisciplinary Innovation for the Post-Epidemic Era, Jul., 2021. [Best Paper Award]
    2. Chi-Te Wang and Shih-Hau Fang, "Ensemble and Multimodal Learning for Pathological Voice Classification," IEEE International Symposium on Circuits and Systems, (under review, 2020).
    3. 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 Recognition," IEEE International Workshop on Electromagnetics and Student Innovation Competition (iWEM), Aug., 2020.
    4. 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.
    5. 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.
    6. 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.
    7. 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.
    8. Shih-Hau Fang, Chiamin Lin, "Indoor Localization Algorithm Using Convolution Neural Network," IEEE CTW, May., 2019
    9. 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.
    10. 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.
    11. 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.
    12. 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.
    13. 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.
    14. Larry Lin and Shih-Hau Fang*, "A Probabilistic Approach for Learning Mobility Pattern in Metropolitan Areas," AICCC, Dec., 2018.
    15. 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.
    16. 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.
    17. 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
    18. 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
    19. 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.
    20. 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.
    21. 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.
    22. 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.
    23. 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.
    24. Chu-Chen Li and Shih-Hau Fang*, "Device-Free Human Detection Using WiFi Signals," IEEE GCCE, pp.1-3, Oct., 2016.
    25. 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.
    26. 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.
    27. 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.
    28. 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.
    29. 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.
    30. 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.
    31. 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.
    32. 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
    33. 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.
    34. 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.
    35. 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.
    36. 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.
    37. 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]
    38. 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.
    39. 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.
    40. 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.
    41. 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.
    42. 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.
    43. 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.
    44. 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.
    45. 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.
    46. 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]
    47. 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: 126]
    48. 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.
    49. 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.
    50. 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]
    51. 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]
    52. 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.
    53. 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]
    54. 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]
    55. 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]
    56. 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]
    57. 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.
    58. 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]
  • 研究計畫

    科技部


    1. 基於毫米波雷達網路之智慧感測:關鍵技術與雛型系統, 計畫主持人, 2021/08/01~2022/07/31
    2. 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, 共同主持人, 2018/01/01~2022/03/31
    3. 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, 共同主持人, 2018/01/01~2021/12/31
    4. 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, 計畫主持人, 2018/01/01~2022/03/31
    5. 群體人工智慧-群體人工智慧之網宇群眾分包機器學習, 共同主持人, 2018/01/01~2021/12/31
    6. 銀漿塗佈製程活動感知薄床墊開發及非察覺性睡眠監測研究和居家長者照護AIoT應用, 共同主持人, 2020/08/01~2022/07/31
    7. 以人工智慧技術實踐教師用聲行為之即時測量與回饋, 共同主持人, 2019/08/01~2020/07/31
    8. 長短期記憶模型搭配行動裝置用於識別嗓音疾病, 共同主持人, 2018/08/01~2019/07/31
    9. 多模態深度學習演算法用以嗓音疾病之識別與分類, 共同主持人, 2017/08/01~2018/10/31
    10. 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), 共同主持人, 2017/06/01~2018/03/16
    11. 無裝置室內定位-- 理論,實驗,與雛形系統, 計畫主持人, 2016/08/01~2018/03/31
    12. 惡劣氣候下能保障系統效能之行動定位技術, 計畫主持人, 2013/08/01~2016/07/31
    13. 應用於語音辨認之強健麥克風設計與實做, 計畫主持人, 2012/06/01~2013/05/31
    14. 雲端環境下保障使用者隱私之定位技術與適地性服務, 計畫主持人, 2012/08/01~2013/10/31
    15. 適用於有限資源下之行動定位技術, 計畫主持人, 2011/08/01~2012/07/31
    16. 在無線網路惡意攻擊下的安全與強健定位機制, 計畫主持人, 2010/08/01~2011/07/31
    17. 以無線射頻時間序列為基礎的室內定位技術研究, 計畫主持人, 2009/09/01~2010/07/31
    18. 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



    其它機構

    1. 聲源分離演算法開發, 計畫主持人, 2022/01/01~2022/12/30, 美律實業股份有限公司
    2. 病理嗓音數據集與學習模型開源計畫, 計畫主持人, 2021/10/01~2022/09/30, 亞東醫院
    3. 可解釋性人工智慧於病理嗓音偵測之應用, 計畫主持人, 2020/10/01~2021/09/31, 亞東醫院
    4. Study of no-device machine learning for monitoring parking areas with FMCW radar images, 共同主持人, 2020/06/01~2021/12/31, QUALCOMM
    5. 基於毫米波雷達的人體姿態偵測系統研發, 計畫主持人, 2019/06/01~2021/12/31, 富智康國際股份有限公司
    6. 基於毫米波雷達的生命徵兆偵測系統研發, 計畫主持人, 2019/06/01~2021/12/31, 富智康國際股份有限公司
    7. 亞東醫院「大人物」課程, 計畫主持人, 2019/08/01~2019/09/30, 亞東醫院
    8. Study of on-device machine learning and its application on auxiliary detection of voice problems, 共同主持人, 2019/06/01~2021/12/31, QUALCOMM
    9. 遠銀智能模型研發基金智能推薦系統, 共同主持人, 2019/05/01~2021/12/31, 遠東國際商業銀行
    10. 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
    11. 心電圖分析演算法, 計畫主持人, 2017/07/01~2018/06/30, 準訊生醫
    12. 病理嗓音偵測與分類, 計畫主持人, 2016/08/01~2017/07/31, 亞東醫院
    13. 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
    14. 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
    15. 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)
  • 相關著作與專利

    Book Chapters

    1. 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
    2. 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

    1. 方士豪、錢膺仁、姚庭軒, "基於毫米波雷達的人數偵測方法" 中華民國專利, 2021/11 經濟部智慧財產局審查中。(專利權人:元智大學)
    2. 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(發明第I749547號), 2021/12/11-2040/05/07。(專利權人:元智大學)
    3. 王棨德、方士豪、曹昱、賴穎暉、林峯全, "嗓音即時監測系統," 中國專利(專利號:CN109671443B), 授權公告日:2020/10/23(專利權人:亞東醫院)
    4. 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(發明第I626647號), 2018/06/11-2037/10/10(專利權人:亞東醫院)
    5. 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)
    6. 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), 2016/11/21-2034/08/19 (專利權人:元智大學)
    7. 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)
    8. 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)
    9. 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).
    10. 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M449320號), 2013/03-2022/10 (專利權人:元智大學、亞東醫院)
  • 得獎事蹟

    教授

    1. 2021全球前2%頂尖科學家(網路與電信工程類)
    2. 2021台灣創新技術博覽會金牌
    3. 2021 Most Cited Paper, Journal of Voce since 2018
    4. 2021傑出電機工程教授獎(中國電機工程學會高雄市分會)
    5. 2021元智特聘教授(元智大學)
    6. 2021第十七屆有庠元智講座獎(徐有庠先生紀念基金會)
    7. 2020全球前2%頂尖科學家(網路與電信工程類)
    8. 2020物聯網創新應用獎佳作(潘文淵文教基金會)
    9. 2019第十六屆國家新創獎(學研新創組)
    10. 2019科技部未來科技突破獎
    11. 2019第十七屆有庠傑出教授獎(徐有庠先生紀念基金會)
    12. 2018遠東精神獎優等(集團綜效類)元智首位獲獎教師
    13. 2018科技部 AI創新研究中心 計畫主持人
    14. 2017元智大學 教師績效研究傑出獎
    15. 2017中國電機工程學會 優秀青年電機工程師獎
    16. 2013科技部 優秀年輕學者計畫
    17. 2012元智大學101學年度青年學者研究獎
    18. 2010鈦思科技 Outstanding Paper Award


    指導學生獲獎

    1. 2021指導博士班學生洪照祥於國際會議ICII獲Best Paper Award。
    2. 2021「利用機器學習預測校園PM2.5濃度:以元智大學為例」獲得元智大學109學年度校務研究亮點計畫 特優
    3. 2021獲Elsevier經典國際期刊Journal of Voice自2018 年以來的最多被引用次數文章。[連結]
    4. 2021獲國際期刊Scientific Report 2020年高下載率論文前100名殊榮 (以2819下載次數得到第79名)。[連結]
    5. 2020 IPIN國際室內定位與導航競賽Track 7:Channel impulse response冠軍
    6. 2020 IPIN國際室內定位與導航競賽Track 6:On-vehicle smartphone第3名
    7. 2020 MATLAB EXPO技術應用文章/論文徵文比賽 優選獎
    8. 2019第五屆中國"互聯網+"大學生創新創業大賽臺灣地區金牌
    9. 2019冰島IEEE CTW室內掃地機器人定位競賽獲第四名。
    10. 2017 IPIN國際室內定位與導航競賽 Track 3:Smartphone-based positioning第3名
    11. 2017 IPIN國際室內定位與導航競賽 Track 4 PDR for warehouse picking第4名
    12. 2017獲中國工程師學會的優秀工程師獎學金(自80年起,全國每年僅提供10位名額,廖浩翔同學為元智大學第五位獲得此項殊榮)。
    13. 2017獲元智大學學業金質獎章及學業優良獎。
    14. 2017獲元智大學學術成就獎章。
    15. 2017獲亞台青海峽創業團兩岸青年創新創業交流大賽 佳作。
    16. 2016 IEEE Second International Conference on Multimedia Big Data: HTC Challenge第3名
    17. 2014 103中國工程學會 工程論文競賽 佳作
    18. 2013 102學年度元智大學 學生工程論文競賽 佳作
    19. 2012雲端創意應用競賽"Home Care System"項目 亞軍
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